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Determination of state-dependent Girsanov’s control via solution of a stochastic optimal control problem using reinforcement learning

delete2026-04-04
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PRE
AI
A
Adwait Sharma *
C
CS Manohar
DOI:10.1016/j.strusafe.2026.102714delete
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Abstract

Abstract

En 中文
• Constrained stochastic optimal control problem to establish Girsanov’s controls. • Formulation of optimization problem in the framework of Markov decision process. • Solution of the Markov decision process via reinforcement learning technique. • Deep deterministic policy gradient employed to solve the optimization problem.
Keywords:
Girsanov’s control
stochastic optimal control
Markov decision process
reinforcement learning
deep deterministic policy gradient

Journal

Structural Safety cover
Structural Safety
IF:
6.3
Papers:
1.4K
Citations:
7.0K

Organization

I
Indian Institute of Science
Scholars:
1.4K
Papers: 604
Citations: 1.3W
J
Johns Hopkins University
Scholars:
10.2W
Papers: 8.8W
Citations: 13.0W
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