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Scientific software often presents very particular requirements regarding usability, which is often completely overlooked in this setting. As computational science has emerged as its own discipline, distinct from theoretical and…

Human-Computer Interaction · Computer Science 2017-09-05 Francisco Queiroz , Raniere Silva , Jonah Miller , Sandor Brockhauser , Hans Fangohr

We make a case for "planetary computing" -- infrastructure to handle the ingestion, transformation, analysis and publication of global data products for furthering environmental science and enabling better informed policy-making. We draw on…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-06-04 Patrick Ferris , Michael Dales , Sadiq Jaffer , Amelia Holcomb , Eleanor Toye Scott , Thomas Swinfield , Alison Eyres , Andrew Balmford , David Coomes , Srinivasan Keshav , Anil Madhavapeddy

Leadership computing facilities around the world support cutting-edge scientific research across a broad spectrum of disciplines including understanding climate change, combating opioid addiction, or simulating the decay of a neutron. While…

High Energy Physics - Lattice · Physics 2020-04-16 Chia Cheng Chang , Christopher Körber , André Walker-Loud

The development of scientific software is often a partnership between domain scientists and scientific software engineers. It is especially important to embrace these collaborations when developing advanced scientific software, where…

Software Engineering · Computer Science 2014-07-23 Marcus D. Hanwell , Patrick O'Leary , Bob O'Bara

The proliferation of sensor technologies and advancements in data collection methods have enabled the accumulation of very large amounts of data. Increasingly, these datasets are considered for scientific research. However, the design of…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-07-28 Fatemeh Rouzbeh , Ananth Grama , Paul Griffin , Mohammad Adibuzzaman

The way in which data are shared can affect their utility and reusability. Here, we demonstrate how data that we had previously shared in bulk can be mobilized further through a knowledge graph that allows for much more granular exploration…

Computational Engineering, Finance, and Science · Computer Science 2025-01-07 Sheeba Samuel , Daniel Mietchen

The Electric Vehicle (EV) Industry has seen extraordinary growth in the last few years. This is primarily due to an ever increasing awareness of the detrimental environmental effects of fossil fuel powered vehicles and availability of…

Machine Learning · Computer Science 2021-12-01 Aniruddh Herle , Janamejaya Channegowda , Dinakar Prabhu

Literate computing has emerged as an important tool for computational studies and open science, with growing folklore of best practices. In this work, we report two case studies - one in computational magnetism and another in computational…

Mathematical Software · Computer Science 2021-04-02 Marijan Beg , Juliette Taka , Thomas Kluyver , Alexander Konovalov , Min Ragan-Kelley , Nicolas M. Thiéry , Hans Fangohr

The surging demand for batteries requires advanced battery management systems, where battery capacity modelling is a key functionality. In this paper, we aim to achieve accurate battery capacity prediction by learning from historical…

Machine Learning · Computer Science 2025-01-10 Sara Sameer , Wei Zhang , Xin Lou , Qingyu Yan , Terence Goh , Yulin Gao

Scientific software applications are increasingly developed by large interdiscplinary teams operating on functional modules organized around a common software framework, which is capable of integrating new functional capabilities without…

Performance · Computer Science 2013-09-10 Azamat Mametjanov , Boyana Norris

Computational notebooks have become the tool of choice for many data scientists and practitioners for performing analyses and disseminating results. Despite their increasing popularity, the research community cannot yet count on a large,…

Databases · Computer Science 2021-06-01 Luigi Quaranta , Fabio Calefato , Filippo Lanubile

This paper proposes the use of notebooks for the design documentation and tool interaction in the rigorous design of embedded systems. Conventionally, a notebook is a sequence of cells alternating between (textual) code and prose to form a…

Software Engineering · Computer Science 2018-11-28 Spencer Park , Emil Sekerinski

Scientific results in high-energy physics and in many other fields often rely on complex software stacks. In order to support reproducibility and scrutiny of the results, it is good practice to use open source software and to cite software…

Software Engineering · Computer Science 2014-07-14 Jakob Blomer , Dario Berzano , Predrag Buncic , Ioannis Charalampidis , Gerardo Ganis , George Lestaris , René Meusel

A central challenge in science is to understand how systems behaviors emerge from complex networks. This often requires aggregating, reusing, and integrating heterogeneous information. Supplementary spreadsheets to articles are a key data…

The recent explosion of recorded digital data and its processed derivatives threatens to overwhelm researchers when analysing their experimental data or when looking up data items in archives and file systems. While current hardware…

We present a novel system providing summaries for Computer Science publications. Through a qualitative user study, we identified the most valuable scenarios for discovery, exploration and understanding of scientific documents. Based on…

Computational notebooks -- such as Jupyter or Colab -- combine text and data analysis code. They have become ubiquitous in the world of data science and exploratory data analysis. Since these notebooks present a different programming…

Software Engineering · Computer Science 2022-07-20 Derek Robinson , Neil A. Ernst , Enrique Larios Vargas , Margaret-Anne D. Storey

Code search is an important and frequent activity for developers using computational notebooks (e.g., Jupyter). The flexibility of notebooks brings challenges for effective code search, where classic search interfaces for traditional…

Human-Computer Interaction · Computer Science 2021-02-03 Xingjun Li , Yuanxin Wang , Hong Wang , Yang Wang , Jian Zhao

This paper describes the development of iEnvironment, an open science software platform that supports monitoring and modeling of aspects of surface water. The platform supports science and engineering research, especially in the context of…

Software Engineering · Computer Science 2018-12-27 Paulo Alencar , Donald Cowan , Doug Mulholland

Like medicine, psychology, or education, data science is fundamentally an applied discipline, with most students who receive advanced degrees in the field going on to work on practical problems. Unlike these disciplines, however, data…

Computers and Society · Computer Science 2020-01-28 Kit T Rodolfa , Adolfo De Unanue , Matt Gee , Rayid Ghani
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