Simulating energy consumption based on material addition rates for material extrusion of CFR-PEEK: a trade-off between energy costs and cycle time

Int J Adv Manuf Technol. 2022;120(7-8):4597-4616. doi: 10.1007/s00170-022-08967-x. Epub 2022 Mar 18.

Abstract

While many studies for material extrusion-based additive manufacturing (AM) of polymers focus on experimental approaches to evaluate relevant performance measures from process parameters, there is a lack of discussion to connect experimental results with useful applications. Also, one of the major deficiencies in the application literature is a trade-off analysis between energy costs and cycle time (time to produce an item from the beginning to the end) since improving these two measures simultaneously is challenging. Thus, this paper proposes an energy simulation method for performing a trade-off analysis between energy costs and cycle time using combinations of major AM process parameters for material extrusion. We conduct experiments using carbon fiber-reinforced poly-ether-ether-ketone (CFR-PEEK), which is increasingly used in material extrusion. From experimental results, we build a power model in which power (kW) is derived as a linear function of material addition rates (MAR). This MAR regression model is then used in a proposed simulation model that integrates discrete event simulation and numerical simulation. In our simulation case study of 50 machines and 40 scenarios, we investigate trade-offs between energy costs and cycle time with three control policies (P1, P25, and P50) that allow 1, 25, or 50 machines to start heating, respectively. The trade-off analysis results show that P25 can be preferred when a balance between cycle time and energy costs is pursued, while P1 or P50 can be chosen if either energy cost (with P1) or cycle time (with P50) is more important than the other measure. Moreover, we find that the machine utilization, variability, and product volume have significant effects on energy costs and cycle time.

Keywords: Cycle time; Energy cost; Energy simulation; Material addition rate; Trade-off.