A stochastic programming model for closed-loop supply chain network design based on environmental responsibility

In this paper, a two-stage stochastic programming model is proposed in which uncertainty of demands and the amount of returned products are considered, and specially, the environmental responsibility also considered. A hybrid solution method is developed. Finally, numerical examples are proposed to design a closed-loop supply chain network.