Artificial Intelligence For High Energy Physics
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Artificial Intelligence For High Energy Physics
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Author : Paolo Calafiura
language : en
Publisher: World Scientific
Release Date : 2022-01-05
Artificial Intelligence For High Energy Physics written by Paolo Calafiura and has been published by World Scientific this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-01-05 with Science categories.
The Higgs boson discovery at the Large Hadron Collider in 2012 relied on boosted decision trees. Since then, high energy physics (HEP) has applied modern machine learning (ML) techniques to all stages of the data analysis pipeline, from raw data processing to statistical analysis. The unique requirements of HEP data analysis, the availability of high-quality simulators, the complexity of the data structures (which rarely are image-like), the control of uncertainties expected from scientific measurements, and the exabyte-scale datasets require the development of HEP-specific ML techniques. While these developments proceed at full speed along many paths, the nineteen reviews in this book offer a self-contained, pedagogical introduction to ML models' real-life applications in HEP, written by some of the foremost experts in their area.
New Computing Techniques In Physics Research Ii Proceedings Of The Second International Workshop On Software Engineering Artificial Intelligence And Expert Systems In High Energy And Nuclear Physics
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Author : Denis Perret-gallix
language : en
Publisher: World Scientific
Release Date : 1992-09-04
New Computing Techniques In Physics Research Ii Proceedings Of The Second International Workshop On Software Engineering Artificial Intelligence And Expert Systems In High Energy And Nuclear Physics written by Denis Perret-gallix and has been published by World Scientific this book supported file pdf, txt, epub, kindle and other format this book has been release on 1992-09-04 with Science categories.
A vivid example of the growing need for frontier physics experiments to make use of frontier technology is in the field of Artificial Intelligence (AI) and related themes.By AI we are referring here to the use of computers to deal with complex objects in an environment based on specific rules (Symbolic Manipulation), to assist groups of developers in the design, coding and maintenance of large packages (Software Engineering), to mimic human reasoning and strategy with knowledge bases to make a diagnosis of equipment (Expert Systems) or to implement a model of the brain to solve pattern recognition problems (Neural Networks). These techniques, developed some time ago by AI researchers, are confronted by down-to-earth problems arising in high-energy and nuclear physics. However, similar situations exist in other 'big sciences' such as space research or plasma physics, and common solutions can be applied.The magnitude and complexity of the experiments on the horizon for the end of the century clearly call for the application of AI techniques. Solutions are sought through international collaboration between research and industry.
Ai For Physics
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Author : Volker Knecht
language : en
Publisher: CRC Press
Release Date : 2022-08-29
Ai For Physics written by Volker Knecht and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-08-29 with Computers categories.
Written in accessible language without mathematical formulas, this short book provides an overview of the wide and varied applications of artificial intelligence (AI) across the spectrum of physical sciences. Focusing in particular on AI's ability to extract patterns from data, known as machine learning (ML), the book includes a chapter on important machine learning algorithms and their respective applications in physics. It then explores the use of ML across a number of important sub-fields in more detail, ranging from particle, molecular and condensed matter physics, to astrophysics, cosmology and the theory of everything. The book covers such applications as the search for new particles and the detection of gravitational waves from the merging of black holes, and concludes by discussing what the future may hold.
New Computing Techniques In Physics Research Iii Proceedings Of The 3rd International Workshop On Software Engineering Ai And Expert Systems For High Energy And Nuclear Physics
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Author : K H Becks
language : en
Publisher: World Scientific
Release Date : 1994-02-04
New Computing Techniques In Physics Research Iii Proceedings Of The 3rd International Workshop On Software Engineering Ai And Expert Systems For High Energy And Nuclear Physics written by K H Becks and has been published by World Scientific this book supported file pdf, txt, epub, kindle and other format this book has been release on 1994-02-04 with categories.
No basic or applied physics research can be done nowadays without the support of computing systems, ranging from cheap personal computers to large multi-user mainframes. Some research fields like high energy physics would not exist if computers had not been invented. Departing from the more conventional numerical applications, this series of workshops has been initiated to focus on Artificial Intelligence (AI) related developments, such as symbolic manipulation for lengthy and involved algebraic computations, software engineering to assist groups of developers in the design, coding and maintenance of large packages, expert systems to mimic human reasoning and strategy in the diagnosis of equipment or neural networks to implement a model of the brain to solve pattern recognition problems. These techniques, developed some time ago by AI researchers, are confronted by down-to-earth problems arising in high-energy and nuclear physics. All this and more are covered in these proceedings.
New Computing Techniques In Physics Research Iii
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Author : Karl-Heinz Becks
language : en
Publisher: World Scientific Publishing Company Incorporated
Release Date : 1994
New Computing Techniques In Physics Research Iii written by Karl-Heinz Becks and has been published by World Scientific Publishing Company Incorporated this book supported file pdf, txt, epub, kindle and other format this book has been release on 1994 with Science categories.
Machine Learning At The Belle Ii Experiment
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Author : Thomas Keck
language : en
Publisher: Springer
Release Date : 2018-12-29
Machine Learning At The Belle Ii Experiment written by Thomas Keck and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-12-29 with Science categories.
This book explores how machine learning can be used to improve the efficiency of expensive fundamental science experiments. The first part introduces the Belle and Belle II experiments, providing a detailed description of the Belle to Belle II data conversion tool, currently used by many analysts. The second part covers machine learning in high-energy physics, discussing the Belle II machine learning infrastructure and selected algorithms in detail. Furthermore, it examines several machine learning techniques that can be used to control and reduce systematic uncertainties. The third part investigates the important exclusive B tagging technique, unique to physics experiments operating at the Υ resonances, and studies in-depth the novel Full Event Interpretation algorithm, which doubles the maximum tag-side efficiency of its predecessor. The fourth part presents a complete measurement of the branching fraction of the rare leptonic B decay “B→tau nu”, which is used to validate the algorithms discussed in previous parts.
New Computing Techniques In Physics Research Iv
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Author : B. Denby
language : en
Publisher: World Scientific Publishing Company Incorporated
Release Date : 1995
New Computing Techniques In Physics Research Iv written by B. Denby and has been published by World Scientific Publishing Company Incorporated this book supported file pdf, txt, epub, kindle and other format this book has been release on 1995 with Science categories.
New Computing Techniques In Physics Research Ii
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Author : Denis Perret-Gallix
language : en
Publisher: World Scientific Publishing Company Incorporated
Release Date : 1992-01-01
New Computing Techniques In Physics Research Ii written by Denis Perret-Gallix and has been published by World Scientific Publishing Company Incorporated this book supported file pdf, txt, epub, kindle and other format this book has been release on 1992-01-01 with Artificial intelligence categories.
Artificial Intelligence On Dark Matter And Dark Energy
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Author : Ariel Fernández
language : en
Publisher: CRC Press
Release Date : 2023-08-24
Artificial Intelligence On Dark Matter And Dark Energy written by Ariel Fernández and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-08-24 with Computers categories.
As we prod the cosmos at very large scales, basic tenets of physics seem to crumble under the weight of contradicting evidence. This book helps mitigate the crisis. It resorts to artificial intelligence (AI) for answers and describes the outcome of this quest in terms of an ur-universe, a quintessential compact multiply connected space that incorporates a fifth dimension to encode space-time as a latent manifold. In some ways, AI is bolder than humans because the huge corpus of knowledge, starting with the prodigious Standard Model (SM) of particle physics, poses almost no burden to its conjecture-framing processes. Why not feed AI with the SM enriched by the troubling cosmological phenomenology on dark matter and dark energy and see where AI takes us vis-à-vis reconciling the conflicting data with the laws of physics? This is precisely the intellectual adventure described in this book and – to the best of our knowledge – in no other book on the shelf. As the reader will discover, many AI conjectures and validations ultimately make a lot of sense, even if their boldness does not feel altogether "human" yet. This book is written for a broad readership. Prerequisites are minimal, but a background in college math/physics/computer science is desirable. This book does not merely describe what is known about dark matter and dark energy but also provides readers with intellectual tools to engage in a quest for the deepest cosmological mystery.
New Computing Techniques In Physics Research Iii
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Author : K. H. Becks
language : en
Publisher:
Release Date : 1994
New Computing Techniques In Physics Research Iii written by K. H. Becks and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1994 with SCIENCE categories.