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Dynamic Programming最新文献

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Introduction to the 2010 Edition 2010年版简介
Pub Date : 2021-08-10 DOI: 10.5040/9781474269728.0005
S. Dreyfus
In this classic book Richard Bellman introduces the reader to the mathe­ matical theory of his subject, dynamic programming. His goal is to show how multistage decision processes, occurring in various kinds of situations of concern to military, business, and industrial planners and to economists, are amenable to mathematical analysis. Written during the infancy of high­ speed, large­capacity digital computers, it is understandable that he takes as his goal the mathematical deduction of the structure of optimal decision policies for such problems. He brilliantly accomplishes this for a surprising variety of situations in­ volving both deterministic and stochastic processes, continuous as well as discrete­stage evolution, and finite as well as infinite problem duration. Even while demonstrating his impressive mathematical ingenuity, Bell­ man informs the reader in his preface that research is already underway on the computational solution of problems for which general solution structures are unattainable. He clearly believes that dynamic­programming problems can be mathematically intractable yet, when approached with formulational ingenuity, yield results of practical value. I was privileged to join him in this effort. We illustrated and attempted to popularize this computational application of dynamic programming using largely military and industrial planning problems of the kind faced by members of our operations­research commu­ nity. Despite our best efforts, however, surveys of applied practitioners in our area regularly, and painfully for us, showed dynamic programming to be used much less than our planning competitor, linear programming. In the real world of operational planning, the number of state­variable values needed to describe any particular situation that might be encountered during a sequential planning process had frequently turned out to be too large for computational treatment. Dynamic programming seemed to have fallen vic­ tim to what Bellman has called the “curse of dimensionality.” One might well wonder, why reprint this introductory volume if dynamic
在这本经典的书中,理查德·贝尔曼向读者介绍了他的主题——动态规划的数学理论。他的目标是展示发生在军事、商业、工业规划者和经济学家所关注的各种情况下的多阶段决策过程是如何适用于数学分析的。他是在高速、大容量数字计算机刚刚起步的时候写的这篇文章,他把对这类问题的最优决策策略结构的数学推导作为他的目标是可以理解的。他出色地完成了这一惊人的各种情况,包括确定性和随机过程,连续和离散阶段的进化,有限和无限的问题持续时间。即使在展示他令人印象深刻的数学智慧的同时,贝尔曼在他的序言中告诉读者,对于一般解结构无法实现的问题,研究已经在进行计算解决。他清楚地相信,动态规划问题在数学上是难以解决的,然而,当用精巧的公式来处理时,就会产生具有实用价值的结果。我很荣幸能和他一起努力。我们用我们的运筹学团体成员所面临的军事和工业规划问题来说明并试图推广这种动态规划的计算应用。尽管我们尽了最大的努力,但是,对我们所在领域的应用实践者进行的定期调查显示,动态规划比我们的规划竞争对手线性规划使用得少得多。在操作规划的实际世界中,描述顺序规划过程中可能遇到的任何特定情况所需的状态变量值的数量往往太大,无法进行计算处理。动态规划似乎成了Bellman所说的“维度诅咒”的牺牲品。有人可能会想,为什么要重印这本介绍性的书,如果它是动态的
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引用次数: 1
NAME AND SUBJECT INDEX 姓名和主题索引
Pub Date : 2014-01-12 DOI: 10.3726/978-3-0351-0893-4/16
S. Petrilli
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引用次数: 0
The Optimal Inventory Equation 最优库存方程
Pub Date : 1900-01-01 DOI: 10.2307/j.ctv1nxcw0f.9
E. Boylan
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引用次数: 0
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Dynamic Programming
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