Linear-Convex partially observed optimal control problem with Markov chain and input constraint Tian Chen, Zongyuan Huang and Zhen Wu ESAIM: COCV, 31 (2025) 41 Published online: 14 May 2025 DOI: 10.1051/cocv/2025029