Applied Data Analysis and Modeling for Energy Engineers and Scientists
暫譯: 能源工程師與科學家的應用數據分析與建模

Reddy, T. Agami, Henze, Gregor P.

Applied Data Analysis and Modeling for Energy Engineers and Scientists
  • 出版商: Springer
  • 出版日期: 2024-10-19
  • 售價: $3,730
  • 貴賓價: 9.5 折 $3,544
  • 語言: 英文
  • 頁數: 609
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 3031348710
  • ISBN-13: 9783031348716
  • 相關分類: Data Science

    • 海外代購書籍(需單獨結帳)

相關主題

商品描述

Now in a thoroughly revised and expanded second edition, this classroom-tested text demonstrates and illustrates how to apply concepts and methods learned in disparate courses such as mathematical modeling, probability, statistics, experimental design, regression, optimization, parameter estimation, inverse modeling, risk analysis, decision-making, and sustainability assessment methods to energy processes and systems. It provides a formal structure that offers a broad and integrative perspective to enhance knowledge, skills, and confidence to work in applied data analysis and modeling problems. This new edition also reflects recent trends and advances in statistical modeling as applied to energy and building processes and systems. It includes numerous examples from recently published technical papers to nurture and stimulate a more research-focused mindset. How the traditional stochastic data modeling methods complement data analytic algorithmic approaches such as machine learning and data mining is also discussed. The important societal issue related to the sustainability of energy systems is presented, and a formal structure is proposed meant to classify the various assessment methods found in the literature.

Applied Data Analysis and Modeling for Energy Engineers and Scientists is designed for senior-level undergraduate and graduate instruction in energy engineering and mathematical modeling, for continuing education professional courses, and as a self-study reference book for working professionals. In order for readers to have exposure and proficiency with performing hands-on analysis, the open-source Python and R programming languages have been adopted in the form of Jupyter notebooks and R markdown files, and numerous data sets and sample computer code reflective of real-world problems are available online.

商品描述(中文翻譯)

現在這本經過徹底修訂和擴充的第二版教材，展示並說明如何將在數學建模、機率、統計、實驗設計、回歸、優化、參數估計、反向建模、風險分析、決策制定和可持續性評估方法等不同課程中學到的概念和方法應用於能源過程和系統。它提供了一個正式的結構，提供廣泛且整合的視角，以增強在應用數據分析和建模問題上的知識、技能和信心。這一新版還反映了最近在統計建模方面的趨勢和進展，特別是應用於能源和建築過程及系統。它包括來自最近發表的技術論文的眾多例子，以培養和激發更具研究導向的思維方式。傳統的隨機數據建模方法如何補充數據分析算法方法，如機器學習和數據挖掘，也有討論。與能源系統可持續性相關的重要社會議題被提出，並提出了一個正式的結構，旨在對文獻中發現的各種評估方法進行分類。

《能源工程師和科學家的應用數據分析與建模》旨在為能源工程和數學建模的高年級本科生和研究生提供教學，適用於持續教育的專業課程，以及作為在職專業人士的自學參考書。為了讓讀者能夠接觸並熟練進行實際分析，採用了開源的Python和R程式語言，並以Jupyter notebooks和R markdown文件的形式提供，還有許多反映現實問題的數據集和示範計算機代碼可在線獲得。

作者簡介

T Agami Reddy, PhD, is Professor Emeritus of Energy and Environment at Arizona State University. He is a licensed mechanical engineer with about 40 years of teaching and research experience in solar energy system simulation and testing, building energy inverse data analysis and modeling, energy efficient and green building technologies, and sustainable/resilience as applied to energy infrastructure systems. He has over 190 journal publications (three of which received best paper awards), edited four conference proceedings or special journal issues, contributed to seven handbook chapters and written three textbooks: The Design and Sizing of Active Solar Systems (Oxford Univ Press, 1987), Applied Data Analysis and Modeling for Energy Engineers and Scientists (Springer, 2011), and Heating and Cooling of Buildings (3rd ed., CRC, 2016). He has completed about 50 research projects with funding from organizations such as NSF, USDOE, EPA, NIST, Homeland Security, ASHRAE and several building control companies. He is Fellow of ASME (past chair of Solar Energy Division, past Associate Editor of ASME Journal of Solar Energy Engineering, and ASME Journal of Sustainable Buildings and Cities) and Fellow of ASHRAE (past Chair of Research Advisory Committee, and past member of Research Advisory Panel). He received his PhD and MS from the Laboratoire de Thermodynamique et d'Energetique, University of Perpignan, France.

Gregor P Henze, PhD, PE, is Professor and Charles V Schelke Chair of Architectural Engineering at the University of Colorado Boulder, where his teaching focuses on building and district energy systems, i.e., high-performance building design, building control and automation systems, data science for energy applications, and sustainable building design. His research emphasizes advanced building control approaches, fault detection and diagnosis, characterization of building occupant behavior, human presence detection, sensor fusion systems, as well as the integration of building energy system operations with the electric grid system. He is the primary author of more than 170 research articles, four of which have received best paper awards, and received three patents. He received the 2011 Colorado Cleantech Industry Association's Research and Commercialization Award. Prof. Henze is a professional mechanical engineer, high-performance building design professional, editorial board member for Journal Building Performance Simulation, Fellow of the Renewable and Sustainable Energy Institute, joint professor at the National Renewable Energy Laboratory, as well as co-founder and chief scientist of QCoefficient, Inc., an engineering firm developing real-time optimal control solutions for grid-interactive efficient buildings. He received his Diplom-Ingenieur from the Technical University of Berlin, Germany, his MS from Oregon State University, and his PhD from the University of Colorado Boulder.

作者簡介(中文翻譯)

T Agami Reddy, PhD 是亞利桑那州立大學能源與環境的名譽教授。他是一位持牌的機械工程師，擁有約40年的教學和研究經驗，專注於太陽能系統的模擬與測試、建築能源反向數據分析與建模、能源效率與綠色建築技術，以及應用於能源基礎設施系統的可持續性/韌性。他擁有超過190篇的期刊出版物（其中三篇獲得最佳論文獎），編輯過四本會議論文集或特刊，貢獻了七章手冊，並撰寫了三本教科書：《主動式太陽能系統的設計與規模》（牛津大學出版社，1987年）、《能源工程師與科學家的應用數據分析與建模》（施普林格，2011年）以及《建築的加熱與冷卻》（第三版，CRC，2016年）。他完成了約50個研究項目，資金來自於NSF、美國能源部（USDOE）、環保署（EPA）、國家標準與技術研究所（NIST）、國土安全部、ASHRAE及幾家建築控制公司。他是美國機械工程師學會（ASME）的會士（曾任太陽能部門主席、ASME《太陽能工程期刊》及《可持續建築與城市期刊》的副編輯），也是美國供暖、制冷與空調工程師學會（ASHRAE）的會士（曾任研究諮詢委員會主席及研究諮詢小組成員）。他在法國佩皮尼昂大學的熱力學與能源實驗室獲得博士及碩士學位。

Gregor P Henze, PhD, PE 是科羅拉多大學博爾德分校建築工程的教授及查爾斯·V·謝爾克椅教授，他的教學重點在於建築與區域能源系統，即高效能建築設計、建築控制與自動化系統、能源應用的數據科學以及可持續建築設計。他的研究強調先進的建築控制方法、故障檢測與診斷、建築使用者行為特徵、人類存在檢測、傳感器融合系統，以及建築能源系統操作與電網系統的整合。他是超過170篇研究文章的主要作者，其中四篇獲得最佳論文獎，並獲得三項專利。他於2011年獲得科羅拉多清潔技術產業協會的研究與商業化獎。Henze教授是一位專業的機械工程師、高效能建築設計專業人士、《建築性能模擬期刊》的編輯委員會成員、可再生與可持續能源研究所的會士、國家可再生能源實驗室的聯合教授，以及QCoefficient, Inc.的共同創辦人和首席科學家，該公司專注於為互動高效建築開發實時最佳控制解決方案。他在德國柏林工業大學獲得Diplom-Ingenieur學位，在俄勒岡州立大學獲得碩士學位，並在科羅拉多大學博爾德分校獲得博士學位。

類似商品