Robust Market Potential Assessment: Designing optimal policies for low-carbon technology adoption in an increasingly uncertain world

1 code implementation • 20 Apr 2023 • Tom Savage, Antonio del Rio Chanona, Gbemi Oluleye

In this paper we formulate a novel robust market potential assessment problem under uncertainty, resulting in policies that are immune to uncertain factors.

Distributional constrained reinforcement learning for supply chain optimization

1 code implementation • 3 Feb 2023 • Jaime Sabal Bermúdez, Antonio del Rio Chanona, Calvin Tsay

We introduce Distributional Constrained Policy Optimization (DCPO), a novel approach for reliable constraint satisfaction in RL.

Distributional Reinforcement Learning Policy Gradient Methods +2