The sequential optimization problem is formulated as a constrained Markov decision process (CMDP) and solved via the constrained DRL algorithms. To generalize the optimized resource allocation ...

In the age of digital transformation, artificial intelligence (AI) is revolutionizing supply chain optimization. Arvindan Badrinarayanan has presented a comprehensive framework that integrates AI to ...

Abstract: As is well known, it is challenging to address the convergence for distributed constrained optimization problem, in particular when nonconvex constraints, nonuniform step-sizes (nonuniform ...