Quantum neuromorphic approach to efficient sensing of gravity-induced entanglement
arXiv:2209.14565 · doi:10.1103/PhysRevD.107.086014
Abstract
The detection of entanglement provides a definitive proof of quantumness. Its ascertainment might be challenging for hot or macroscopic objects, where entanglement is typically weak, but nevertheless present. Here we propose a platform for measuring entanglement by connecting the objects of interest to an uncontrolled quantum network, whose emission (readout) is trained to learn and sense the entanglement of the former. First, we demonstrate the platform and its features with generic quantum systems. As the network effectively learns to recognise quantum states, it is possible to sense the amount of entanglement after training with only non-entangled states. Furthermore, by taking into account measurement errors, we demonstrate entanglement sensing with precision that scales beyond the standard quantum limit and outperforms measurements performed directly on the objects. Finally, we utilise our platform for sensing gravity-induced entanglement between two masses and predict an improvement of two orders of magnitude in the precision of entanglement estimation compared to existing techniques.
arXiv commentMain text: 6 pages with 4 figures. Appendix: 10 pages with 5 figures
References in corpus (35)
- Quantum entanglement
- Cavity Optomechanics
- A computable measure of entanglement
- Long-lived quantum coherence in photosynthetic complexes at physiological temperature
- Observation of strong coupling between a micromechanical resonator and an optical cavity field
- A high-bias, low-variance introduction to Machine Learning for physicists
- Detection of 15 dB Squeezed States of Light and their Application for the Absolute Calibration of Photoelectric Quantum Efficiency
- A Spin Entanglement Witness for Quantum Gravity
- Continuous variable quantum information: Gaussian states and beyond
- Gravitationally-induced entanglement between two massive particles is sufficient evidence of quantum effects in gravity
- Phase noise measurement in a cavity with a movable mirror undergoing quantum Brownian motion
- Creating and probing macroscoping entanglement with light
- Harnessing disordered quantum dynamics for machine learning
- Quantum Superposition of Massive Objects and the Quantization of Gravity
- Observable quantum entanglement due to gravity
- Quantum reservoir processing
- Cooling-by-measurement and mechanical state tomography via pulsed optomechanics
- Gravitationally Mediated Entanglement: Newtonian Field vs. Gravitons
- Quantum Gravity Witness via Entanglement of Masses: Casimir Screening
- Realization of a complete Stern-Gerlach interferometer: Towards a test of quantum gravity
- Quantum reservoir computing with a single nonlinear oscillator
- Experimental Realisation of a Thermal Squeezed State of Levitated Optomechanics
- Quantum neuromorphic computing
- Approaching the motional ground state of a 10 kg object
- Revealing non-classicality of inaccessible objects
- An Optomechanical Quantum Cavendish Experiment
- Decoherence effects in non-classicality tests of gravity
- Enhancing Gravitational Interaction between Quantum Systems by a Massive Mediator
- Reconstructing quantum states with quantum reservoir networks
- Realising and compressing quantum circuits with quantum reservoir computing
- Probing quantum features of photosynthetic organisms
- Creating and concentrating quantum resource states in noisy environments using a quantum neural network
- Superpolynomial Quantum Enhancement in Polaritonic Neuromorphic Computing
- Beating the classical phase precision limit using a quantum neuromorphic platform
- The Roles of Kerr nonlinearity in a Bosonic Quantum Neural Network
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- Feasible generation of gravity-induced entanglement by using optomechanical systems
- Quantum reservoir computing for photonic entanglement witnessing
- Optimal quantum key distribution networks: capacitance versus security
- Continuous-Variable Entanglement through Central Forces: Application to Gravity between Quantum Masses
- Probing Modified Gravity with Entanglement of Microspheres