In recent decades, importance of green source has been increased rapidly because of these resources reduce environmental pollution and have lower operating costs. Moreover, it is possible to utilize a multi-purpose energy center scheme to provide thermal and electrical energy by the large-scale users. In this paper, we proposed a new multi-objective model based on cost-emission, operation cost of large-scale user and efficiency of electrical storage system (ESS) and thermal storage system (TSS) by considering the peak load management. This problem is solved by compromise method based on fuzzy decision making model and new Pareto filter. The main model is explained as mixed-integer linear programing and is solved by using GAMS software and CPLEX solving method. Finally, the performance of the recommended method for solving the main model is extensively explained on the two case study and compared to validate the performance of main model. (C) 2018 Elsevier Ltd. All rights reserved.