Uncertainty-Aware Integration of Control with Process Operations and Multi-Parametric Programming Under Global Uncertainty
暫譯: 全球不確定性下控制與過程操作及多參數編程的不確定性感知整合

Charitopoulos, Vassilis M.

  • 出版商: Springer
  • 出版日期: 2020-02-05
  • 售價: $4,510
  • 貴賓價: 9.5$4,285
  • 語言: 英文
  • 頁數: 266
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 3030381366
  • ISBN-13: 9783030381363
  • 海外代購書籍(需單獨結帳)

商品描述

This book introduces models and methodologies that can be employed towards making the Industry 4.0 vision a reality within the process industries, and at the same time investigates the impact of uncertainties in such highly integrated settings. Advances in computing power along with the widespread availability of data have led process industries to consider a new paradigm for automated and more efficient operations. The book presents a theoretically proven optimal solution to multi-parametric linear and mixed-integer linear programs and efficient solutions to problems such as process scheduling and design under global uncertainty. It also proposes a systematic framework for the uncertainty-aware integration of planning, scheduling and control, based on the judicious coupling of reactive and proactive methods. Using these developments, the book demonstrates how the integration of different decision-making layers and their simultaneous optimisation can enhance industrial process operations and their economic resilience in the face of uncertainty.

商品描述(中文翻譯)

本書介紹了可以用於實現工業4.0願景的模型和方法論,特別是在流程產業中,同時探討了在這種高度整合的環境中不確定性所帶來的影響。計算能力的進步以及數據的廣泛可用性使得流程產業開始考慮一種新的自動化和更高效的運作範式。本書提出了一個理論上證明的多參數線性和混合整數線性規劃的最佳解決方案,以及針對全球不確定性下的流程排程和設計等問題的高效解決方案。它還提出了一個系統化的框架,用於基於反應式和主動式方法的明智結合,進行不確定性意識的規劃、排程和控制整合。利用這些發展,本書展示了不同決策層的整合及其同時優化如何增強工業流程運作及其在面對不確定性時的經濟韌性。

作者簡介

Dr. Charitopoulos is a Lecturer in the Department of Chemical Engineering, UCL. Prior to joining UCL he was a Research Associate at the Cambridge Judge Business School, University of Cambridge where he worked as part of the Energy Policy Research Group on the optimisation of national energy infrastructure projects. He has been the recipient of numerous awards including the prestigious UCL Newton Award for his outstanding work in the field of sustainability. His research interests include: decision-making under uncertainty in energy and process systems, data-driven optimisation of process systems and smart-manufacturing frameworks for process industries.

作者簡介(中文翻譯)

查里托普洛斯博士是倫敦大學學院(UCL)化學工程系的講師。在加入UCL之前,他曾是劍橋大學劍橋商學院的研究助理,並作為能源政策研究小組的一部分,專注於國家能源基礎設施項目的優化。他曾獲得多項獎項,包括享有盛譽的UCL牛頓獎,以表彰他在可持續性領域的卓越工作。他的研究興趣包括:在能源和過程系統中的不確定性決策、基於數據的過程系統優化以及針對過程產業的智慧製造框架。

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