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Stochasticity in processes : fundamentals and applications to chemistry and biology

  • 作者: Schuster, Peter, author.
  • 其他作者:
  • 其他題名:
    • Springer series in synergetics.
  • 出版: Cham : Springer International Publishing :Imprint: Springer
  • 叢書名: Springer series in synergetics,
  • 主題: Stochastic processes. , Physics. , Complex Systems. , Theoretical and Computational Chemistry. , Biological and Medical Physics, Biophysics. , Mathematical and Computational Biology. , Biostatistics. , Systems Biology.
  • ISBN: 9783319395029 (electronic bk.) 、 9783319395005 (paper)
  • FIND@SFXID: CGU
  • 資料類型: 電子書
  • 內容註: Probability -- Distributions, Moments and Statistics -- Stochastic Processes -- Applications in Chemistry -- Applications in Biology -- Perspectives -- References -- Glossary -- Notation.
  • 摘要註: This book has developed over the past fifteen years from a modern course on stochastic chemical kinetics for graduate students in physics, chemistry and biology. The first part presents a systematic collection of the mathematical background material needed to understand probability, statistics, and stochastic processes as a prerequisite for the increasingly challenging practical applications in chemistry and the life sciences examined in the second part. Recent advances in the development of new techniques and in the resolution of conventional experiments at nano-scales have been tremendous: today molecular spectroscopy can provide insights into processes down to scales at which current theories at the interface of physics, chemistry and the life sciences cannot be successful without a firm grasp of randomness and its sources. Routinely measured data is now sufficiently accurate to allow the direct recording of fluctuations. As a result, the sampling of data and the modeling of relevant processes are doomed to produce artifacts in interpretation unless the observer has a solid background in the mathematics of limited reproducibility. The material covered is presented in a modular approach, allowing more advanced sections to be skipped if the reader is primarily interested in applications. At the same time, most derivations of analytical solutions for the selected examples are provided in full length to guide more advanced readers in their attempts to derive solutions on their own. The book employs uniform notation throughout, and a glossary has been added to define the most important notions discussed.
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  • 系統號: 005371902 | 機讀編目格式
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