Back to Statistics: Tail-Aware Control Performance Assessment
暫譯: 回到統計學：尾部感知控制性能評估
Domański, Pawel D.
- 出版商: CRC
- 出版日期: 2025-04-01
- 售價: $3,130
- 貴賓價: 9.5 折 $2,974
- 語言: 英文
- 頁數: 308
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 1032671742
- ISBN-13: 9781032671741
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相關分類:
機率統計學 Probability-and-statistics
海外代購書籍(需單獨結帳)
商品描述
Due to the popularity of artificial intelligence today, scientists and practitioners tend to ignore the achievements of statistical methods. This book aims to re-establish statistical methods, especially for control practitioners, for whom the task of assessing control performance is important.
The author introduces the elements of statistical theory, including basic statistical concepts and the description of distributions. Extending the most common observations towards the tails and extreme statistics, he demonstrates the robust statistics approach that deals with the tails, followed by the description of methods that can visualize and bring forward statistical properties as long as the derivative issues. By addressing statistical issues of sustainability, extreme statistics, non-Gaussianity, L-moments, tail index and index ratio diagrams, the author aims to change traditional concepts and broaden the scope of available methods. Simulation case studies and real industrial cases are also presented.
The book will be of interest to site control engineers and scholars assessing control systems and process performance.
商品描述(中文翻譯)
由於人工智慧在當今的普及，科學家和實務工作者往往忽視統計方法的成就。本書旨在重新建立統計方法，特別是針對控制實務工作者，對於評估控制性能的任務至關重要。
作者介紹了統計理論的要素，包括基本的統計概念和分佈的描述。延伸至最常見的觀察結果，針對尾部和極端統計，他展示了處理尾部的穩健統計方法，接著描述了可以視覺化並突顯統計特性的各種方法，以及衍生問題。通過探討可持續性、極端統計、非高斯性、L-矩、尾部指數和指數比圖的統計問題，作者旨在改變傳統概念並擴大可用方法的範疇。書中還呈現了模擬案例研究和真實工業案例。
本書將對評估控制系統和過程性能的現場控制工程師和學者產生興趣。
作者簡介
Pawel D. Domański was born in 1967 in Warsaw, Poland. He received the M.S. degree in 1991, the Ph.D. degree in 1996 and the D.Sc. degree in 2018, all in control engineering, from the Warsaw University of Technology. Since 1991 he has been working at the Institute of Control and Computational Engineering, Warsaw University of Technology. Besides scientific research, he has participated in dozens of industrial implementations of Advanced Process Control (APC) and optimisation in power and chemical industries. He is the (co-)author of three books and more than 150 publications. His main research interest is in industrial APC applications, control performance quality assessment and optimization. Currently, his research interest is shifting towards multi-agent modelling in the supply chain management environment.
作者簡介(中文翻譯)
Pawel D. Domański於1967年出生於波蘭華沙。他於1991年獲得碩士學位，1996年獲得博士學位，2018年獲得科學博士學位，均為控制工程領域，皆來自華沙科技大學。自1991年以來，他一直在華沙科技大學的控制與計算工程研究所工作。除了科學研究外，他還參與了數十個在電力和化工行業的先進過程控制（Advanced Process Control, APC）和優化的工業實施。他是三本書的（共同）作者以及超過150篇出版物的作者。他的主要研究興趣在於工業APC應用、控制性能質量評估和優化。目前，他的研究興趣正轉向供應鏈管理環境中的多代理建模。
