Field Programmable Gate Arrays (FPGAs) are integrated circuits that contain configurable logic blocks and wiring resources that enable them to implement digital circuits. To create a design, the designer typically describes the design using a Hardware Description Language (HDL). This HDL is synthesized into a configuration bitstream to program the FPGA using Computer-Aided Design (CAD) tools. Due to their rapid growth in size, FPGAs are able to implement increasingly larger circuit designs. However, this has also lead to the run-time of the CAD tools increasing dramatically. To improve the run-time of CAD tools, this thesis focuses on improving the run-time of the placement stage of the CAD algorithms, which accounts for a significant porti...