Abstract In many real-world problems there is often the requirement to optimise multiple conflicting objectives in an efficient manner. such can be a mixture of continuous and discrete variables. Herein, we propose new multi-objective algorithm capable optimising both bounded variables The utilises Gaussian processes as surrogates combination with novel distance metric based upon Gower similari...