Chimera: A Hybrid Machine Learning-Driven Multi-Objective Design Space Exploration Tool for FPGA High-Level Synthesis

Keyphrases

• Active Learning 25%
• Automated Design 25%
• Benchmark Suite 25%
• Chimera 100%
• Design Optimization 25%
• Design Point 50%
• Design Space Exploration 25%
• Elbow 25%
• Evolutionary Algorithms 25%
• Expert Knowledge 25%
• Exploration Method 25%
• Exploration Tool 100%
• Field Programmable Gate Arrays 100%
• Flip-flop 25%
• Hardware Accelerator 25%
• High Performance 25%
• High-level Synthesis 100%
• High-level Synthesis Tools 25%
• Hybrid Machine Learning 100%
• Multi-objective Design Space Exploration 100%
• Multi-objective Exploration 25%
• Pareto Curve 25%
• Pareto Frontier 25%
• Performance Overhead 25%
• Rosetta 25%
• Still Time 25%
• Superior Performance 25%
• Synthesis Optimization 25%
• Thompson Sampling 25%

Computer Science

• Active Learning 20%
• Design-Space Exploration 100%
• Evolutionary Algorithm 20%
• Expert Knowledge 20%
• Field Programmable Gate Arrays 100%
• Hardware Accelerator 20%
• High Level Synthesis 100%
• Learning System 100%
• Machine Learning 100%
• Multiobjective 100%
• Pareto Frontier 20%
• Superior Performance 20%
• Synthesis Tool 20%

Engineering

• Design Point 40%
• Design Space 100%
• Field Programmable Gate Arrays 100%
• Flip Flop Circuits 20%
• Hardware Accelerator 20%
• High Level Synthesis 100%
• Learning System 100%
• Optimised Design 20%
• Pareto Curve 20%
• Pareto Frontier 20%