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Physics informed neural networks (PINNs) have proven to be an efficient tool to represent problems for which measured data are available and for which the dynamics in the data are expected to follow some physical laws. In this paper, we…

Machine Learning · Computer Science 2023-06-14 Fabian Heldmann , Sarah Berkhahn , Matthias Ehrhardt , Kathrin Klamroth

In addition to its public health crisis, COVID-19 pandemic has led to the shutdown and closure of workplaces with an estimated total cost of more than $16 trillion. Given the long hours an average person spends in buildings and indoor…

Systems and Control · Electrical Eng. & Systems 2022-12-29 Ashkan Haji Hosseinloo , Saleh Nabi , Anette Hosoi , Munther A. Dahleh

The COVID-19 pandemic changed the way we live, work and the way we conduct research. With the restrictions of lockdowns and social distancing, various impacts were experienced by many software engineering researchers, especially whose…

Software Engineering · Computer Science 2024-01-12 Anuradha Madugalla , Tanjila Kanij , Rashina Hoda , Dulaji Hidellaarachchi , Aastha Pant , Samia Ferdousi , John Grundy

Electrical energy is a vital part of modern life, and expectations for grid resilience to allow a continuous and reliable energy supply has tremendously increased even during adverse events (e.g., Ukraine cyber-attack, Hurricane Maria). The…

Machine Learning · Computer Science 2021-08-10 Hossein Noorazar , Anurag. k. Srivastava , K. Sadanandan Sajan , Sanjeev Pannala

Collaborative learning environments such as programming labs are crucial for learning experiential hands-on skills such as critical thinking and problem solving, and peer discussion. In a traditional laboratory setting, many of these skills…

Computers and Society · Computer Science 2021-11-12 Tahiya Chowdhury

A strong sense of classroom community is associated with many positive learning outcomes and is a critical contributor to undergraduate students' persistence in STEM, particularly for women and students of color. This chapter describes a…

Other Statistics · Statistics 2025-04-09 Shira Viel , Maria Tackett , Sarwari Das , Joseph Choo

Experimental sciences have come to depend heavily on our ability to organize and interpret high-dimensional datasets. Natural laws, conservation principles, and inter-dependencies among observed variables yield geometric structure, with…

Quantum Physics · Physics 2022-12-15 Akshat Kumar , Mohan Sarovar

In 2020, the COVID-19 pandemic resulted in a rapid response from governments and researchers worldwide. As of late 2023, over millions have died as a result of COVID-19, with many COVID-19 survivors going on to experience long-term effects…

Computers and Society · Computer Science 2023-12-25 Yo Yehudi , Lukas Hughes-Noehrer , Carole Goble , Caroline Jay

This is the third series of the lab manuals for virtual teaching of introductory physics classes. This covers fluids, waves, thermodynamics, optics, interference, photoelectric effect, atomic spectra, and radiation concepts. A few of these…

Physics Education · Physics 2021-05-27 Neel Haldolaarachchige , Kalani Hettiarachchilage

In the context of journalism, the COVID-19 pandemic brought unprecedented challenges, necessitating rapid adaptations in newsrooms. Data journalism emerged as a pivotal approach for effectively conveying complex information to the public.…

Social and Information Networks · Computer Science 2024-01-29 Benedict Witzenberger , Jürgen Pfeffer

Physics-constrained data-driven computing is an emerging hybrid approach that integrates universal physical laws with data-driven models of experimental data for scientific computing. A new data-driven simulation approach coupled with a…

Computational Engineering, Finance, and Science · Computer Science 2020-04-22 Qizhi He , Jiun-Shyan Chen

Despite the difficult circumstances due to the COVID-19 pandemics, physics students can tackle interesting questions that are part of physics competitions as the German Physicists' Tournament (GPT) 2020. Due to the COVID-19 pandemics in…

Physics Education · Physics 2021-07-05 Jonas Bley , Antony Pietz , Angela Fösel , Michael Schmiedeberg , Stefan Heusler , Alexander Pusch

The growing need for technology that supports remote healthcare is being acutely highlighted by an aging population and the COVID-19 pandemic. In health-related machine learning applications the ability to learn predictive models without…

Computer Vision and Pattern Recognition · Computer Science 2022-03-14 Xin Liu , Mingchuan Zhang , Ziheng Jiang , Shwetak Patel , Daniel McDuff

In 2020, due to the COVID-19 pandemic, educational activities had to be done remotely as a way to avoid the spread of the disease. What happened was not exactly a shift to an online learning model but a transition to a new approach called…

Computers and Society · Computer Science 2021-05-14 Kiev Gama , Carlos Zimmerle , Pedro Rossi

Modeling nonlinear spatiotemporal dynamical systems has primarily relied on partial differential equations (PDEs). However, the explicit formulation of PDEs for many underexplored processes, such as climate systems, biochemical reaction and…

Machine Learning · Computer Science 2023-05-23 Chengping Rao , Hao Sun , Yang Liu

At the start of the COVID 19 pandemic, the majority of secondary instruction in the United States transitioned to an online environment. In many parts of the country, online schooling continued for upwards of two years. Many experts have…

Physics Education · Physics 2022-06-07 Eric Burkholder , Carl Wieman

The COVID-19 pandemic presented itself as a challenge for separate societal sectors. On the information technology (IT) standpoint, it does include the maintenance of the infrastructure required to hold collaborative activities that went to…

Software Engineering · Computer Science 2021-03-10 Wellington Rodrigo Monteiro , Marcio Leandro do Prado , Gilberto Reynoso-Meza

Cyber-physical systems (CPS), in most instances, represent systems of systems with an informationally decentralized structure such as emerging mobility systems, networked control systems, sustainable manufacturing, smart power grids, power…

Optimization and Control · Mathematics 2024-05-15 Andreas Malikopoulos

The COVID-19 global pandemic and resulted lockdown policies have forced education in nearly every country to switch from a traditional co-located paradigm to a pure online 'distance learning from home' paradigm. Lying in the center of this…

Computers and Society · Computer Science 2021-01-26 Zhilong Chen , Hancheng Cao , Yuting Deng , Xuan Gao , Jinghua Piao , Fengli Xu , Yu Zhang , Yong Li

The coronavirus disease 2019 (COVID-19) has changed the world since the World Health Organization declared its outbreak on 30th January 2020, recognizing the outbreak as a pandemic on 11th March 2020. As often said by politicians and…

Populations and Evolution · Quantitative Biology 2020-04-21 Luca Magri , Nguyen Anh Khoa Doan
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