Fermionic Simulators for Enhanced Scalability of Variational Quantum
Simulation
- URL: http://arxiv.org/abs/2306.14842v2
- Date: Sat, 11 Nov 2023 14:38:15 GMT
- Title: Fermionic Simulators for Enhanced Scalability of Variational Quantum
Simulation
- Authors: Qingyu Li, Chiranjib Mukhopadhyay, Abolfazl Bayat
- Abstract summary: Near-term quantum simulators are mostly based on qubit-based architectures.
Fermionic quantum simulators are becoming viable thanks to advances in trapping and manipulation of neutral atoms in optical tweezers.
We show that the fermionic simulators indeed outperform their qubit counterparts with respect to resources for quantum evolution.
- Score: 0.7673339435080445
- License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/
- Abstract: Near-term quantum simulators are mostly based on qubit-based architectures.
However, their imperfect nature significantly limits their practical
application. The situation is even worse for simulating fermionic systems,
which underlie most of material science and chemistry, as one has to adopt
fermion-to-qubit encodings which create significant additional resource
overhead and trainability issues. Thanks to recent advances in trapping and
manipulation of neutral atoms in optical tweezers, digital fermionic quantum
simulators are becoming viable. A key question is whether these emerging
fermionic simulators can outperform qubit-based simulators for characterizing
strongly correlated electronic systems. Here, we perform a comprehensive
comparison of resource efficiency between qubit and fermionic simulators for
variational ground-state emulation of fermionic systems in both condensed
matter systems and quantum chemistry problems. We show that the fermionic
simulators indeed outperform their qubit counterparts with respect to resources
for quantum evolution (circuit depth), as well as classical optimization
(number of required parameters and iterations). In addition, they show less
sensitivity to the random initialization of the circuit. The relative advantage
of fermionic simulators becomes even more pronounced as interaction becomes
stronger, or tunneling is allowed in more than one dimension, as well as for
spinful fermions. Importantly, this improvement is scalable, i.e., the
performance gap between fermionic and qubit simulators only grows for bigger
system sizes.
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