Density Functional Theory: Modeling, Mathematical Analysis, Computational Methods, and Applications
Cancès, Eric, Friesecke, Gero
- 出版商: Springer
- 出版日期: 2024-07-19
- 售價: $6,040
- 貴賓價: 9.5 折 $5,738
- 語言: 英文
- 頁數: 580
- 裝訂: Quality Paper - also called trade paper
- ISBN: 303122342X
- ISBN-13: 9783031223426
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商品描述
Density functional theory (DFT) provides the most widely used models for simulating molecules and materials based on the fundamental laws of quantum mechanics. It plays a central role in a huge spectrum of applications in chemistry, physics, and materials science.Quantum mechanics describes a system of N interacting particles in the physical 3-dimensional space by a partial differential equation in 3N spatial variables. The standard numerical methods thus incur an exponential increase of computational effort with N, a phenomenon known as the curse of dimensionality; in practice these methods already fail beyond N=2. DFT overcomes this problem by
1) reformulating the N-body problem involving functions of 3N variables in terms of the density, a function of 3 variables,
2) approximating it by a pioneering hybrid approach which keeps important ab initio contributions and re-models the remainder in a data-driven way.
This book intends to be an accessible, yet state-of-art text on DFT for graduate students and researchers in applied and computational mathematics, physics, chemistry, and materials science. It introduces and reviews the main models of DFT, covering their derivation and mathematical properties, numerical treatment, and applications.
1) reformulating the N-body problem involving functions of 3N variables in terms of the density, a function of 3 variables,
2) approximating it by a pioneering hybrid approach which keeps important ab initio contributions and re-models the remainder in a data-driven way.
This book intends to be an accessible, yet state-of-art text on DFT for graduate students and researchers in applied and computational mathematics, physics, chemistry, and materials science. It introduces and reviews the main models of DFT, covering their derivation and mathematical properties, numerical treatment, and applications.
商品描述(中文翻譯)
密度泛函理論(DFT)提供了基於量子力學基本法則的分子和材料模擬中最廣泛使用的模型。它在化學、物理和材料科學的廣泛應用中扮演著核心角色。量子力學通過一個涉及3N個空間變數的偏微分方程來描述一個由N個相互作用粒子組成的系統。標準數值方法因此會隨著N的增加而呈指數級增長計算工作量,這一現象被稱為維度詛咒;在實際應用中,這些方法在N=2以外已經失效。DFT通過以下方式克服了這一問題:
1) 將涉及3N變數的N體問題重新表述為密度的函數,這是一個3個變數的函數,
2) 通過一種開創性的混合方法進行近似,該方法保留了重要的從頭計算貢獻,並以數據驅動的方式重新建模其餘部分。
本書旨在為應用數學、計算數學、物理、化學和材料科學的研究生和研究人員提供一本易於理解但又具前沿性的DFT教材。它介紹並回顧了DFT的主要模型,涵蓋其推導和數學性質、數值處理及應用。