Identify Goal
Define Problem
Define Problem
Gather Data
Define Causes
Identify Options
Clarify Problem
Generate Ideas
Evaluate Options
Generate Ideas
Choose the Best Solution
Implement Solution
Select Solution
Take Action
MacLeod offers her own problem solving procedure, which echoes the above steps:
“1. Recognize the Problem: State what you see. Sometimes the problem is covert. 2. Identify: Get the facts — What exactly happened? What is the issue? 3. and 4. Explore and Connect: Dig deeper and encourage group members to relate their similar experiences. Now you're getting more into the feelings and background [of the situation], not just the facts. 5. Possible Solutions: Consider and brainstorm ideas for resolution. 6. Implement: Choose a solution and try it out — this could be role play and/or a discussion of how the solution would be put in place. 7. Evaluate: Revisit to see if the solution was successful or not.”
Many of these problem solving techniques can be used in concert with one another, or multiple can be appropriate for any given problem. It’s less about facilitating a perfect CPS session, and more about encouraging team members to continually think outside the box and push beyond personal boundaries that inhibit their innovative thinking. So, try out several methods, find those that resonate best with your team, and continue adopting new techniques and adapting your processes along the way.
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Critical thinking and problem solving with technology.
Brief Summary: Critical thinking and problem solving is a crucial skill in a technical world that can immediately be applied to academics and careers. A highly skilled individual in this competency can choose the appropriate tool to accomplish a task, easily switch between tools, has a basic understanding of different file types, and can troubleshoot technology when it’s not working properly. They can also differentiate between true information and falsified information online and has basic proficiency in data gathering, processing and interpretation.
Learners with proficient skills in critical thinking and problem solving should be able to:
Market/Employer Trends: Employers indicate value in employee ability to problem solve using technology, particularly related to drawing information from data to identify and solve challenges. Further, knowing how to leverage technology tools to see a problem, break it down into manageable pieces, and work toward solving is of important value. Employers expect new employees to be able to navigate across common toolsets, making decisions to use the right tool for the right task.
Key questions for reflection:
Strong digital skills in this area could appear as:
Ready to grow your strength in this competency? Try:
Teaching students the basics of solving problems with tablets and laptops can empower them when things go wrong.
Technology has been the best thing and the worst thing when it comes to making remote learning work. It’s been a lifeline for connecting with our students during the pandemic, but it also can be a big headache when glitches pop up.
Sometimes, it feels like troubleshooting problems with technology is a job of its own. Students may ask for assistance when things go wrong, and it helps to have a process or steps to guide them. It’s also important that we empower our students to solve technology problems independently. One resource that I love to share with students and colleagues is this Edpuzzle troubleshooting article .
When I was in the classroom as a middle school teacher of Intro to Computer Science and Principles of Information Technology, I would begin the year with the Code.org Problem Solving Process lesson . I would tell my students that before we touched the computers or created programs, it was important that they understand how to solve or debug technology since they would be using it on a daily basis. We would go through a series of activities the first two weeks of school so that they would feel comfortable with the process, and then I would help them practice the process whenever issues arose throughout the year.
The problem-solving process has four steps: define, prepare, try, and reflect. As a digital learning coach, I have been using these steps in a similar way as I help students and my colleagues find solutions to their technology problems. The case study below will take you through how your students can use this process. It will also provide insight that may help in your own classroom.
Recently, I went through this process with a student who was having Chromebook issues. The student and I met through Google Meet. Clearly, her device was working, but she was unable to search for anything. I had never seen this problem. I was honest with the student that even though I didn’t have the answer, we would work to figure out something. We didn’t have a Chromebook to exchange out, so it was important to troubleshoot.
The first time we went through the cycle together, I asked the student to clear her cookies and restart the device. That didn’t resolve the issue. Then I got permission to go into her device remotely using Chrome Remote Desktop . I was able to take over the student’s device using this free software. Checking her settings and playing around with her search features didn’t solve anything. As we worked together, we took notes on what we were seeing.
Then I checked her Chrome extensions and discovered an extension that needed to be removed to solve the problem. The student said, “We spent all that time on one little extension.” I chuckled and said, “Yeah, but we got it.” Then the student said, “I learned a lot, though, and now I know what to do in the future.” I thanked her for her patience because I had learned right along with her. As educators, we may not have the answers to students’ questions about technology, but trying to solve them together will help our students learn how to do it, too.
The first step is to define the problem. This will require many questions to be asked and answered about what’s occurring, especially if you seek help. When seeking help, the more details or visuals you can provide to the other person, the better. I have seen some teachers create videos using Screencastify , Loom , or Flipgrid to showcase what’s happening on their computers. This is a very good way to share information with someone who’s trying to help you.
The second step is to prepare, and the third step is to try to solve the problem. These steps require research and speaking to those you trust to help you troubleshoot. On my campus, I ask the teachers and students to always clear cookies and restart their devices as a habit. Clearing your cookies and restarting or updating your device will help avoid technology issues. Some Chrome extensions can create unexpected problems, so removing extensions that are not added by your technology department will help.
The last step is to reflect. It’s important to note what occurred should this happen again. Creating troubleshooting videos and/or guides to assist your school community is helpful. If someone on your campus is designated to do this, speak with them about how you can access these resources. Through my position, I encourage teachers to share the videos I create with their students and their students’ parents.
There will be times that you cycle through the process more than once until you find a solution, but it’s important you don’t give up. Asking for help is part of the prepare step. It’s important to reach out to colleagues and work together as everyone is learning how to troubleshoot technology together.
Problem-solving is one of the most vital and basic skill which is required by every one of us in the 21 st century . We feel the need of this skill quite frequently in our daily lives, and especially children should develop it at quite a young age to cope up with problems in education as well as other domains, throughout their lives.
The importance of developing this skill today is such that, it is even highlighted in the Common Core standards and has become a necessary component of any curriculum. Problem-solving directly implies decision-making, which is another important skill, not only for academics but for success in life in general.
Problem-solving comes with numerous benefits. Teaching kids the art of problem-solving has many associated advantages, like, it teaches them how to avoid conflicts in school and in their daily lives, it strengthens their empathy skills, it helps them develop positive attributions and it is utmost required for school readiness and academic success. Generally, we would solve problems by identifying the problem, listing its possible solutions, weighing them one by one, choosing a solution to try, putting it into practice and evaluating it. Though this technique works for us most of the times, it has now become conventional and tedious. With the introduction of technology in every domain of our lives, why not introduce it to problem-solving as well. Now, when technology comes to aid us in problem-solving, it can quite revolutionize and rejuvenate the entire experience of it.
Technology supports problem-solving in a number of ways. It enables you to identify problems quicker and easier and helps you better analyze a complex problem. Technology students are especially encouraged to be innovative and to want to improve a current situation by encountering and solving problems, in an advanced way. There can be different approaches to teaching problem-solving with the aid of technology :
Students should be encouraged to concentrate not on whimsical wants or fanciful products, rather they should apply their considerable problem solving skills to attain something substantial that will improve their present situation and benefit them in the future.
They should be encouraged to find solutions from a broad range of technological and non-technological realms.
The focus and procedure of teaching problem solving using technology should be flexible. This can be directed by how the teacher helps the student select a problem and frame the context of a problem.
Students should examine situations (big and small, near and far, individual and societal) and use their creative problem solving abilities to try to plan what is best.
They should be taught to weigh short-term gains and costs with long-term gains and costs by keeping in view the educational reform, personal lifestyle changes it may lead to with the incorporation of new technology in regulation with governmental action.
The tendency in education should be to employ the term ‘problem solving’ generically to include such diverse activities as coping with marital problems and trouble-shooting electronic circuits.
It can be stated that, different types of problem situations (personal or technological) require different kinds and levels of knowledge and capability and one must be willing enough to adopt different approaches in different situations, which is eased by the inclusion of technology in problem-solving activities.
Effective and responsible national leaders and corporate executives are those with enough backbone to do what they believe is best for the nation or corporation, in spite of mass opinion. The select solutions that are holistic, sometimes more technology-dependent, other times involved with laws, communication and other social arenas. They do not blindly accept the premise that their current product or service is the single best solution to a problem. If this is the type of person a technology teacher hopes their students will become, then specific educational experiences should be designed to empower students with those independent, risk-taking abilities where the goal is what is best.
However, the best solution to a technological problem may be non- technological. Students who are practiced in considering this wider range of alternatives will be better prepared to face the demands of global citizenry than those who merely make yet another CD rack. It is critical for a technology teacher to revisit their definition and philosophy of technology, analyzing its assumptions and bias. That definition should be individually crafted by that teacher, so that it is honest and accurate, accommodates a variety of belief systems and lays the path for a wondrous technological journey for the student and teacher.
You’re invited to share your views, additional knowledge or clarify doubts on the context. So go ahead and comment, the Comment Box awaits you.
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Lecturer, North-West University
Dr Moleboheng Ramulumo is affiliated with the North West University, School of Mathematics, Science and Technology Education
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As I watched my sons, Wavhudi and Rivhavhudi, play games on my phone before bedtime, I was captivated by their enthusiasm and how deeply they were engaged – especially when the games involved maths or science. Both boys experienced speech delays and I hoped the games would help them develop their language skills. It worked.
What I saw at home has been repeatedly underscored by research: early engagement with science, technology, engineering and mathematics (STEM) concepts through interactive tools can profoundly enhance children’s visual literacy (reading, writing and creating images) and conceptual understanding (grasping ideas).
For my Master’s degree, I’d examined how molecular biology students’ lack of visual literacy made it harder for them to grasp complex scientific concepts. This academic foundation, combined with the newfound spark in my boys, inspired my PhD research : investigating the effects of early STEM education on young children’s visual literacy and ability to grasp scientific concepts.
In a recent, related study , I explored how different types of preschool education influence children’s understanding of science and their ability to interpret visual information. The study involved children aged 4 or 5 years who were in Grade R (the year of schooling before Grade 1) from various private schools in Bloemfontein, South Africa. I observed that those exposed to STEM education were better at spatial visualisation than their peers. These children excelled in tasks that required them to recall and manipulate visual details, such as accurately reproducing elements from images, while their non-STEM counterparts often struggled.
Some people may question why all children should be exposed to STEM concepts, given that not everyone will go on to further study or careers in science, technology, engineering or mathematics fields.
But teaching these skills at a young age is not just about preparing children for specific fields. My findings underscore the profound effects of early STEM education on cognitive development, such as fostering critical thinking, problem-solving skills, creativity, innovation, logical reasoning and adaptability. These qualities are beneficial in many facets of our lives, no matter our career paths.
In South Africa, private schools often have more flexibility than government-run (public) schools to incorporate specialised STEM curricula and innovative teaching methods tailored to early childhood education. This might include hands-on experiments like mixing colours or observing plant growth, problem-solving tasks and interactive learning through, for example, counting games and shape recognition.
Public schools, meanwhile, follow a national curriculum set by the Department of Basic Education. While this includes foundational STEM concepts, not all schools have the necessary resources, so the extent and depth of STEM instruction can vary significantly from school to school.
Though they were private institutions, the non-STEM schools in my study followed the national Curriculum and Assessment Policy Statement set by the Department of Basic Education for Grade R. This does not explicitly emphasise STEM subjects. The STEM schools involved in this study, which were also private institutions, had developed their own curricula that emphasised scientific and related learning.
Drawing from study methods used elsewhere in the world , I created a special test with two main parts to measure my participants’ skills.
One tested their content knowledge. This part assessed how well the children understood basic science concepts, such as distinguishing between living and non-living things. The second evaluated the children’s ability to interpret visual information, including understanding spatial relationships and solving visual problems.
The differences between those who were STEM-educated and those who weren’t were immediately clear.
For example, I showed the children a picture of some blocks and asked them how many blocks they saw. One STEM-educated child said there were nine blocks “because some are hiding behind the others in the picture”. A non-STEM child saw “six blocks because I counted them.”
The child with STEM knowledge used advanced thinking skills to imagine where the hidden blocks might be, while their peer only counted the blocks they could see directly.
In another exercise I showed the children a picture with a dog, ball, tree, desk, boy, school bag, book and chicken and asked them to identify which ones were living things.
STEM child: “The boy, the dog and the chicken are living because they can breathe and need water to grow.” The child understood what makes something alive, using ideas like breathing and needing water.
Non-STEM child: “Only the boy is living because the dog and chicken can’t talk.”
This is a more basic, less accurate concept of what constitutes a living thing.
Based on my findings, I encourage educators to integrate STEM activities into early childhood curricula to cultivate spatial thinking, visual literacy and scientific understanding. Digital educational games and interactive learning experiences can be incorporated into lessons.
Policymakers should prioritise early STEM education, recognising its long-term benefits in preparing children for academic and professional success. This involves investing in resources, training educators, and developing curricula that embed STEM principles from the start of formal education.
My PhD research was born out of my personal experience with my sons. This journey of love, learning and relentless determination reflects my deepest aspiration: to ignite the same passion and curiosity in others that I have witnessed in my own children.
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A number of respondents to this canvassing about the likely future of social and civic innovation shared concerns. Some said that technology causes more problems than it solves. Some said it is likely that emerging worries over the impact of digital life will be at least somewhat mitigated as humans adapt. Some said it is possible that any remedies may create a new set of challenges. Others said humans’ uses and abuses of digital technologies are causing societal harms that are not likely to be overcome.
The following comments were selected from among all responses, regardless of an expert’s answer to this canvassing’s main question about the impact of people’s uses of technology. Some of these remarks of concern happen to also include comments about innovations that may emerge. Concerns are organized under four subthemes: Something is rotten in the state of technology; technology use often disconnects or hollows out a community; society needs to catch up and better address the threats and opportunities of tech; and despite current trends, there is reason to hope for better days.
The chapter begins with some overview insights:
Larry Masinter , internet pioneer, formerly with Adobe, AT&T Labs and Xerox PARC, who helped create internet and web standards with IETF and W3C, said, “Technology and social innovation intended to overcome the negatives of the digital age will likely cause additional negative consequences. Examples include: the decentralized web, end-to-end encryption, AI and machine learning, social media.”
James Mickens , associate professor of computer science at Harvard University, formerly with Microsoft, commented, “Technology will obviously result in ‘civic innovation.’ The real question is whether the ‘innovation’ will result in better societal outcomes. For example, the gig economy is enabled by technology; technology finds buyers for workers and their services. However, given the choice between an economy with many gig workers and an economy with an equivalent number of traditional middle-class jobs, I think that most people would prefer the latter.”
Michael Aisenberg , chair, ABA Information Security Committee, wrote, “Misappreciation of limits and genesis of, e.g., AI/machine learning will produce widely disparate results in deployment of tech innovations. Some will be dramatically beneficial; some may enable abuse of law enforcement, economic systems and other fundamental civic institutions and lead to exacerbation of gaps between tech controllers/users and underserved/under- or mis-skilled populations (‘digital divide’) in what may be a significant (embed limitations on career/economic advancement) or even life-threatening (de facto health care or health procedure rationing) manner.”
The problem is that we are becoming more and more dependent on machines and hence more susceptible to bugs and system failures. Yaakov J. Stein Yaakov J. Stein
Peter Lunenfeld , a professor of design, media arts and digital humanities at the University of California, Los Angeles, and author of “Tales of the Computer as Culture Machine,” predicted, “We will use technology to solve the problems the use of technology creates, but the new fixes will bring new issues. Every design solution creates a new design problem, and so it is with the ways we have built our global networks. Highly technological societies have to be iterative if they hope to compete, and I think that societies that have experienced democracy will move to curb the slide to authoritarianism that social media has accelerated. Those curbs will bring about their own unintended consequences, however, which will start the cycle anew.”
Yaakov J. Stein , chief technology officer of RAD Data Communications, based in Israel, responded, “The problem with AI and machine learning is not the sci-fi scenario of AI taking over the world and not needing inferior humans. The problem is that we are becoming more and more dependent on machines and hence more susceptible to bugs and system failures. This is hardly a new phenomenon – once a major part of schooling was devoted to, e.g., penmanship and mental arithmetic, which have been superseded by technical means. But with the tremendous growth in the amount of information, education is more focused on how to retrieve required information rather than remembering things, resulting not only in less actual storage but less depth of knowledge and the lack of ability to make connections between disparate bits of information, which is the basis of creativity. However, in the past humankind has always developed a more-advanced technology to overcome limitations of whatever technology was current, and there is no reason to believe that it will be different this time.”
A vice president for research and economic development wrote, “The problems we see now are caused by technology, and any new technological fixes we create will inevitably cause NEW social and political problems. Attempts to police the web will cause freedom of speech conflicts, for example.”
A large share of these experts say among the leading concerns about today’s technology platforms are the ways in which they are exploited by bad actors who spread misinformation; and the privacy issues arising out of the business model behind the systems.
Numerous experts described misinformation and fake news as a serious issue in digital spaces. They expressed concern over how users will sort through fact and fiction in the coming decade.
Stephanie Fierman , partner, Futureproof Strategies, said, “I believe technology will meaningfully accelerate social and civic innovation. It’s cheap, fast and able to reach huge audiences. But as long as false information is enabled by very large websites, such social and civic innovators will be shadow boxing with people, governments, organizations purposely countering truthful content with lies.”
Sam Lehman-Wilzig , a professor of communications at Bar-Ilan University specializing in Israeli politics and the impact of technological evolution, wrote, “The biggest advance will be the use of artificial intelligence to fight disinformation, deepfakes and the like. There will be an AI ‘arms race’ between those spreading disinformation and those fighting/preventing it. Overall, I see the latter gaining the upper hand.”
Greg Shatan , a lawyer with Moses & Singer LLP and self-described “internet governance wonk,” predicted, “I see success, enabled by technology, as likely. I think it will take technology to make technology more useful and more meaningful. Many of us pride ourselves on having a ‘BS-meter,’ where we believe we can tell honestly delivered information from fake news and disinformation. The instinctual BS-meter is not enough. The next version of the ‘BS-meter’ will need to be technologically based. The tricks of misinformation have far outstripped the ability of people to reliably tell whether they are receiving BS or not – not to mention that it requires a constant state of vigilance that’s exhausting to maintain. I think that the ability and usefulness of the web to enable positive grassroots civic communication will be harnessed, moving beyond mailing lists and fairly static one-way websites. Could there be ‘Slack for Community Self-Governance?’ If not that platform, perhaps something new and aimed specifically at these tasks and needs.”
Oscar Gandy , a professor emeritus of communication at the University of Pennsylvania, said, “Corporate actors will make use of technology to weaken the possibility for improvements in social and civic relationships. I am particularly concerned about the use of technology in the communications realm in order to increase the power of strategic or manipulative communications to shape the engagement of members of the public with key actors within a variety of governance relationships.”
An expert in the ethics of autonomous systems based in Europe responded, “Fake news is more and more used to manipulate a person’s opinion. This war of information is becoming so important that it can influence democracy and the opinion of people before the vote in an election for instance. Some AI tools can be developed to automatically recognize fake news, but such tools can be used in turn in the same manner to enhance the belief in some false information.”
A research leader for a U.S. federal agency wrote, “At this point in time, I don’t know how we will reduce the spread of misinformation (unknowing/individual-level) and disinformation (nefarious/group-level), but I hope that we can.”
A retired information science professional commented, “Dream on, if you think that you can equate positive change with everybody yelling and those with the most clout (i.e., power and money) using their power to see their agendas succeed. Minority views will always be that, a minority. At present and in the near future the elites manipulate and control.”
A research scientist for a major technology company whose expertise is technology design said, “We have already begun to see increased protections around personal privacy. At present, it is less clear how we might avoid the deliberate misuse of news or news-like content to manipulate political opinions or outcomes, but this does not seem impossible. The trick will be avoiding government censorship and maintaining a rich, vigorous exchange of opinions.”
Multiple experts see a growing need for privacy to be addressed in online spaces.
Ayden Férdeline , technology policy fellow at the Mozilla Foundation, responded, “Imagine if everyone on our planet was naked, without any clear options for obtaining privacy technology (clothing). It would not make sense to ask people what they’d pay or trade to get this technology. This is a ‘build it and they will come’ kind of scenario. We’re now on the verge, as a society, of appropriately recognizing the need to respect privacy in our Web 2.0 world, and we are designing tools and rules accordingly. Back in 1992, had you asked people if they’d want a free and open internet, or a graphical browser with a walled garden of content, most would have said they prefer AOL. What society needed was not AOL but something different. We are in a similar situation now with privacy; we’re finally starting to grasp its necessity and importance.”
We’re now on the verge, as a society, of appropriately recognizing the need to respect privacy in our Web 2.0 world, and we are designing tools and rules accordingly. Ayden Férdeline Ayden Férdeline
Graham Norris , a business psychologist with expertise in the future of work, said, “Privacy no longer exists, and yet the concept of privacy still dominates social-policy debates. The real issue is autonomy of the individual. I should own my digital identity, the online expression of myself, not the corporations and governments that collect my interactions in order to channel my behaviour. Approaches to questions of ownership of digital identity cannot shift until the realization occurs that autonomy is the central question, not privacy. Nothing currently visible suggests that shift will take place.”
Eduardo Villanueva-Mansilla , an associate professor of communications at Pontificia Universidad Catolica, Peru, and editor of the Journal of Community Informatics, wrote, “I’m trying to be optimistic, by leaving some room to innovative initiatives from civic society actors. However, I don’t see this as necessarily happening; the pressure from global firms will probably too much to deal with.”
An international policy adviser on the internet and development based in Africa commented, “Technology is creating and will continue to evolve and increase the impact of social and civic innovation. With technology we will see new accountability tools and platforms to raise voices to counter societal ills, be it in leadership, business and other faculties. We must however be careful so that these innovations themselves are not used to negatively impact end users, such issues like privacy and use of data must be taken on in a way that users are protected and not exposed to cybercrime and data breaches that so often occur now.”
Jamie Grady , a business leader, wrote, “As technology companies become more scrutinized by the media and government, changes – particularly in privacy rights – will change. People will learn of these changes through social media as they do now.”
Some respondents commented on rising problems with a loss of community and the need for more-organic, in-person, human-to-human connection and the impact of digital distancing.
Jonathan Grudin , principal researcher at Microsoft, commented, “Social and civic activity will continue to change in response to technology use, but will it change its trajectory? Realignments following the Industrial Revolution resulted from the formation of new face-to-face communities, including union chapters, community service groups such as Rotary Club and League of Women Voters, church groups, bridge clubs, bowling leagues and so on. Our species is designed to thrive in modest-sized collocated communities, where everyone plays a valued part. Most primates become vulnerable and anxious when not surrounded by their band or troop. Digital media are eroding a sense of community everywhere we look. Can our fundamental human need for close community be restored or will we become more isolated, anxious and susceptible to manipulation?”
Rebecca Theobald , an assistant research professor at the University of Colorado, Colorado Springs, said, “Technology seems to be driving people apart, which would lead to fewer connections in society.”
The program director of a university-based informatics institute said, “There is still a widening gap between rural and urban as well as digital ‘haves’ and ‘have nots.’ As well, the ability to interact in a forum in which all members of society have a voice is diminishing as those with technology move faster in the digital forums than the non-tech segment of the population that use non-digital discourse (interpersonal). The idea of social fabric in a neighborhood and neighborly interactions is diminishing. Most people want innovation – it is the speed of change that creates divisions.”
An infrastructure architect and internet pioneer wrote, “The kind of social innovation required to resolve the problems caused by our current technologies relies on a movement back toward individual responsibility and a specific willingness to engage in community. As both of these work against the aims of the corporate and political elite as they exist today, there is little likelihood these kinds of social innovations are going to take place. The family and church, for instance, which must be the core institutions in any rebuilding of a culture that can teach the kind of personal responsibility required, were both hollowed out in the last few decades. The remaining outward structures are being destroyed. There is little hope either families or churches will recover without a major societal event of some sort, and it will likely take at least one generation for them to rebuild. The church could take on the task of helping rebuild families, but it is too captured in attempts to grow ever larger, and consume or ape our strongly individualistic culture, rather than standing against it.”
Angela Campbell , a professor of law and co-director of the Institute for Public Representation at Georgetown University, responded, “I think there will be efforts to address the social and civic impacts of technology but they may not be sufficient. In particular, I am concerned about the impact of overuse or over-reliance on technology with respect to children and teens. I am concerned about the safety of children online, not just from predators but from peers (bullying). Overuse may also contribute to physical maladies such as obesity, bad posture, eye problems, ADHD, insufficient sleep and even addiction. While technology can help to educate older children (not preschoolers who need to interact with humans and objects), it needs to be selected [and] used carefully and should not subject children to commercialism or invade their privacy. My other major concerns are job loss and discrimination. It seems inevitable that many jobs will be eliminated by technology, and while technologies may generate new jobs, I suspect there will be fewer jobs, and those that remain will require certain skills. It will be important, and difficult, to ensure that everyone is able to have employment and to make enough to live at a reasonable level. As competition for jobs increases, I am also worried about how big data allows hidden discrimination in education, health and employment.”
A researcher based in North America predicted a reining in of the digital in favor of the personal: “Between email and phones, I think we’re close to peak screen time, a waste of time, and it’s ruining our eyes. Just as we have forsaken our landlines, stopped writing letters, don’t answer our cellphones, a concept of an average daily digital budget will develop, just as we have a concept of average daily caloric intake. We’ll have warning labels that rate content against recommended daily allowances of different types of content that have been tested to be good for our mental health and socialization, moderately good, bad, and awful – the bacon of digital media. And people who engage too much will be in rehab, denied child custody and unemployable. Communities, residences and vacation areas will promote digital-free, mindfulness zones – just as they have quiet cars on the train.”
Some of these experts said that the accelerating technological change of the digital age is making it difficult for humans to keep up and respond to emerging challenges.
A chair of political science based in the American South commented, “Technology always creates two new problems for every one it solves. At some point, humans’ cognitive and cooperative capacities – largely hard-wired into their brains by millennia of evolution – can’t keep up. Human technology probably overran human coping mechanisms sometime in the later 19th century. The rest is history.”
There is a gap between the rate at which technology develops and the rate at which society develops. We need to take care not to fall into that gap. Louisa Heinrich Louisa Heinrich
Larry Rosen , a professor emeritus of psychology at California State University, Dominguez Hills, known as an international expert on the psychology of technology, wrote, “I would like to believe that we, as citizens, will aid in innovation. Smart people are already working on many social issues, but the problem is that while society is slow to move, tech moves at lightning speed. I worry that solutions will come after the tech has either been integrated or rejected.”
Louisa Heinrich , a futurist and consultant expert in data and the Internet of Things, said, “There is a gap between the rate at which technology develops and the rate at which society develops. We need to take care not to fall into that gap. I hope we will see a shift in governance toward framework-based regulation, which will help mitigate the gap between the pace of change in technology and that in government. At the very least, we need to understand the ways in which technology can extend or undermine the rules and guidelines we set for our businesses, workplaces, public spaces and interactions. To name just one common example, recruitment professionals routinely turn to Facebook as a source of information on prospective employees. This arguably violates a number of regulations designed to protect people from being denied work based on personal details not relevant to that work. How do we unravel this conundrum, bearing in mind that there will always be another social network, another digital source to mine for information about people? Taken from another angle, there is a significant gap between what users understand about certain bits of technology and the risks they take using them. How can we educate people about these risks in a way that encourages participation and co-creation, rather than passivity? As the so-called Gen Z comes of age, we will see a whole generation of young adults who are politically engaged at a level not seen in several generations, who are also native users of technology tools. This could bring about a positive revolution in the way technology is used to facilitate civic engagement and mutually empower and assist citizens and government. Technology provides us with powerful tools that can help us advance socially and civically, but these tools need to be thoughtfully and carefully put to use – when we encode barriers and biases into the applications that people need to use in daily life, whether intentionally or no, we may exclude whole segments of society from experiencing positive outcomes. We are living through a time of rapid and radical change – as always, the early stages feel uncomfortable and chaotic. But we can already see the same tools that have been used to mislead citizens being used to educate, organise, motivate and empower them. What’s needed is a collective desire to prioritise and incentivise this. New Zealand is leading the way with the world’s first ‘well-being’ budget.”
Bulbul Gupta , founding adviser at Socos Labs, a think tank designing artificial intelligence to maximize human potential, responded, “Until government policies, regulators, can keep up with the speed of technology and AI, there is an inherent imbalance of power between technology’s potential to contribute to social and civic innovation and its execution in being used this way. If technology and AI can make decisions about people in milliseconds that can prevent their full social or civic engagement, the incentive structures to be used toward mitigating the problems of the digital age cannot then be solved by technology.”
Gene Policinski , a journalist and First Amendment law expert at the Freedom Forum Institute, observed, “We forget how new the ‘tech revolution’ really is. As we move forward in the next decade, the public’s awareness of the possibilities inherent in social and civic innovation, the creativity of the tech world working with the public sector and public acceptance of new methods of participation in democratic processes will begin to drown out and eventually will surpass the initial problems and missteps.”
Gabriel Kahn , former bureau chief for The Wall Street Journal, now a professor of journalism researching innovation economics in emerging media at the University of Southern California, wrote, “We are not facing a ‘Terminator’-like scenario. Nor are we facing a tech-driven social utopia. Humans are catching up and understanding the pernicious impact of technology and how to mitigate it.”
Kathee Brewer , director of content at CANN Media Group, predicted, “Much like society developed solutions to the challenges brought about by the Industrial Revolution, society will find solutions to the challenges of the Digital Revolution. Whether that will happen by 2030 is up for debate. Change occurs much more rapidly in the digital age than it did at the turn of the 20th century, and for society to solve its problems it must catch up to them first. AND people, including self-interested politicians, must be willing to change. Groups like the Mozilla Foundation already are working on solutions to invasions of privacy. That work will continue. The U.S. government probably won’t make any major changes to the digital elections framework until after the 2020 election, but changes will be made. Sadly, those changes probably will result from some nastiness that develops due to voters of all persuasions being unwilling to accept electoral results, whatever the results may be.”
Valerie Bock of VCB Consulting, former Technical Services Lead at Q2 Learning, responded, “I think our cultures are in the process of adapting to the power our technologies wield, and that we will have developed some communal wisdom around how to evaluate new ones. There are some challenges, but because ordinary citizens have become aware that images can be ‘photoshopped’ the awareness that video can be ‘deepfaked’ is more quickly spreading. Cultural norms as well as technologies will continue to evolve to help people to apply more informed critiques to the messages they are given.”
Bach Avezdjanov , a program officer with Columbia University’s Global Freedom of Expression project, said, “Technological development – being driven by the Silicon Valley theory of uncontrolled growth – will continue to outpace civic and social innovation. The latter needs to happen in tandem with technological innovation, but instead plays catch-up. This will not change in the future, unless political will to heavily regulate digital tools is introduced – an unlikely occurrence.”
A computing science professor emeritus from a top U.S. technological university commented, “Social/civic innovation will occur but most likely lag well behind technological innovation. For example, face-recognition technology will spread and be used by businesses at a faster pace than social and legal norms can develop to protect citizens from any negative effects of that technology. This technology will spread quickly, due to its various positives (increased efficiencies, conveniences and generation of profits in the marketplace) while its negatives will most likely not be countered effectively through thoughtful legislation. Past Supreme Court decisions (such as treating corporations as persons, WRT unlimited funding of political candidates, along with excessive privacy of PACs) have already undermined U.S. democracy. Current populist backlashes, against the corruption of the Trump government, may also undermine democracy, such as the proposed Elizabeth Warren tax, being not on profits, but upon passive wealth itself – a tax on non-revenue-producing illiquid assets (whose valuation is highly subjective), as in her statement to ‘tax the jewelry of the rich’ at 2% annually. Illiquid assets include great private libraries, great private collections of art, antiques, coins, etc. – constituting an assault on the private sector, that if successful, will weaken democracy by strengthening the confiscatory power of government. We could swing from current excesses of the right to future excesses of the left.”
Many of the experts in this canvassing see a complicated and difficult road ahead, but express hope for the future.
Cheryl B. Preston , an expert in internet law and professor at Brigham Young University Law School, said, “Innovation will bring risk. Change will bring pain. Learning will bring challenges. Potential profits will bring abuse. But, as was the decision of Eve in the Garden of Eden, we need to leave the comfortable to learn and improve. If we can, by more informed voting, reduce the corruption in governmental entities and control corporate abuse, we can overcome difficulties and advance as a society. These advances will ultimately bring improvement to individuals and families.”
John Carr , a leading global expert on young people’s use of digital technologies, a former vice president of MySpace, commented, “I know of no proof for the notion that more people simply knowing more stuff, even stuff that is certifiably factually accurate, will necessarily lead to better outcomes for societies. But I do harbour a hope that if, over time, we can establish the idea that there are places on the internet that are reliable sources of information, it will in the medium to longer term help enough people in enough countries to challenge local demagogues and liars, making it harder for the demagogues and liars to succeed, particularly in times of national crisis or in times when war might be on the visible horizon. I used to think that if the internet had been around another Hitler would be impossible. Recently I have had a wobble on that but my optimism ‘trumps’ that gloomy view.”
Mike Douglass , an independent developer, wrote, “There is a significant realization that a stampede to create connections between anonymous people and devices was a bad idea. It’s up to the technologists and – more importantly – those who want to make money out of technology – to come up with a more measured approach. There’s a reason why gentlemen obtained letter of introduction to other gentlemen – one shouldn’t trust some random individual turning up on your doorstep. We need the equivalent approach. I’ve no idea what new innovations might turn up. But if we don’t get the trust/privacy/security model right we’ll end up with more social media disasters.”
Hume Winzar , an associate professor and director of the business analytics undergraduate program at Macquarie University, Sydney, Australia, predicted, “With more hope than evidence, I’d like to think that reason will eventually overcome the extraordinary propaganda machines that are being built. When the educated upper-middle classes realise that the ‘system’ is no longer serving them, then legal and institutional changes will be necessary. That is, only when the managers who are driving the propaganda machine(s) start to feel that they, personally, are losing privacy, autonomy, money and their children’s future, then they will need to undermine the efforts of corporate owners and government bureaucrats and officials.”
Carolyn Heinrich , a professor of education and public policy at Vanderbilt University, said, “My hope (not belief) is that the ‘techlash’ will help to spur social and civic innovations that can combat the negative effects of our digitization of society. Oftentimes, I think the technology developers create their products with one ideal in mind of how they will be used, overlooking that technology can be adapted and used in unintended and harmful ways. We have found this in our study of educational technology in schools. The developers of digital tools envision them as being used in classrooms in ‘blended’ ways with live instructors who work with the students to help customize instruction to their needs. Unfortunately, more often than not, we have seen the digital tools used as substitutes for higher-quality, live instruction and have observed how that contributes to student disengagement from learning. We have also found some of the content lacking in cultural relevance and responsiveness. If left unchecked, this could be harmful for far larger numbers of students exposed to these digital instructional programs in all 50 states. But if we can spur vendors to improve the content, those improvements can also extend to large numbers of students. We have our work cut out for us!”
In the field I follow, artificial intelligence, the numbers of professionals who take seriously the problems that arise as a consequence of this technology are reassuring. Pamela McCorduck Pamela McCorduck
Heywood Sloane , entrepreneur and banking and securities consultant, wrote, “I’m hopeful the it will be a positive contributor. It has the ability to alter the way we relate to our environment in ways that shrink the distances between people and help us exercise control over our personal and social spaces. We are making substantial progress, and 5G technology will accelerate that. On the flip side, we need to find mechanisms and processes to protect our data and ourselves. They need to be strong, economic and simple to deploy and use. That is going to be a challenge.”
Pamela McCorduck , writer, consultant and author of several books, including “Machines Who Think,” commented, “I am heartened by the number of organizations that have formed to enhance social and civic organization through technology. In the field I follow, artificial intelligence, the numbers of professionals who take seriously the problems that arise as a consequence of this technology are reassuring. Will they all succeed? Of course not. We will not get it right the first time. But eventually, I hope.”
Yoshihiko Nakamura , a professor of mechno-informatics at the University of Tokyo, observed, “The current information and communication technology loses diversity because it is still insufficient to enhance the affectivity or emotion side of societies. In this sense I can see the negative side of current technology to human society. However, I have a hope that we can invent uses of technology to enhance the weaker side and develop tomorrow’s technology. The focus should be on the education of society in the liberal arts.”
Ryan Sweeney , director of analytics at Ignite Social Media, commented, “In order to survive as a functioning society, we need social and civic innovation to match our use of technology. Jobs and job requirements are changing as a result of technology. Automation is increasing across a multitude of industries. Identifying how we protect citizens from these changes and help them adapt will be instrumental in building happiness and well-being.”
Miles Fidelman , founder, Center for Civic Networking and principal Protocol Technologies Group, responded, “We can see clear evidence that the internet is enabling new connections, across traditional boundaries – for the flow of information, culture and commerce. It is strengthening some traditional institutions (e.g., ties between geographically distributed family members) and weakening others (e.g., the press). Perhaps the most notable innovation is that of ad hoc, network-centric organizations – be they global project teams, or crisis response efforts. How much of this innovation will make things better, how much it will hurt us, remains an open question.”
A technology developer active in IETF said, “I hope mechanisms will evolve to exploit the advantages of new tech and mitigate the problems. I want to be optimistic, but I am far from confident.”
A renowned professor of sociology known for her research into online communications and digital literacies observed, “New groups expose the error of false equivalence and continue to challenge humans to evolve into our pre-frontal cortex. I guess I am optimistic because the downside is pretty terrible to imagine. It’s like E.O. Wilson said: ‘The real problem of humanity is the following: We have paleolithic emotions; medieval institutions; and god-like technology. And it is terrifically dangerous, and it is now approaching a point of crisis overall.’”
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Inventing what the world needs- that is now Edison described the crux of innovation in technology. Big problems represent even bigger opportunities. To quote famous Canadian ice hockey player Wayne Gretzky, who scored many hits in his time, the trick is not to “skate where the puck is,” but to “skate where the puck is going.” Building a business or solving social problems with technology. It has come up with the most scalable solutions which can impact business across the world.
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Whether it is clean energy, robotics, quantum computing, synthetic biology, telemedicine, AI, or cloud education and NUI software, it can solve all the biggest problems confronting mankind. Creating value means coming up with something people will pay for in the real world. Virtual technologies can open up a window of possibilities, given their widespread application. Starting small but thinking big…that is the key to using modern technology to solve the biggest problems in modern-day existence.
So, how can technology solve problems? Can technology pave the way for a better world? Just how far-reaching can “tech for the greater good” be? Let’s find out, bit by bit and get the right sound-bytes on how is a technology used to solve problems in the real world.
Below are some of the amazing ways to solve problems with technology.
One of the biggest ways technology has changed transportation and promoted ecological conservation is fuel cell vehicles. These are zero-emission cars that can run on electricity or hydrocarbons. Fuel cell-powered vehicles using hydrogen also have the advantage of being zero-emission. Mass-market fuel cell vehicles offer a range and convenience missing from diesel and gas-powered cars.
Robots have taken over everyday tasks. Though technology is still expanding to ensure next-generation robotics goes beyond factory assembly lines and controlled tasks, AI and technology’s real application is yet to come. This has made human-virtual machine partnership a reality in the making. Robots have become more flexible, and cloud computing revolutions have led to the creation of remote control.
So, how is this solving world problems with technology in the business world? Machines have been taken away from large assembly lines, and GPS technology has enabled the use of robotics in precision agriculture. Robots are being designed to be easily programmable and handle manufacturing tasks that are tough for human workers. Next-generation robotics is ideal for tasks that are too difficult or repetitive. Progress in design and AI have ensured that humans have advanced beyond a point of no return too.
Additive manufacturing helps in creating everything from printable 3D organs to wearables. This type of manufacturing starts with liquid or powder and builds into a 3-D shape through a digital template, each layer at a time. So, how does this constitute a solution? Well, such products can be customized to the end-user and take 3-D printing into a high-tech world.
Machines can print human cells and find application in the creation of living tissues in fields such as tissue repair and regeneration as well as screening. This is also a step forward in the field of personalized medicine. 3-D printing of integrated electronic parts such as nanoscale computer components and circuit boards is the next step. 4-D printing seeks to create a new generation of products that are responsive to environmental changes such as heat and humidity.
AI involves computers being able to perform human tasks. So, how can we use AI technology to make life easy? Smartphones that recognize human speech or image recognition information technology on machines are just one instance of AI application. Driving the point home further are self-automated cars and flying drones. Machines can now outperform humans. Case in point: Watson, an AI system, beat humans at a game of Jeopardy, and the thinking computer, Deep Blue, could out do any chess grand-master.
As against the average thinking hardware or software, AI can enable machines to respond to transitions in the environment. AI systems can assimilate unlimited amounts of information, and technology solve environmental problems too.
An example is the Never-Ending Language Learning Project/NELL from Carnegie Mellon University, which reads facts and learns new information to perform better in the future. Consider a world where self-driving cars will lower the frequency of collisions. Here are some ways in which machines can take over from humans and do a better job:
With e-commerce on the rise and the advent of the digital age, personalized products are the order of the day. It has led to the decentralization of the method of fabrication. Distributed manufacturing encourages broad diversity and speed to varied markets and geographies.
Flying robots, UAVs, or drones can be used for checking power lines, providing emergency aid, agriculture, filming and other applications requiring comprehensive and affordable aerial surveillance. Drones have a reliable ability to avoid collision and create autonomy while carrying out tasks that are too tough or remote for humans to accomplish. Sense and avoid drones can be used for operating reliably in tough conditions such as dust storms or blizzards.
Neuromorphic chips process information in a different way from traditional hardware and resemble the architecture of the brain. Miniaturization has resulted in an increase in conventional computing capabilities across the years, but neuromorphic chips are more beneficial because they have the following features:
Consider the neuromorphic chip True North which comprises a million-neuron network for creating power efficiency 100s of times more robust than a conventional CPU. Such machines promote number crunching, which is perfect for predicting stock exchange trends or climate forecasting.
The market has mobile payment systems such as Square, Google Wallet and Starbucks App. Leaving your wallet behind is no longer a problem now. From Paytm to its PayPal, a mobile wallet has many benefits. It is technology at its best.
It has evolved video formats from Betamax to VHS, DVD, HD DVD and Blue-Ray. Advanced video formats have changed everything from communication and computing to dining, entertainment and travel.
From emails through Gmail to Windows, Live Hotmail and more, there are multiple options for communicating online. Want to send a greeting card? Opt for an e-postcard and save on postage too! From AOL instant messaging to Meebo, the options are endless. Mobile phones , applications such as WhatsApp and VoIP or Voice over Internet protocol are only some of the reasons why long distant charges are a thing of the past.
Word processors have made so much more possible…from saving work and making copies to enabling editing of text. Spell checking programs and increased formatting became possible. The personal computer has become an essential part of life. Storing information, operating at lightning-fast speeds and storing terabytes of data are only some of the many benefits of using computers for work or personal use. There is so much you can do with computers, such as checking email to Microsoft Outlook, optimizing images through Adobe Photoshop, building digital libraries of musical tunes and more. Time management, handling multiple work tasks and meeting successive deadlines- this has become easy now.
Websites such as TripIt organize travel plans including flights, trains, cruises, cars, hotels and a 24 to 48-hour itinerary. Search engine sites provide links to travel sites, and online travel agencies, aggregators and consolidators are there to guide you every step of the way. From TripAdvisor to SmarterTravel and LonelyPlanet, jet hopping was never easier. The airplanes and ATC also use technology to make the journey comfortable. Transport and travel have changed for the better, and we have reached miles ahead from travel books and slow trains.
It has helped businesses to increase efficiency, enhance productivity and increase the customer base. Popular cloud storage services such as Dropbox and Google Drive store data and documents online. Cloud used for business collaborations and file sharing. Social check in tools such as Foursquare and social media sites like Facebook and Twitter can revolutionize and kickstart any business. Get listed online and use services like Locu, which let you display pertinent business information in one place. E-commerce has become the perfect way to do business. There are mammoth marketing opportunities in the virtual world, from e-commerce websites to larger online sites like eBay or Amazon.
Enhancing consumer service through official website and voice mail as well as information regarding directions to the company site and information about shipping has changed the way business is done. Looking for a pocket-friendly alternative to costly business trips? You can use high tech solutions from Skype to WebEx as well as video-conferencing.
Project management tools like Basecamp and Zoho will make handling workers and collaborating on tasks a cinch. Scheduling tools such as GenBook, BookFresh or FullSlate enable clients to schedule appointments online at their own convenience. Understanding your customers was never easier with Google Analytics. Mobile payment tools (read PayPal) have made financial transactions simpler. It has also liberated businesses from print ads. Now there are numerous options for marketing online:
It brings business to the consumers and helps them to communicate through online chat and call centers. Telecommuting and flexitime are now perfect online collaboration tools. Teleconferencing enables businesses to reach global consumers and employees worldwide.
Cloud or delivering hardware and software services through a network involves cheap and amazingly advanced technology solutions for businesses. Online customer relationship management and subscription-based software as a service provide pay by use basis, cutting down on upfront investment.
Mobile is on the move, and apps on smartphones download music and provide maps as well as directions. Well designed apps help you to expand the reach of your business.
It helps businesses improve communication , optimize production, manage inventories and maintain financial records. From internal and external business communication to marketing communication , it has reshaped every which way companies reach out to customers and workers.
Swifter, efficient and interactive communication platforms plus enhanced operational efficiency will work wonders for business profits. It makes complex inventory management and organization simple. Minimizing inventory costs and meeting customer demands has become easy too. Programs are available to sync and merge accounting with PoS terminals and bookkeeping programs in that each purchase or sale transaction is well recorded.
Telemedicine: This helps patients in rural and isolated areas communicate with doctors and get the medical help they urgently need.
Multifaceted Tablet Devices: Game-changing tablet devices make it easy to take a business to the next level. Tablet devices can work as an all in one device, from getting the latest technology news to checking emails.
Augmented Reality- Navigating the world through this wave of technology will shape and mould business vision.
Innovations in technology have reduced the consumption of resources by transforming urban infrastructure into intelligent and interconnected grids. Smart cities have redefined urban living and made it more possible through technology. Smart cities can solve the biggest problems such as climate change, rising population, increasing waste and massive pollution.
Healthcare latest technology has undergone a massive revolution. Genomics has changed the identification of disease and its treatments. Networked devices have made the world smaller and ensured that medical solutions reach people faster.
Crop yields have declined due to extreme weather and pests. It offers a way out through genetic engineering and using farmbots. Game changers such as fine-tuning food supply chains through smart technologies and vertical farms have transformed agriculture.
From desalination to energy efficiency and environment-friendly solutions, it has made water shortage a problem with limitations.
The ability to produce energy in sustainable ways is the biggest problem technology provides a solution for. Solar to wind, nuclear, and thermal energy have reformulated energy consumption patterns and made eco-friendly energy-generation possible.
Using technology to solve problems does not involve “thinking outside the box.” It involves thinking from a different box, one that harnesses knowledge to bring about a radical change. Technology for transformation redefines human life and makes the impossible possible. Small technologies can solve big problems. From famine to poverty, water scarcity to business management, or healthcare to education, it has all the answers…just ask any question!
This has been a guide to How To Solve Problems With Technology?. Here we have discussed the basic concept, with 22 amazing ways to solve the problem with technology, respectively. You may look at the following articles to learn more –
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Computer graphics and geometry processing research provide the tools needed to simulate physical phenomena like fire and flames, aiding the creation of visual effects in video games and movies as well as the fabrication of complex geometric shapes using tools like 3D printing.
Under the hood, mathematical problems called partial differential equations (PDEs) model these natural processes. Among the many PDEs used in physics and computer graphics, a class called second-order parabolic PDEs explain how phenomena can become smooth over time. The most famous example in this class is the heat equation, which predicts how heat diffuses along a surface or in a volume over time.
Researchers in geometry processing have designed numerous algorithms to solve these problems on curved surfaces, but their methods often apply only to linear problems or to a single PDE. A more general approach by researchers from MIT’s Computer Science and Artificial Intelligence Laboratory (CSAIL) tackles a general class of these potentially nonlinear problems. In a paper recently published in the Transactions on Graphics journal and presented at the SIGGRAPH conference, they describe an algorithm that solves different nonlinear parabolic PDEs on triangle meshes by splitting them into three simpler equations that can be solved with techniques graphics researchers already have in their software toolkit. This framework can help better analyze shapes and model complex dynamical processes.
“We provide a recipe: If you want to numerically solve a second-order parabolic PDE, you can follow a set of three steps,” says lead author Leticia Mattos Da Silva SM ’23, an MIT PhD student in electrical engineering and computer science (EECS) and CSAIL affiliate. “For each of the steps in this approach, you’re solving a simpler problem using simpler tools from geometry processing, but at the end, you get a solution to the more challenging second-order parabolic PDE.” To accomplish this, Da Silva and her coauthors used Strang splitting, a technique that allows geometry processing researchers to break the PDE down into problems they know how to solve efficiently.
First, their algorithm advances a solution forward in time by solving the heat equation (also called the “diffusion equation”), which models how heat from a source spreads over a shape. Picture using a blow torch to warm up a metal plate — this equation describes how heat from that spot would diffuse over it. This step can be completed easily with linear algebra.
Now, imagine that the parabolic PDE has additional nonlinear behaviors that are not described by the spread of heat. This is where the second step of the algorithm comes in: it accounts for the nonlinear piece by solving a Hamilton-Jacobi (HJ) equation, a first-order nonlinear PDE. While generic HJ equations can be hard to solve, Mattos Da Silva and coauthors prove that their splitting method applied to many important PDEs yields an HJ equation that can be solved via convex optimization algorithms. Convex optimization is a standard tool for which researchers in geometry processing already have efficient and reliable software. In the final step, the algorithm advances a solution forward in time using the heat equation again to advance the more complex second-order parabolic PDE forward in time.
Among other applications, the framework could help simulate fire and flames more efficiently. “There’s a huge pipeline that creates a video with flames being simulated, but at the heart of it is a PDE solver,” says Mattos Da Silva. For these pipelines, an essential step is solving the G-equation, a nonlinear parabolic PDE that models the front propagation of the flame and can be solved using the researchers’ framework.
The team’s algorithm can also solve the diffusion equation in the logarithmic domain, where it becomes nonlinear. Senior author Justin Solomon, associate professor of EECS and leader of the CSAIL Geometric Data Processing Group, previously developed a state-of-the-art technique for optimal transport that requires taking the logarithm of the result of heat diffusion. Mattos Da Silva’s framework provided more reliable computations by doing diffusion directly in the logarithmic domain. This enabled a more stable way to, for example, find a geometric notion of average among distributions on surface meshes like a model of a koala. Even though their framework focuses on general, nonlinear problems, it can also be used to solve linear PDE. For instance, the method solves the Fokker-Planck equation, where heat diffuses in a linear way, but there are additional terms that drift in the same direction heat is spreading. In a straightforward application, the approach modeled how swirls would evolve over the surface of a triangulated sphere. The result resembles purple-and-brown latte art.
The researchers note that this project is a starting point for tackling the nonlinearity in other PDEs that appear in graphics and geometry processing head-on. For example, they focused on static surfaces but would like to apply their work to moving ones, too. Moreover, their framework solves problems involving a single parabolic PDE, but the team would also like to tackle problems involving coupled parabolic PDE. These types of problems arise in biology and chemistry, where the equation describing the evolution of each agent in a mixture, for example, is linked to the others’ equations.
Mattos Da Silva and Solomon wrote the paper with Oded Stein, assistant professor at the University of Southern California’s Viterbi School of Engineering. Their work was supported, in part, by an MIT Schwarzman College of Computing Fellowship funded by Google, a MathWorks Fellowship, the Swiss National Science Foundation, the U.S. Army Research Office, the U.S. Air Force Office of Scientific Research, the U.S. National Science Foundation, MIT-IBM Watson AI Lab, the Toyota-CSAIL Joint Research Center, Adobe Systems, and Google Research.
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Today, technology is an increasingly important problem-solving tool for project professionals. Devyn Colson, PMI's Director of IT Operations, discusses the role technology can play in tackling tougher and more complex project management challenges. Written by Devyn Colson • 15 September 2021. Image by ThisisEngineering RAEng on Unsplash.
Too Much Focus on Automation. Data Mixups Due to AI Implementation. Poor User Experience. 1. Employee Productivity Measurement. As most companies switched to 100 percent remote almost overnight, many realized that they lacked an efficient way to measure employee productivity. Technology with " user productivity reports " has become ...
7. Solution evaluation. 1. Problem identification. The first stage of any problem solving process is to identify the problem (s) you need to solve. This often looks like using group discussions and activities to help a group surface and effectively articulate the challenges they're facing and wish to resolve.
The problem-solving process typically includes the following steps: Identify the issue: Recognize the problem that needs to be solved. Analyze the situation: Examine the issue in depth, gather all relevant information, and consider any limitations or constraints that may be present. Generate potential solutions: Brainstorm a list of possible ...
By Damarious Page. Technology is one of many tools that organizations use to help solve problems. The entire process of problem solving involves gathering and analyzing data, and then putting ...
The 7 steps to problem-solving. When it comes to problem-solving there are seven key steps that you should follow: define the problem, disaggregate, prioritize problem branches, create an analysis plan, conduct analysis, synthesis, and communication. 1. Define the problem. Problem-solving begins with a clear understanding of the issue at hand.
Problem solving is an activity, a context and a dominant pedagogical frame for Technology Education. It constitutes a central method and a critical skill through which school pupils learn about and become proficient in technology (Custer et al., 2001).Research has, among other things, been able to identify and investigate sets of intellectual and cognitive processes (Buckley et al., 2019 ...
Technology is a very touchy and hypersensitive beast, and more often than not, it doesn't take too kindly to introducing changes. Even the changes that are supposed to solve and prevent other known problems, often result in the introduction of new and unexpected problems. ... Effective problem solving is, more often than not, substantially ...
Finding a suitable solution for issues can be accomplished by following the basic four-step problem-solving process and methodology outlined below. Step. Characteristics. 1. Define the problem. Differentiate fact from opinion. Specify underlying causes. Consult each faction involved for information. State the problem specifically.
Problem-solving is a vital skill for coping with various challenges in life. This webpage explains the different strategies and obstacles that can affect how you solve problems, and offers tips on how to improve your problem-solving skills. Learn how to identify, analyze, and overcome problems with Verywell Mind.
By drawing from the literature on technological pedagogical content knowledge, design thinking, general and specific methods of problem solving, and role of technologies for solving problems, this article highlights the importance of problem solving for future teachers and discusses strategies that can help them become good problem solvers and ...
Problem-solving is a mental process that involves discovering, analyzing, and solving problems. The ultimate goal of problem-solving is to overcome obstacles and find a solution that best resolves the issue. The best strategy for solving a problem depends largely on the unique situation. In some cases, people are better off learning everything ...
In insight problem-solving, the cognitive processes that help you solve a problem happen outside your conscious awareness. 4. Working backward. Working backward is a problem-solving approach often ...
Although problem-solving is a skill in its own right, a subset of seven skills can help make the process of problem-solving easier. These include analysis, communication, emotional intelligence, resilience, creativity, adaptability, and teamwork. 1. Analysis. As a manager, you'll solve each problem by assessing the situation first.
Defer or suspend judgement. Focus on "Yes, and…" rather than "No, but…". According to Carella, "Creative problem solving is the mental process used for generating innovative and imaginative ideas as a solution to a problem or a challenge. Creative problem solving techniques can be pursued by individuals or groups.".
Brief Summary: Critical thinking and problem solving is a crucial skill in a technical world that can immediately be applied to academics and careers.A highly skilled individual in this competency can choose the appropriate tool to accomplish a task, easily switch between tools, has a basic understanding of different file types, and can troubleshoot technology when it's not working properly.
The problem-solving process has four steps: define, prepare, try, and reflect. As a digital learning coach, I have been using these steps in a similar way as I help students and my colleagues find solutions to their technology problems. The case study below will take you through how your students can use this process.
Problem-solving skills defined. Problem-solving skills are skills that allow individuals to efficiently and effectively find solutions to issues. This attribute is a primary skill that employers look for in job candidates and is essential in a variety of careers. This skill is considered to be a soft skill, or an individual strength, as opposed ...
The focus and procedure of teaching problem solving using technology should be flexible. This can be directed by how the teacher helps the student select a problem and frame the context of a problem. Students should examine situations (big and small, near and far, individual and societal) and use their creative problem solving abilities to try ...
This might include hands-on experiments like mixing colours or observing plant growth, problem-solving tasks and interactive learning through, for example, counting games and shape recognition.
If businesses choose to use digital technologies in a responsible and sustainable way, it can indeed be a powerful force in solving the great challenges we face. Image: United Nations. Meeting these goals by 2030 will require a steady stream of innovations and the deployment of advanced digital technologies on a massive scale over a long time.
Tech causes more problems than it solves. A number of respondents to this canvassing about the likely future of social and civic innovation shared concerns. Some said that technology causes more problems than it solves. Some said it is likely that emerging worries over the impact of digital life will be at least somewhat mitigated as humans adapt.
The ability to produce energy in sustainable ways is the biggest problem technology provides a solution for. Solar to wind, nuclear, and thermal energy have reformulated energy consumption patterns and made eco-friendly energy-generation possible. Conclusion. Using technology to solve problems does not involve "thinking outside the box."
"There's a huge pipeline that creates a video with flames being simulated, but at the heart of it is a PDE solver," says Mattos Da Silva. For these pipelines, an essential step is solving the G-equation, a nonlinear parabolic PDE that models the front propagation of the flame and can be solved using the researchers' framework.
Solving the Elusive Baseband to Antenna Problem using RFDAC Technology Back to Webcast. Presenter Larry Welch, Sr. Applications Engineer, High Speed Converter Group. Solving the Elusive Baseband to Antenna Problem using RFDAC Technology. We'll start by exploring RF transmitter architectures, then we'll concentrate on the Direct to RF ...