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Exploring computational sustainability via differential variational inequalities.

机译:通过微分变分不等式探索计算的可持续性。

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摘要

Sustainability is a widely accepted paradigm for a better future in governmental as well as non-governmental organizations. Computational sustainability is a rapidly growing area of study and has received a surge of interest for modeling and computing the solutions of sustainability problems. In this dissertation, we explore computational sustainability. The focus is to provide a solid theoretical foundation for computational sustainability and apply it to sustainability problems including (i) renewable resource management (ii) supply chain management, and (iii) environmental management.;Underlying frameworks to tackle computationally challenging sustainability problems include optimal control theory, dynamic game theory in the formalism of a differential variational inequality (DVI), and robust optimization. We aim to make a contribution in the direction of computational sustainability since the potentialities of those frameworks to this field has yet to be fully explored. Our approach to dealing with sustainability problems is based on the expression of the robust model as a variational inequality or a DVI, which in turn may be solved using methods such as successive linearization, fixed-point, complementarity, and gap function/projection. This is a significant departure from the usual dynamic programming approach and should be of intrinsic interest since it allows to include many behavioral features that make the mathematical model of sustainability problem more realistic.
机译:可持续性是政府和非政府组织为了更好的未来而被广泛接受的范例。计算可持续性是一个快速发展的研究领域,并且对建模和计算可持续性问题的解决方案引起了极大的兴趣。本文探讨了计算的可持续性。重点是为计算可持续性提供坚实的理论基础,并将其应用于可持续性问题,包括(i)可再生资源管理(ii)供应链管理和(iii)环境管理;解决计算上具有挑战性的可持续性问题的基础框架包括最优控制理论,动态博弈论,微分变分不等式(DVI)形式化和鲁棒优化。我们的目标是为计算的可持续性做出贡献,因为这些框架在该领域的潜力尚未得到充分探索。我们处理可持续性问题的方法是基于将稳健模型表示为变分不等式或DVI,而这又可以使用连续线性化,定点,互补性和缺口函数/投影等方法来解决。这与通常的动态编程方法有很大的不同,应该引起人们的固有兴趣,因为它允许包含许多行为特征,这些特征使可持续性问题的数学模型更加现实。

著录项

  • 作者

    Chung, Sung Hoon.;

  • 作者单位

    The Pennsylvania State University.;

  • 授予单位 The Pennsylvania State University.;
  • 学科 Engineering Industrial.;Operations Research.
  • 学位 Ph.D.
  • 年度 2011
  • 页码 116 p.
  • 总页数 116
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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