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BEOL-Compatible 4F2 Oscillator Using Vertical InGaAs Biristor for Highly Scalable Monolithic 3D Ising Solver.
Joon Pyo Kim1, Hyun Wook Kim2, Jaeyong Jeong1
1School of Electrical Engineering, Korea Advanced Institute of Science and Technology (KAIST), 291 Daehak-ro, Yuseong-gu, Daejeon, 34141, Republic of Korea.
This study demonstrates a scalable Ising solver using InGaAs biristors, achieving solutions for complex optimization problems. This breakthrough offers a path to overcome hardware limitations in solving non-deterministic polynomial-time (NP)-hard problems.
Area of Science:
- Materials Science
- Computational Physics
- Electrical Engineering
Background:
- Non-deterministic polynomial-time (NP)-hard combinatorial optimization problems (COPs) require efficient and scalable solvers.
- Current hardware-based Ising solvers face significant scaling limitations.
Purpose of the Study:
- To experimentally demonstrate a scalable oscillator-based Ising solver using 4F² InGaAs bi-stable resistors (biristors).
- To explore the potential of InGaAs biristors for solving complex optimization challenges.
Main Methods:
- Investigated the oscillation behavior of InGaAs biristors.
- Emulated classical Ising spins using sub-harmonic injection locking (SHIL).
- Demonstrated capacitive and resistive coupling between InGaAs biristors.
Main Results:
- Established that InGaAs biristors can emulate Ising spins via SHIL.
- Achieved successful coupling (in-phase and out-of-phase) between biristors.
- Experimentally solved the MaxCUT problem using the biristor-based Ising solver, validated by simulations.
Conclusions:
- The InGaAs biristor-based Ising solver presents a scalable and compact architecture for addressing NP-hard COPs.
- This technology offers a promising pathway to overcome current hardware scaling limitations.
- Represents a significant advancement in developing efficient solutions for complex optimization problems.
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