Sustainable manufacturing is essential to minimize energy consumption and environmental footprints in manufacturing operations. In diamond wire sawing (DWS) process, minimizing energy consumption without compensating for surface roughness of sawn wafer is crucial for achieving a cost-effective and environmentally friendly process. This study aims to find the correlation between energy consumption (EC), surface roughness (Ra), and material removal rate (MRR) during the single DWS process. Experiments have been conducted on monocrystalline silicon (Si) incorporating various process parameters, including wire speed, feed rate, and wire tension as controllable factors. A mathematical relationship between the parameters is formulated using the response surface methodology and optimized by using a multi-objective particle swarm optimization. Results revealed that a wire speed of 0.36 m/sec, feed rate of 0.029 mm/min, and wire tension of 7 N are the optimum parameters for the multi-objective quality criterion, and the variations between the predicted and the confirmation experiment is below 10%. These findings can be applied to the multi-wire DWS of Si wafer processing for promoting sustainable manufacturing practices.