BHT-QAOA: Generalizing Quantum Approximate Optimization Algorithm to Solve Boolean Problems as Hamiltonians v1
Ali Al-Bayaty, Marek A. Perkowski · 2024
The BHT-QAOA is a hybrid classical-quantum algorithm that solves arbitrary classical Boolean problems as Hamiltonians in the quantum domain, using the quantum approximate optimization algorithm (QAOA) [1]. The BHT-QAOA stands for the "Boolean-Hamiltonians Transform for QAOA" [2]. Research and studies are mainly focused on solving combinatorial optimization problems using QAOA, e.g., the MaxCut problem [1]. However, the BHT-QAOA adds an additional capability to QAOA to find all optimized approximated solutions for classical Boolean problems, as expressed in the following steps and demonstrated in the figure below. Design classical Boolean problems into quantum Boolean oracles in different logical structures, such as POS, SOP, ESOP, CSP-SAT, XOR-SAT, just to name a few. Convert these quantum Boolean oracles into quantum Phase oracles. Transform these quantum Phase oracles into the Hamiltonians (HC and HM) of QAOA. Please observe that, from the aforementioned steps, the total utilized numbers of qubits and quantum gates are significantly reduced for the final generated Hamiltonians (HC and HM) of QAOA. Accordingly, the BHT-QAOA will provide broad opportunities to solve many classical Boolean-based problems as Hamiltonians, for the practical engineering applications of several algorithms, digital synthesizers, robotics, machine learning, just to name a few, in the hybrid classical-quantum domain.