Soft Numerical Computing in Uncertain Dynamic Systems
暫譯: 不確定動態系統中的軟數值計算
Allahviranloo, Tofigh, Pedrycz, Witold
- 出版商: Academic Press
- 出版日期: 2020-08-20
- 售價: $5,420
- 貴賓價: 9.5 折 $5,149
- 語言: 英文
- 頁數: 388
- 裝訂: Quality Paper - also called trade paper
- ISBN: 0128228555
- ISBN-13: 9780128228555
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商品描述
Soft Numerical Computing in Uncertain Dynamic Systems is intended for system specialists interested in dynamic systems that operate at different time scales. The book discusses several types of errors and their propagation, covering numerical methods--including convergence and consistence properties and characteristics--and proving of related theorems within the setting of soft computing. Several types of uncertainty representation like interval, fuzzy, type 2 fuzzy, granular, and combined uncertain sets are discussed in detail. The book can be used by engineering students in control and finite element fields, as well as all engineering, applied mathematics, economics, and computer science students.
One of the important topics in applied science is dynamic systems and their applications. The authors develop these models and deliver solutions with the aid of numerical methods. Since they are inherently uncertain, soft computations are of high relevance here. This is the reason behind investigating soft numerical computing in dynamic systems. If these systems are involved with complex-uncertain data, they will be more practical and important. Real-life problems work with this type of data and most of them cannot be solved exactly and easily--sometimes they are impossible to solve.
Clearly, all the numerical methods need to consider error of approximation. Other important applied topics involving uncertain dynamic systems include image processing and pattern recognition, which can benefit from uncertain dynamic systems as well. In fact, the main objective is to determine the coefficients of a matrix that acts as the frame in the image. One of the effective methods exhibiting high accuracy is to use finite differences to fill the cells of the matrix.
商品描述(中文翻譯)
《不確定動態系統中的軟數值計算》旨在為對於在不同時間尺度上運作的動態系統感興趣的系統專家提供參考。該書討論了幾種類型的誤差及其傳播,涵蓋了數值方法,包括收斂性和一致性特性,以及在軟計算背景下相關定理的證明。書中詳細討論了幾種不確定性表示法,如區間、不確定性、二型模糊、粒狀和組合不確定集。該書可供控制和有限元素領域的工程學生使用,也適合所有工程、應用數學、經濟學和計算機科學的學生。
應用科學中的一個重要主題是動態系統及其應用。作者開發這些模型並利用數值方法提供解決方案。由於這些系統本質上是不確定的,因此軟計算在這裡具有高度相關性。這就是為什麼要研究動態系統中的軟數值計算。如果這些系統涉及複雜的不確定數據,它們將變得更加實用和重要。現實生活中的問題通常處理這類數據,而大多數問題無法精確且輕易地解決,有時甚至無法解決。
顯然,所有的數值方法都需要考慮近似誤差。其他涉及不確定動態系統的重要應用主題包括圖像處理和模式識別,這些領域也可以從不確定動態系統中受益。事實上,主要目標是確定作為圖像框架的矩陣的係數。一種顯示高精度的有效方法是使用有限差分來填充矩陣的單元格。