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Applications of two-time-scale markovian systems 版權(quán)信息
- ISBN:9787030373496
- 條形碼:9787030373496 ; 978-7-03-037349-6
- 裝幀:一般膠版紙
- 冊數(shù):暫無
- 重量:暫無
- 所屬分類:>>
Applications of two-time-scale markovian systems 本書特色
本書主要包含兩部分。**部分是馬爾可夫系統(tǒng)的漸近性質(zhì)。首先回顧了已有的關于雙時間尺度、有限狀態(tài)馬爾可夫系統(tǒng)的結(jié)果,然后集中討論了在雙時間尺度框架下,具有可數(shù)狀態(tài)空間的馬爾可夫系統(tǒng)和切換擴散系統(tǒng)的漸近性質(zhì)。同時考慮了具有廣泛應用背景、其生成算子也依賴于系統(tǒng)狀態(tài)本身的此兩類系統(tǒng)的漸近性質(zhì)。書中第二部分集中討論了這兩類系統(tǒng)在隨機制造業(yè)、排隊網(wǎng)絡、金融工程、保險與風險管理等領域的應用。為了便于閱讀,書中每個章節(jié)相對獨立。本書致力于對以隨機制造業(yè)、排隊網(wǎng)絡、金融工程、保險與風險管理、過程控制的wonham濾波等不同領域的實際應用為背景、具有雙時間尺度這一共同特性、大規(guī)模復雜隨機系統(tǒng)的優(yōu)化與控制問題的理論研究。希望本書對馬爾可夫系統(tǒng)的建模、分析、優(yōu)化、仿真和控制有一定的參考價值。 本書可作為應用數(shù)學、應用概率和運籌與控制領域?qū)<摇W者和研究生的參考書。
Applications of two-time-scale markovian systems 內(nèi)容簡介
本書是《系統(tǒng)與控制叢書》英文系列中的一冊,作者是GangGeogreYin,IEEEFellow。本書內(nèi)容包含兩部分。目前作者給出的是英文版內(nèi)容簡介,具體的中文內(nèi)容簡介,正在聯(lián)系作者整理,也即作者待補。
Applications of two-time-scale markovian systems 目錄
preface
1 introduction
1.1 two-time-scale markovian systems
1.2 literature review
1.3 why do we need this book?
1.4 outline of the book
part i asymptotic results:two-time-scale markov chains
2 summary of two-time-scale markov chains:finite state spacecases
2.1 two-time-scale continuous-time markov chains
2.2 properties of two-time-scale markov chains
2.2.1 asymptotic expansions
2.2.2 occupation measures
2.2.3 exponential bounds
2.3 ramifications
2.4 notes
3 switching diffusion limits
3.1 introduction
3.2 problem formulation and preliminaries
3.2.1 formulation
3.2.2 conditions
3.2.3 preliminaries
3.3 asymptotic properties
3.3.1 a mean square estimate
3.3.2 weak convergence of the aggregated process
3.4 inclusion of transient states in the jump process
3.5 notes
4 countable state space i:single-group recurrent states
4.1 introduction
4.2 formulation
4.2.1 basic notation
4.2.2 two-time-scale markov chains
4.3 asymptotic expansions
4.3.1 formal expansions
4.3.2 asymptotic justification
4.3.3 asymptotic expansion of transition probability matrices
4.4 occupation measures
4.4.1 second moment bounds and mixing property
4.4.2 functionals of the two-time-scale markov chain
4.4.3 invariance theorem and limit distribution
4.5 applications to queueing processes
4.6 notes
5 countable state space ii:multi-group recurrent states
5.1 introduction
5.2 formulation
5.2.1 notation
5.2.2 queue length and two-time-scale markov chains
5.3 asymptotic properties of probability distribution
5.3.1 formal expansions
5.3.2 asymptotic justification
5.3.3 asymptotic expansion of transition probability matrices
5.4 aggregation and weak convergence
5.5 switching diffusion limit
5.6 an example
5.7 notes
part ii several application examples to financialengineering,insurance,queueing networks,and filtering
6 financial engineering
6.1 geometric brownian motion model
6.2 stock selling rule
6.2.1 two-point boundary value problems
6.2.2 limit problem and near optimality
6.2.3 expected exit time and related probabilities
6.2.4 numerical examples
6.3 near-optimal asset allocation
6.3.1 optimal asset allocation
6.3.2 convergence of value functions
6.3.3 near-optimal asset allocation
6.4 notes
7 near-optimal dividend policy
7.1 formulation
7.2 limit problem
7.3 convergence of the cost and value functions
7.4 near-optimal dividend policy
7.5 notes
8 queueing networks
8.1 application to mt/mt/1/m
8.2 markovian queueing networks
8.3 markov-modulated-rate fluid models
8.4 notes
9 wonham filtering
9.1 introduction
9.1.1 wonham filtering
9.2 two-time scale markov chains
9.2.1 two-time-scale filters
9.3 limit filter and two-time-scale approximation
9.3.1 limit filter
9.3.2 two-time-scale approximation
9.4 a numerical example
9.5 inclusion of transient states
9.6 notes
a background materials
references
index
Applications of two-time-scale markovian systems 作者簡介
G.George Yin Department of Mathematics Wayne State University Detroit,MI 48202,U.S.A. gyin@math.wayne.edu Qing Zhang Department of Mathematics University of Georgia Athens,GA 30602,U.S.A. qingz@math.uga.edu Hanqin Zhang Academy of Mathematics and Systems Science,Academia Sinica Beijing,100190,China hanqin@amt.cn.ac and NUS Business School National University of Singapore Singapore,117592 bizzhq@nus.edu.sg
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