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Electromechanical Coupling Analysis of a Piezoelectric-Flexoelectric-Semiconductor Cantilever Beam. 压电-柔性-半导体悬臂梁的机电耦合分析。
IF 3 3区 工程技术
Micromachines Pub Date : 2026-04-17 DOI: 10.3390/mi17040490
Yaxuan Su, Xuezhi Wu, Zhidong Zhou
{"title":"Electromechanical Coupling Analysis of a Piezoelectric-Flexoelectric-Semiconductor Cantilever Beam.","authors":"Yaxuan Su, Xuezhi Wu, Zhidong Zhou","doi":"10.3390/mi17040490","DOIUrl":"10.3390/mi17040490","url":null,"abstract":"<p><p>This paper presents a theoretical study on the electromechanical coupling response of piezoelectric-flexoelectric-semiconductor (PFS) nanocantilevers by adopting flexoelectric elasticity and semiconductor theory. A unified mechanical-electrical model is established to incorporate a strain gradient, the piezoelectric effect, semiconducting characteristics, and flexoelectricity at micro-/nanoscales. Analytical solutions for deflection, electric potential, and electron concentration are obtained under three types of electrical boundary conditions. Numerical results show that flexoelectricity significantly enhances the effective bending stiffness of the beam under open-circuit conditions with or without surface electrodes, especially in thinner structures. With a fixed external electric potential condition, the applied potential can effectively modulate the deflection by adjusting the polarization field. The induced electric potential, under the open-circuit condition with surface electrodes, exhibits a peak value at a critical thickness and flexoelectric coefficient due to the synergistic effect of the strain gradient and flexoelectricity. The electron screening effect induced by the high doping concentration is found to suppress the induced potential considerably. The present work provides a fundamental understanding of PFS coupling and provides guidance for the design of high-sensitivity micro-nano-electromechanical systems/devices.</p>","PeriodicalId":18508,"journal":{"name":"Micromachines","volume":"17 4","pages":""},"PeriodicalIF":3.0,"publicationDate":"2026-04-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13117945/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147816855","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Design and Implementation of Miniaturized Low-Frequency Flexibility-Enhanced Rotating Cantilever Beam Piezoelectric MEMS Microphone. 微型化低频柔性增强旋转悬臂梁压电MEMS传声器的设计与实现。
IF 3 3区 工程技术
Micromachines Pub Date : 2026-04-17 DOI: 10.3390/mi17040488
Bingchen Wu, Gong Chen, Changzhi Zhong, Tao Wang
{"title":"Design and Implementation of Miniaturized Low-Frequency Flexibility-Enhanced Rotating Cantilever Beam Piezoelectric MEMS Microphone.","authors":"Bingchen Wu, Gong Chen, Changzhi Zhong, Tao Wang","doi":"10.3390/mi17040488","DOIUrl":"10.3390/mi17040488","url":null,"abstract":"<p><p>In response to the pressing need for miniaturized MEMS microphones in wearable technology and mobile devices, and to surmount the technical limitations inherent in conventional piezoelectric microphones, which typically depend on enlarging chip dimensions or decreasing stiffness to attain low resonance frequencies, this study introduces a novel piezoelectric MEMS microphone (PMM) design predicated on a flexibility-enhanced rotating structure. The proposed design utilizes an aluminum scandium nitride (Al<sub>0.8</sub>Sc<sub>0.2</sub>N) piezoelectric thin film with 20% scandium doping and incorporates four equivalent sensing units formed by four curved cutting lines centrally located on the chip. This configuration employs a nested arrangement of four cantilever beams to substantially increase vibration compliance, thereby effectively lowering the natural frequency without altering the chip's external size. Three-dimensional finite element simulations reveal that, relative to traditional triangular cantilever beam architectures, the flexibility-enhanced rotating structure reduces the natural frequency from 15.6 kHz to 13.49 kHz while enhancing sensitivity from -44.6 dB to -40 dB. The device was fabricated via a comprehensive microfabrication process and subsequently characterized within a standardized acoustic testing environment. Experimental results indicate that the microphone attains a sensitivity of -43.84 dB at 1 kHz and exhibits a first resonance frequency of 13.5 kHz, closely aligning with simulation predictions. Furthermore, the signal-to-noise ratio (SNR) reaches 58.3 dB across the full range of human-audible frequencies. By leveraging the flexibility-enhanced rotating structure, this work achieves an optimal compromise between elevated sensitivity and reduced resonance frequency within a compact form factor, thereby offering a viable technical solution for the advancement of high-performance miniature acoustic sensors.</p>","PeriodicalId":18508,"journal":{"name":"Micromachines","volume":"17 4","pages":""},"PeriodicalIF":3.0,"publicationDate":"2026-04-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13118712/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147816373","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
On-Chip AC Electrothermal Pump for Pulsatile Perfusion. 片上交流电热泵脉动灌注。
IF 3 3区 工程技术
Micromachines Pub Date : 2026-04-17 DOI: 10.3390/mi17040492
Itaru Kawata, Sosuke Kobayashi, Yoshiyasu Ichikawa, Masahiro Motosuke
{"title":"On-Chip AC Electrothermal Pump for Pulsatile Perfusion.","authors":"Itaru Kawata, Sosuke Kobayashi, Yoshiyasu Ichikawa, Masahiro Motosuke","doi":"10.3390/mi17040492","DOIUrl":"10.3390/mi17040492","url":null,"abstract":"<p><p>Microphysiological systems (MPSs) have emerged as promising platforms for drug discovery and in vitro pharmacological testing. MPSs aid to reproduce physiologically relevant microenvironments, in which controlled perfusion can play important role. In this study, an on-chip AC electrothermal (ACET) pump was developed for pulsatile perfusion in microfluidic cell culture systems. The proposed pump generates fluid motion through the interaction between an applied electric field and temperature-dependent gradients in the electrical properties of the fluid. Pulsatile perfusion was produced by periodic application of an AC voltage to the electrode array, and the pulsation cycle could be controlled electrically. The maximum flow velocity increased with the applied AC voltage, demonstrating tunable flow generation by the ACET pump. To evaluate the applicability of the developed system to cell culture, human mesenchymal stem cells (hMSCs) were cultured under pulsatile perfusion conditions for five days. The results showed that osteogenic differentiation under pulsatile perfusion was higher than that under static culture conditions. These findings demonstrate the potential of the proposed on-chip ACET pump as a simple and effective platform for generating physiologically relevant pulsatile perfusion in microphysiological systems.</p>","PeriodicalId":18508,"journal":{"name":"Micromachines","volume":"17 4","pages":""},"PeriodicalIF":3.0,"publicationDate":"2026-04-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13118774/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147817251","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Modelling Key Performance Indicators (KPIs) in the Optimisation of Nanoimprint Lithography (NIL) Processes. 纳米压印工艺优化中的关键性能指标(kpi)建模。
IF 3 3区 工程技术
Micromachines Pub Date : 2026-04-17 DOI: 10.3390/mi17040491
Andrzej Pacana, Karolina Czerwińska
{"title":"Modelling Key Performance Indicators (KPIs) in the Optimisation of Nanoimprint Lithography (NIL) Processes.","authors":"Andrzej Pacana, Karolina Czerwińska","doi":"10.3390/mi17040491","DOIUrl":"10.3390/mi17040491","url":null,"abstract":"<p><p>Nanoimprint lithography (NIL) plays an increasingly important role in modern nanomanufacturing processes, but its effective application in production conditions requires precise tools for evaluating and optimising technological processes. The aim of the study was to develop and model key performance indicators (KPIs) supporting the optimisation of the quality, stability and efficiency of nanoimprint lithography processes. As part of the selection of indicators, a literature review, surveys and in-depth interviews with industry experts were conducted, which enabled the identification of indicators relevant from a technological practice perspective. The proposed KPI classification was directly linked to the stages of the NIL process, creating a basis for operational performance control and process capability analysis. A novel aspect is the proposal of an integrated KPI model that combines the classification of indicators based on the stages of the NIL process with their direct link to technological parameters and measurable quality effects. These indicators have been linked to critical process parameters for different NIL variants, including Thermal NIL, UV-NIL, Roll-to-Roll NIL and Step-and-Repeat NIL, using a process analysis and multi-criteria optimisation approach. Research indicates that the use of an integrated KPI model improves the accuracy of nanostructure mapping, reduced defect density, and increased process efficiency without compromising technological stability. The proposed approach is a universal tool supporting NIL process control, its scaling to industrial applications, and integration with statistical process control and data-driven optimisation methods.</p>","PeriodicalId":18508,"journal":{"name":"Micromachines","volume":"17 4","pages":""},"PeriodicalIF":3.0,"publicationDate":"2026-04-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13118879/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147817230","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
First-Principles Investigation of Glucose Adsorption and Sensing-Related Electronic Modulation on Ti3C2O2 MXene. Ti3C2O2 MXene对葡萄糖吸附及传感相关电子调制的第一线原理研究。
IF 3 3区 工程技术
Micromachines Pub Date : 2026-04-17 DOI: 10.3390/mi17040489
Muheeb Rafiq, Baoyang Lu, Paolo Matteini, Yanfang Wu, Byungil Hwang, Sooman Lim
{"title":"First-Principles Investigation of Glucose Adsorption and Sensing-Related Electronic Modulation on Ti<sub>3</sub>C<sub>2</sub>O<sub>2</sub> MXene.","authors":"Muheeb Rafiq, Baoyang Lu, Paolo Matteini, Yanfang Wu, Byungil Hwang, Sooman Lim","doi":"10.3390/mi17040489","DOIUrl":"10.3390/mi17040489","url":null,"abstract":"<p><p>Two-dimensional Ti<sub>3</sub>C<sub>2</sub>O<sub>2</sub> MXene has emerged as a promising electrode material for non-enzymatic glucose sensing due to its metallic conductivity and biocompatibility. However, the atomic-scale sensing mechanism remains unclear. This DFT study uses the PBE functional with the D3(BJ) dispersion correction to elucidate glucose-MXene interactions under idealized vacuum conditions. Pristine Ti<sub>3</sub>C<sub>2</sub>O<sub>2</sub> shows metallic behavior with a density of states of about 8.2 states per electron volt at the Fermi level, dominated by Ti 3d states. β-d-glucose adsorbs onto the surface through hydrogen bonding, with an adsorption energy of -0.82 eV at a separation distance of 2.8 angstroms. Bader analysis indicates a transfer of about 0.15 electrons from MXene to glucose, resulting in a Fermi level shift of about -0.15 eV and an 18% reduction in the density of states at the Fermi level. These changes correspond to an estimated sensitivity of approximately 0.6 μA mM<sup>-1</sup> cm<sup>-2</sup> and a detection limit of about 17 µM, consistent with reported experimental performance of MXene-based sensors. Comparative adsorption calculations for common sweat interferents yield -0.45 eV for lactate and -0.25 eV for urea, indicating weaker interfacial affinity than glucose; these values reflect thermodynamic binding strength and possible surface occupation rather than definitive electrochemical selectivity, which additionally depends on redox potential, electron-transfer kinetics, and operating bias. We acknowledge three main limitations: first, the model considers only pure oxygen termination rather than mixed oxygen, hydroxyl, and fluorine terminations; second, the calculations are performed under vacuum rather than in aqueous conditions; third, the study is based on static zero kelvin structures rather than finite temperature dynamics. Despite these idealizations, the results provide baseline mechanistic insights to support rational design of MXene-based glucose sensors.</p>","PeriodicalId":18508,"journal":{"name":"Micromachines","volume":"17 4","pages":""},"PeriodicalIF":3.0,"publicationDate":"2026-04-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13118595/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147816853","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Surface Acoustic Wave Devices: New Mechanisms, Enabling Techniques, and Application Frontiers. 表面声波装置:新机制、使能技术与应用前沿。
IF 3 3区 工程技术
Micromachines Pub Date : 2026-04-17 DOI: 10.3390/mi17040494
Hongsheng Xu, Xiangyu Liu, Weihao Ye, Xiangyu Zeng, Akeel Qadir, Jinkai Chen
{"title":"Surface Acoustic Wave Devices: New Mechanisms, Enabling Techniques, and Application Frontiers.","authors":"Hongsheng Xu, Xiangyu Liu, Weihao Ye, Xiangyu Zeng, Akeel Qadir, Jinkai Chen","doi":"10.3390/mi17040494","DOIUrl":"10.3390/mi17040494","url":null,"abstract":"<p><p>Surface Acoustic Wave (SAW) technology, long central to analog signal processing and RF filtering, is undergoing a major renewal. Driven by advances that decouple SAWs from traditional piezoelectric materials and fixed-function devices, the field is gaining unprecedented control over acoustic, optical, and electronic interactions at the micro and nanoscale. This review synthesizes these developments across four fronts: new physical mechanisms for SAW manipulation, emerging material platforms, ranging from thin films to 2D systems, along with reconfigurable device architectures and circuits, and the expanding landscape of applications they enable. Optical methods are reshaping how SAWs are generated and controlled, bypassing the limits of conventional electromechanical coupling. Coherent optical excitation of high-Q SAW cavities via Brillouin-like optomechanical interactions now grants access to modes in non-piezoelectric substrates such as diamond and silicon, while on-chip SAW excitation in photonic waveguides through backward stimulated Brillouin scattering opens new integrated sensing routes. In parallel, magneto-acoustic experiments have revealed nonreciprocal SAW diffraction from resonant scattering in magnetoelastic gratings. On the device side, ZnO thin-film transistors integrated on LiNbO<sub>3</sub> exploit acoustoelectric coupling to realize voltage-tunable phase shifters; UHF Z-shaped delay lines achieve high sensitivity in a compact footprint; and parametric synthesis of wideband, multi-stage lattice filters targets 5G-class performance. Atomistic simulations show that SAW propagation in 2D MXene films can be engineered via surface terminations, while aerosol jet printing and SAW-assisted particle patterning provide agile, cleanroom-light fabrication of microfluidic and magnetic components. These advances enable applications ranging from hybrid quantum systems and quantum links to lab-on-a-chip particle control, SBS-based and UHF sensing, reconfigurable RF front-ends, and soft robotic actuators based on patterned magnetic composites. At the same time, optical techniques offer non-contact probes of dissipation, and MXenes and other emerging materials open new regimes of acoustic control. Conclusively, they are transforming SAW technology into a versatile, programmable platform for mediating complex interactions in next-generation electronic, photonic, and quantum systems.</p>","PeriodicalId":18508,"journal":{"name":"Micromachines","volume":"17 4","pages":""},"PeriodicalIF":3.0,"publicationDate":"2026-04-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13118075/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147816838","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Advances and Challenges of Capacitive Micromachined Ultrasonic Transducers in Medical Imaging. 电容式微机械超声换能器在医学成像中的进展与挑战。
IF 3 3区 工程技术
Micromachines Pub Date : 2026-04-16 DOI: 10.3390/mi17040486
Yuanyu Yu, Xin Liu, Jiujiang Wang, Shuang Zhang
{"title":"Advances and Challenges of Capacitive Micromachined Ultrasonic Transducers in Medical Imaging.","authors":"Yuanyu Yu, Xin Liu, Jiujiang Wang, Shuang Zhang","doi":"10.3390/mi17040486","DOIUrl":"10.3390/mi17040486","url":null,"abstract":"<p><p>Capacitive micromachined ultrasonic transducers (CMUTs) have been developed over the past 30 years and achieved practical applications in both medical imaging and industrial non-destructive testing. This article presents the fundamental principles of CMUTs and surveys fabrication technologies, offering a comprehensive review of major advances and challenges in medical ultrasound and photoacoustic imaging applications. The article further reviews and analyzes three primary challenges currently confronting CMUTs in medical imaging applications: lower output acoustic pressure, dielectric charging effects, and the need for high bias voltage. It also presents and discusses a potential combined approach to comprehensively address these challenges, with the aim of enhancing CMUT performance and broadening clinical adoption.</p>","PeriodicalId":18508,"journal":{"name":"Micromachines","volume":"17 4","pages":""},"PeriodicalIF":3.0,"publicationDate":"2026-04-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13118944/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147817408","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A 2-6 GHz Ultra-Wideband Shared-Aperture Antenna Array for 5G Multi-Band Base Station. 面向5G多波段基站的2- 6ghz超宽带共享孔径天线阵列。
IF 3 3区 工程技术
Micromachines Pub Date : 2026-04-16 DOI: 10.3390/mi17040485
Lingang Yang, Junkai He, Yuqing Gao, Yue Wang, Jun Wang
{"title":"A 2-6 GHz Ultra-Wideband Shared-Aperture Antenna Array for 5G Multi-Band Base Station.","authors":"Lingang Yang, Junkai He, Yuqing Gao, Yue Wang, Jun Wang","doi":"10.3390/mi17040485","DOIUrl":"10.3390/mi17040485","url":null,"abstract":"<p><p>This paper proposes a non-overlapping planar cross-arranged ultra-wideband shared-aperture base station antenna array targeting the 2 to 6 GHz application bandwidth. The low-frequency module (double-layer parasitic coupling) and the high-frequency module (chamfered slotted patch) are independently designed, and metal baffles are introduced around the antenna elements to reshape the boundary conditions and physically block the electromagnetic coupling paths. Both simulation and experimental results demonstrate that the fabricated prototype successfully exceeds the targeted 2-6 GHz spectrum, achieving an actual continuous coverage from 1.84 to 6.3 GHz. Specifically, the antenna achieves a gain higher than 5.9 dBi in the measured low-frequency band (1.84-3.72 GHz) and higher than 6.1 dBi in the high-frequency band (3.63-6.3 GHz), with a voltage standing wave ratio (VSWR) below 2 across the entire band. The metal baffles successfully correct the high-frequency radiation pattern distortion and ensure stable directional radiation over the full operating bandwidth. This design provides an efficient, robust, and manufacturable solution for 5G offshore wind power multi-band base station antennas.</p>","PeriodicalId":18508,"journal":{"name":"Micromachines","volume":"17 4","pages":""},"PeriodicalIF":3.0,"publicationDate":"2026-04-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13118080/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147817259","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Design and Research of 2-DOF Piezoelectric Nanopositioning Stage with Multiple Displacement Amplifiers and Decoupling Beams. 具有多位移放大器和解耦梁的二自由度压电纳米定位平台的设计与研究。
IF 3 3区 工程技术
Micromachines Pub Date : 2026-04-16 DOI: 10.3390/mi17040484
Jing Yin, Chen Zhou, Xiaoting Chen, Dongcai Liu
{"title":"Design and Research of 2-DOF Piezoelectric Nanopositioning Stage with Multiple Displacement Amplifiers and Decoupling Beams.","authors":"Jing Yin, Chen Zhou, Xiaoting Chen, Dongcai Liu","doi":"10.3390/mi17040484","DOIUrl":"10.3390/mi17040484","url":null,"abstract":"<p><p>A piezoelectric (PZT) nanopositioning stage with large stroke and low crosstalk is relatively appealing for microdisplacement operation. Rhombus and lever amplifiers are used to increase the overall displacement amplification ratio (DAR), and the symmetry of the amplification structure reduces the coupling error. At the same time, decoupling beams are used to balance the stiffness in the x- and y-directions, thereby reducing the crosstalk of the stage. Theoretical analysis, kinematics modeling, and finite element simulation were carried out to verify the feasibility of the PZT nanopositioning stage, and an experimental prototype was manufactured. The prototype test results indicate that the workspace of the stage is 312 μm × 312 μm, the DAR is approximately 9.3, and the first natural frequency is approximately 76 Hz. Moreover, the area efficiency is 6.03, which indicates that the stage is compact. The results prove that the developed stage possesses a good property for microdisplacement operation.</p>","PeriodicalId":18508,"journal":{"name":"Micromachines","volume":"17 4","pages":""},"PeriodicalIF":3.0,"publicationDate":"2026-04-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13118257/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147816384","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A Parameter-Agnostic Adaptive Compensation in Memristor-Based Neuromorphic Systems for Parasitic Resistance. 基于忆阻器的神经形态系统抗寄生参数不可知自适应补偿。
IF 3 3区 工程技术
Micromachines Pub Date : 2026-04-16 DOI: 10.3390/mi17040481
Texu Liu, Hanbo Ren, Peiwen Tong, Wei Wang, Qingjiang Li, Meng Xia, Yi Sun, Rongrong Cao, Bing Song, Zhiwei Li, Haijun Liu
{"title":"A Parameter-Agnostic Adaptive Compensation in Memristor-Based Neuromorphic Systems for Parasitic Resistance.","authors":"Texu Liu, Hanbo Ren, Peiwen Tong, Wei Wang, Qingjiang Li, Meng Xia, Yi Sun, Rongrong Cao, Bing Song, Zhiwei Li, Haijun Liu","doi":"10.3390/mi17040481","DOIUrl":"10.3390/mi17040481","url":null,"abstract":"<p><p>Memristor-based neuromorphic computing offers a promising pathway for efficient in-memory processing. However, the scalability and reliability of such systems are severely compromised by parasitic resistances (including line and input resistances) in crossbar arrays, which cause significant IR-drop during vector-matrix multiplication (VMM). Existing research often suffers from high computational latency or relies on the precise extraction of parasitic parameters, which is impractical and computationally expensive for large-scale integration. To overcome these limitations, we propose a Parameter-Agnostic Adaptive Compensation (PAAC) method based on a distributed linear approximation model. By analyzing the circuit characteristics, we conquered the challenge of coupling between parasitic effects and output current, deriving a simplified linear relationship that requires no prior knowledge of specific resistance values. The PAAC method involves only a single-step pre-calibration experiment to determine a global compensation factor, achieving an ultra-low computational complexity during inference. We validated the method using a comprehensive two-stage strategy: board-level hardware experiments confirmed its feasibility by reducing current distortion from 71% to 2%, while extensive large-scale HSPICE simulations verified its scalability, restoring classification accuracy from 89% to 95%. This work provides a robust, low-overhead solution that eliminates the dependency on precise parameter modeling, facilitating the realization of large-scale, high-precision neuromorphic hardware.</p>","PeriodicalId":18508,"journal":{"name":"Micromachines","volume":"17 4","pages":""},"PeriodicalIF":3.0,"publicationDate":"2026-04-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13118799/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147817352","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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