Optimal design of energy systems using constrained grey-box multi-objective optimization

•p-ARGONAUT is extended towards constrained multi-objective optimization problems.•Data-driven approach is followed to optimize an energy market design problem.•The accuracy and consistency of the method is evaluated under equality constraints.•Computational results are compared with a number of available software.