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Analysis of Large-Scale Stochastic Systems

Analysis of Large-Scale Stochastic Systems
大规模随机系统分析
批准号:
1052750
负责人:
Kavita Ramanan
金额:
$32.49万
依托单位:
依托单位国家:
美国
项目类别:
Standard Grant
财政年份:
2010
资助国家:
美国
项目状态:
已结题
起止时间:
2010-02-01 至 2013-08-31

项目摘要

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中文摘要
翻译
这个建议涉及的分析大规模随机系统中出现的制造和服务系统,计算机数据系统和金融工程。将考虑三大类问题。第一个涉及的设计,控制和性能分析的多服务器系统的网络一般分布的服务时间。在这些系统中的客户放弃的影响也将被考虑。第二个问题出现在对金融微观结构的研究中。本提案这一部分的研究旨在引入一个严格的模型,以深入了解限价订单的动态。最后一个主题涉及时变随机网络的研究。尽管人们在研究均质系统方面做了大量的工作,但大多数真实的应用都表现出不可忽略的时变特性。然而,对这些系统的控制的理论分析相对较少。该提案旨在采取初步措施,建立严格的条件,在此条件下,对一个简单系统的研究可以深入了解时变网络的分析。如果成功,对多服务器队列的分析将为呼叫中心的路由和人员配备提供指导方针。以及帮助评估计算机数据系统的性能。限价订单簿的工作可以更好地理解交易所管理协议对重要金融量(如买卖价差)的影响。对时变随机系统的研究将确定在哪些条件下可以使用简单的数学方法为更复杂的系统构造近最优控制。此外,这项建议中的工作可能需要在不同领域发展数学技术,从测度值过程和随机偏微分方程到大偏差和随机博弈,这将引起更广泛的兴趣。
英文摘要
This proposal concerns the analysis of large-scale stochastic systems that arise in manufacturing and service systems, computer data systems and financial engineering. Three broad classes of problems will be considered. The first involves the design, control and performance analysis of networks of multi-server systems with generally distributed service times. The effect of customer abandonement in these systems will also be considered. The second problem arises in the study of microstructure in finance. The research in this part of the proposal aims to introduce a rigorous model that will provide insight into the dynamics of limit order books. The last topic concerns the study of time-varying stochastic networks. Although a lot of work has been carried out in the study of homogeneous systems, most real- world applications exhibit non-negligible time-varying behavior. However, there is relatively little theoretical analysis of the control of these systems.The proposal aims to take a preliminary step towards establishing rigorous conditions under which the study of a simpler system can shed insight into the analysis of the time-varying network.If successful, the analysis on multi- server queues would provide guidelines for routing and staffing in call centers, as well as help assess the performance of computer data systems. The work on limit order books could lead to a better understanding of the effect that protocols governing an exchange have on important financial quantities such as the bid-ask spread. The study on time-varying stochastic systems would identify conditions under which simple heuristics may be used to construct near-optimal controls for more complex systems. In addition, the work in this proposal is likely to require the development of mathematical techniques in diverse areas, ranging from measure-valued processes and stochastic partial differential equations to large deviations and stochastic games, which would be of broader interest.
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Rare Events and High-Dimensional Stochastic Systems
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