Some embodiments of the invention provide an Al-enabled method for
integrated circuit (IC) architecture discovery, circuit topology and parameter optimization. The method of some embodiments explores the
high dimensional design space beyond human intuition and extracting circuit features, configurations and designs unidentifiable to human experts in a variety of tasks. The method of some embodiments is used for
RFIC architecture discovery, circuit topology and parameter optimization. For instance, the method of some embodiments provides an automated
design flow for RFICs (e.g., RF or mmWave IC) that allows: (1) architecture selection, (2) circuit
topology optimization, (3) parameter optimization, and (4) inverse design EM synthesis in a non-intuitive
design space. In some embodiments, the method automates the synthesis of high-performance power
amplifier (PA) circuits for
transmitter systems, leveraging a combination of
reinforcement learning (RL) and inverse design to optimize respectively active and passive components in the design. Some embodiments of the invention provide an Al-enabled method for
integrated circuit (IC) architecture discovery, circuit topology and parameter optimization. The method of some embodiments explores the
high dimensional design space beyond human intuition and extracting circuit features, configurations and designs unidentifiable to human experts in a variety of tasks. The method of some embodiments is used for
RFIC architecture discovery, circuit topology and parameter optimization. For instance, the method of some embodiments provides an automated
design flow for RFICs (e.g., RF or mmWave IC) that allows: (1) architecture selection, (2) circuit
topology optimization, (3) parameter optimization, and (4) inverse design EM synthesis in a non-intuitive design space. In some embodiments, the method automates the synthesis of high-performance power
amplifier (PA) circuits for
transmitter systems, leveraging a combination of
reinforcement learning (RL) and inverse design to optimize respectively active and passive components in the design.