Optimal decision rules for marked point process models

被引:0
作者
van Lieshout, M. N. M. [1 ,2 ]
机构
[1] CWI, POB 94079, NL-1090 GB Amsterdam, Netherlands
[2] Univ Twente, Dept Appl Math, POB 217, NL-7500 AE Enschede, Netherlands
关键词
French thinning; Logistic growth; Marked point process; Markov decision process; SELECTION;
D O I
10.1007/s00477-024-02769-1
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
We study a Markov decision problem in which the state space is the set of finite marked point patterns in the plane, the actions represent thinnings, the reward is proportional to the mark sum which is discounted over time, and the transitions are governed by a birth-death-growth process. We show that thinning points with large marks maximises the discounted total expected reward when births follow a Poisson process and marks grow logistically. Explicit values for the thinning threshold and the discounted total expected reward over finite and infinite horizons are also provided. When the points are required to respect a hard core distance, upper and lower bounds on the discounted total expected reward are derived.
引用
收藏
页码:3607 / 3617
页数:11
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