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Title: Force-triggered non-volatile multilevel mechano-optical memory system for logic computation and image recognition
Authors: Guo, J
Guo, F 
Yang, H
Zhou, T
Du, X
Gao, R
Chen, H
Hu, M
Liu, W
Zhang, Y
Tu, D
Hao, J 
Issue Date: 10-Apr-2025
Source: Advanced science, 10 Apr. 2025, v. 12, no. 14, 2413409
Abstract: In the big data era, sensing multi-modal information in memory is highly demanded for the sake of artificial intelligence applications to overcome the limitations of the von Neumann architecture. Different from traditional sensing methodologies, mechanoluminescence (ML) materials, which emit light in response to mechanical force without any external power supply, present intriguing prospects for technological developments. However, most of the ML materials only demonstrate instantaneous luminescence, severely hampering the exploitation of ML in sophisticated applications where non-volatile control is indispensable. Herein, a non-volatile, multilevel mechano-optical memory system is proposed, based on a crafted combination of a self-recoverable ML material, ZnS:Cu, and a photostimulated luminescence (PSL) phosphor Ca0.25Sr0.75S:Eu (CaSrS:Eu). By integrating ML with PSL effect, a robust six-level non-volatile memory is achieved, in which the multilevel memory states allow for computational capability without electrical interference. Specifically, the reliable multilevel and non-volatile response enables Boolean logic operations. Furthermore, neuromorphic visual pattern pre-processing is implemented, resulting in a substantial increase in recognition accuracy from 20% to 80%. These findings endow force-responsive phosphors with memory capability, fully leveraging the capabilities of ML and offering a new strategy for developing mechano-optical hardware and concepts for future intelligent applications.
Keywords: Boolean logic operations
In-memory computing
Mechano-optical memory
Mechanoluminescence
Photostimulated luminescence
Publisher: Wiley-VCH
Journal: Advanced science 
EISSN: 2198-3844
DOI: 10.1002/advs.202413409
Rights: © 2025 The Author(s). Advanced Science published by Wiley-VCHGmbH. This is an open access article under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits use, distribution andreproduction in any medium, provided the original work is properly cited.
The following publication J. Guo, F. Guo, H. Yang, T. Zhou, X. Du, R. Gao, H. Chen, M. Hu, W. Liu, Y. Zhang, D. Tu, J. Hao, Force-Triggered Non-Volatile Multilevel Mechano-Optical Memory System for Logic Computation and Image Recognition. Adv. Sci. 2025, 12(14), 2413409 is available at https://doi.org/10.1002/advs.202413409.
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