Soft Computing Approach for Mathematical Modeling of Engineering Problems
暫譯: 工程問題數學建模的軟計算方法

Ahmadian, Ali, Salahshour, Soheil

  • 出版商: CRC
  • 出版日期: 2021-09-03
  • 售價: $4,760
  • 貴賓價: 9.5$4,522
  • 語言: 英文
  • 頁數: 204
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 036768599X
  • ISBN-13: 9780367685997
  • 海外代購書籍(需單獨結帳)

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商品描述

This book describes different mathematical modeling and soft computing techniques used to solve practical engineering problems. It gives an overview of the current state of soft computing techniques and describes the advantages and disadvantages of soft computing compared to traditional hard computing techniques. Through examples and case studies the editors demonstrate and describe how problems with inherent uncertainty can be addressed and eventually solved through the aid of numerical models and methods. The chapters address several applications and examples in bioengineering science, drug delivery, solving inventory issues, Industry 4.0, augmented reality and weather forecasting. Other examples include solving fuzzy-shortest-path problems by introducing a new distance and ranking functions. Because, in practice, problems arise with uncertain data and most of them cannot be solved exactly and easily, the main objective is to develop models that deliver solutions with the aid of numerical methods. This is the reason behind investigating soft numerical computing in dynamic systems. Having this in mind, the authors and editors have considered error of approximation and have discussed several common types of errors and their propagations. Moreover, they have explained the numerical methods, along with convergence and consistence properties and characteristics, as the main objectives behind this book involve considering, discussing and proving related theorems within the setting of soft computing. This book examines dynamic models, and how time is fundamental to the structure of the model and data as well as the understanding of how a process unfolds
- Discusses mathematical modeling with soft computing and the implementations of uncertain mathematical models
- Examines how uncertain dynamic systems models include uncertain state, uncertain state space and uncertain state's transition functions
- Assists readers to become familiar with many soft numerical methods to simulate the solution function's behavior
This book is intended for system specialists who are interested in dynamic systems that operate at different time scales. The book can be used by engineering students, researchers and professionals in control and finite element fields as well as all engineering, applied mathematics, economics and computer science interested in dynamic and uncertain systems.

Ali Ahmadian is a Senior Lecturer at the Institute of IR 4.0, The National University of Malaysia.
Soheil Salahshour is an associate professor at Bahcesehir University.

商品描述(中文翻譯)

這本書描述了用於解決實際工程問題的不同數學建模和軟計算技術。它概述了當前軟計算技術的狀態,並描述了與傳統硬計算技術相比,軟計算的優缺點。通過範例和案例研究,編輯們展示並描述了如何通過數值模型和方法來解決固有不確定性問題。各章節涉及生物工程科學、藥物傳遞、庫存問題解決、工業4.0、擴增實境和天氣預測等多個應用和範例。其他範例包括通過引入新的距離和排名函數來解決模糊最短路徑問題。因為在實際情況中,問題通常伴隨著不確定數據,且大多數問題無法精確且輕易地解決,因此主要目標是開發能夠利用數值方法提供解決方案的模型。這就是為什麼要研究動態系統中的軟數值計算。考慮到這一點,作者和編輯們考慮了近似誤差,並討論了幾種常見的誤差類型及其傳播。此外,他們解釋了數值方法,以及收斂性和一致性特性,因為本書的主要目標涉及考慮、討論和證明與軟計算相關的定理。本書檢視了動態模型,以及時間如何對模型和數據的結構以及理解過程的展開至關重要。

- 討論了使用軟計算的數學建模及不確定數學模型的實施
- 檢視不確定動態系統模型如何包括不確定狀態、不確定狀態空間和不確定狀態的轉換函數
- 協助讀者熟悉多種軟數值方法,以模擬解決函數的行為

本書旨在為對不同時間尺度運作的動態系統感興趣的系統專家提供參考。工程學生、研究人員以及控制和有限元素領域的專業人士,以及所有對動態和不確定系統感興趣的工程、應用數學、經濟學和計算機科學領域的人士均可使用本書。

Ali Ahmadian是馬來西亞國立大學IR 4.0研究所的高級講師。
Soheil Salahshour是巴哈切希爾大學的副教授。

作者簡介

Ali Ahmadian is visiting Assistant Professor at Mediterranea University of Reggio Calabria and Senior Fellow Researcher at Institute of IR 4.0, The National University of Malaysia.

Soheil Salahshour is an Associate Professor at Bahcesehir University.

作者簡介(中文翻譯)

阿里·阿赫馬迪安(Ali Ahmadian)是卡拉布里亞地中海大學(Mediterranea University of Reggio Calabria)的訪問助理教授,以及馬來西亞國立大學(The National University of Malaysia)IR 4.0研究所的高級研究員。

索海爾·薩拉赫舒爾(Soheil Salahshour)是巴哈切希爾大學(Bahcesehir University)的副教授。