Integrated Process Design and Operational Optimization Via Multiparametric Programming
暫譯: 透過多參數規劃的整合流程設計與運營優化

Burnak, Baris, Diangelakis, Nikolaos A., Pistikopoulos, Efstratios N.

  • 出版商: Morgan & Claypool
  • 出版日期: 2020-09-04
  • 售價: $3,510
  • 貴賓價: 9.5$3,335
  • 語言: 英文
  • 頁數: 258
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 1681739569
  • ISBN-13: 9781681739564
  • 海外代購書籍(需單獨結帳)

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商品描述

This book presents a comprehensive optimization-based theory and framework that exploits the synergistic interactions and tradeoffs between process design and operational decisions that span different time scales. Conventional methods in the process industry often isolate decision making mechanisms with a hierarchical information flow to achieve tractable problems, risking suboptimal, even infeasible operations. In this book, foundations of a systematic model-based strategy for simultaneous process design, scheduling, and control optimization is detailed to achieve reduced cost and improved energy consumption in process systems. The material covered in this book is well suited for the use of industrial practitioners, academics, and researchers.

In Chapter 1, a historical perspective on the milestones in model-based design optimization techniques is presented along with an overview of the state-of-the-art mathematical tools to solve the resulting complex problems. Chapters 2 and 3 discuss two fundamental concepts that are essential for the reader. These concepts are (i) mixed integer dynamic optimization problems and two algorithms to solve this class of optimization problems, and (ii) developing a model based multiparametric programming model predictive control. These tools are used to systematically evaluate the tradeoffs between different time-scale decisions based on a single high-fidelity model, as demonstrated on (i) design and control, (ii) scheduling and control, and (iii) design, scheduling, and control problems. We present illustrative examples on chemical processing units, including continuous stirred tank reactors, distillation columns, and combined heat and power regeneration units, along with discussions of other relevant work in the literature for each class of problems.

商品描述(中文翻譯)

本書提出了一個全面的基於優化的理論和框架,利用跨越不同時間尺度的過程設計與操作決策之間的協同互動和權衡。傳統的過程工業方法通常將決策機制孤立,並採用層級信息流來解決可處理的問題,這樣的做法可能導致次優甚至不可行的操作。本書詳細介紹了一種系統化的基於模型的策略,旨在同時優化過程設計、排程和控制,以降低成本並改善過程系統中的能源消耗。本書所涵蓋的內容非常適合工業從業者、學術界和研究人員使用。

在第一章中,提供了模型基礎設計優化技術的歷史視角,並概述了解決所產生的複雜問題的最先進數學工具。第二章和第三章討論了對讀者至關重要的兩個基本概念。這些概念是 (i) 混合整數動態優化問題及解決這類優化問題的兩種算法,以及 (ii) 開發基於模型的多參數編程模型預測控制。這些工具用於系統性地評估基於單一高保真模型的不同時間尺度決策之間的權衡,具體示範於 (i) 設計與控制、(ii) 排程與控制,以及 (iii) 設計、排程和控制問題。我們提供了化學加工單元的示例,包括連續搖拌槽反應器、蒸餾塔和聯合熱電再生單元,並針對每類問題討論了文獻中其他相關的工作。