科技报告详细信息
Digital Technologies at NASA for Science and Engineering
Biswas, Rupak
关键词: PARALLEL PROCESSING (COMPUTERS);    BIG DATA;    DECISION THEORY;    QUANTUM COMPUTATION;    SUPERCOMPUTERS;    SIMULATION;    NASA PROGRAMS;   
RP-ID  :  ARC-E-DAA-TN60761
学科分类:数学(综合)
美国|英语
来源: NASA Technical Reports Server
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【 摘 要 】
While scientific and engineering advancements used to rely primarily on theoretical studies and physical experiments, today digital technology enabled by petaflops-scale supercomputers is an equal, if not a greater, contributor to such achievements. In addition, computational modeling and simulation serves as a predictive tool that is not otherwise available. As a result, the use of high performance computing is integral to NASA's work in all mission areas such as space exploration, aeronautics, and scientific discovery. But traditional supercomputing alone is not sufficient for all of the space agency's needs. The success of many NASA missions depends on solving complex computing challenges, some of which are NP-hard (decision theory) if using classical solution methods. Quantum computing promises an unprecedented ability to solve such intractable problems by harnessing quantum mechanical effects such as tunneling, superposition, and entanglement. Another disruptive digital technology is neuromorphic computing that uses brain-inspired lessons to generate new architectures that are much more energy efficient, and capable of massive parallel processing and learning in-situ. Finally, with large amounts of observational and computational data sets, the opportunities of big data and data analytics can be leveraged to enable deep learning and knowledge discovery - it's all a massive digital transformation. This talk will be an overview how NASA utilizes digital technologies for its science and engineering efforts.
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