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Dynamic covalent polyurethane surface activation enabled stretchable,tough-adhesive,and conductive interface for soft/rigid hybrid electronics
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作者 Zelin Liu Xueling Yan +4 位作者 Xinyu Chen Yubing Fu Liwei Lu Song Chen Lan Liu 《Nano Research》 2025年第9期693-703,共11页
The development of reliable stretchable hybrid electronics(SHEs)requires the formation of soft/rigid interfaces that simultaneously achieve low electrical impedance,robust mechanical-electrical bonding,and high energy... The development of reliable stretchable hybrid electronics(SHEs)requires the formation of soft/rigid interfaces that simultaneously achieve low electrical impedance,robust mechanical-electrical bonding,and high energy dissipation capacity,which remains a critical challenge at present.In this work,an innovative alcohol vapor activation for dynamic covalent polyurethane elastomers was presented to address this problem.Specifically,through competitive intervene in the dynamic exchange of hindered urea bonds,ethanol forms irreversible polar urethane terminals,enabling precise surface polarity tuning and enhanced self-adhesion(peel strength of 2.04 N·cm^(-1))without compromising bulk mechanical properties.This activated surface facilitates significant improvements including high conductivity(8Ω·sq^(-1))through rapid nanofiller embedding,direct integration of rigid components with durable interfaces,exceptional electromechanical stability(resistance change less than 10%during bending,twisting,and stretching).The prepared SHEs demonstrate significant potential for applications in stretchable circuits,wearable control terminals,and healthcare monitoring systems. 展开更多
关键词 stretchable hybrid electronic soft/rigid interface dynamic covalent bonds interfacial self-adhesive
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加权Soft Voting多模型集成钓鱼网站检测模型
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作者 谢亚龙 周建华 卢晴川 《计算机时代》 2026年第2期47-50,56,共5页
本文针对钓鱼网站检测中单一模型泛化能力不足的问题,提出一种基于SLSQP权重优化的加权Soft Voting多模型融合检测方法。该方法通过集成XGBoost、LightGBM、CatBoost、随机森林、梯度提升、MLPClassifier六种异构基模型,利用SLSQP算法... 本文针对钓鱼网站检测中单一模型泛化能力不足的问题,提出一种基于SLSQP权重优化的加权Soft Voting多模型融合检测方法。该方法通过集成XGBoost、LightGBM、CatBoost、随机森林、梯度提升、MLPClassifier六种异构基模型,利用SLSQP算法在验证集上以最大化AUC指标为目标优化各模型权重,构建兼具高检出率与低误报率的集成检测系统。实验结果表明,所提融合模型在准确率、召回率和F1值上均优于单一模型,融合模型在静态特征集下准确率达95.22%,AUC值为0.9762;引入动态扩展特征后,准确率提升至96.75%,AUC值达0.9845,该方法显著提升了钓鱼网站识别的鲁棒性与检测性能,为复杂网络环境下的钓鱼攻击防御提供了高效解决方案。 展开更多
关键词 钓鱼网站检测 加权soft Voting 多模型融合 集成学习 SLSQP算法
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SLM-3D Printed Soft Magnetic Alloys:Process,Performance,and Prospects
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作者 Liu Bingxu You Caiyin +4 位作者 Wang Fenghui Tian Na Liu Heguang Zhang Jing Zhu Xiaopei 《稀有金属材料与工程》 北大核心 2026年第2期365-388,共24页
Soft magnetic alloys are extensively used in various power electronic devices due to their advantageous properties,including high saturation magnetic induction,low coercivity,and high permeability.In certain applicati... Soft magnetic alloys are extensively used in various power electronic devices due to their advantageous properties,including high saturation magnetic induction,low coercivity,and high permeability.In certain applications,complex-shaped components are increasingly required for performance enhancement.Additive manufacturing technique,particularly selective laser melting(SLM),has emerged as an effective method for fabricating such complex-shaped soft magnetic components.SLM,a laserbased additive manufacturing technique,employs high-power-density lasers to melt and fuse metal powders within a powder bed selectively.This approach enables rapid prototyping,precise geometrical control,and the integration of multi-material designs.This review highlights recent advancements in the application of SLM technique for the production of soft magnetic alloys,focusing on Fe-Si,Fe-Ni,Fe-Co,and amorphous alloy systems.Moreover,it explores the implementation of SLM in manufacturing processes and evaluates both the opportunities and challenges associated with SLM-based production of soft magnetic alloys. 展开更多
关键词 additive manufacturing selective laser melting soft magnetic alloys magnetic properties
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Interpretable and Reliable Soft Sensor Development in Industry 5.0
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作者 Liang Cao Jianping Su +2 位作者 Fan Yang Yankai Cao Bhushan Gopaluni 《IEEE/CAA Journal of Automatica Sinica》 2026年第1期236-238,共3页
Dear Editor,This letter presents a new approach to developing interpretable and reliable soft sensors for Industry 5.0 applications.Although sophisticated machine learning methods have made remarkable strides in soft-... Dear Editor,This letter presents a new approach to developing interpretable and reliable soft sensors for Industry 5.0 applications.Although sophisticated machine learning methods have made remarkable strides in soft-sensor predictive accuracy,ensuring interpretability and reliable performance across varying industrial operating conditions remains a challenge[1]–[4].This is precisely what Industry 5.0,proposed by the European Commission in 2021,advocates[5],[6].It integrates various cutting-edge technologies,such as human-machine interaction,digital twins,cybersecurity and artificial intelligence,to facilitate the development of better soft sensors. 展开更多
关键词 machine learning digital twins CYBERSECURITY interpretable soft sensors soft sensors sophisticated machine learning methods INDUSTRY reliable soft sensors
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A stretchable liquid metal switch for interactive and autonomous soft machines
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作者 Gangsheng Chen Biao Ma +6 位作者 Yanjie Chen Yakun Gao Heng Zhang Wuxing Zhang Duxin Chen Wenwu Yu Hong Liu 《International Journal of Extreme Manufacturing》 2026年第1期794-807,共14页
Soft machines harness material-level physical intelligence to perform adaptive tasks,enabling advancements in biomedical and human-machine interaction fields.Soft switches are the basic building blocks to achieve inte... Soft machines harness material-level physical intelligence to perform adaptive tasks,enabling advancements in biomedical and human-machine interaction fields.Soft switches are the basic building blocks to achieve intelligent functions like autonomous decisions and mechanical computation.However,current soft switches suffer from complex fabrication processes,limited performance,and a lack of multimodal control,which hinder their practical application and the realization of machine intelligence.Herein,by harnessing the unique self-pinch and self-healing effects of the gallium-based liquid metals(LMs),we describe a soft high-performance electric switch composed of an LM line encapsulated within an elastomer.Applying pressure to deform the LM switch can increase local current density,leading to the electromagnetic self-pinch effect for switching off.After releasing pressure,the LM can spontaneously heal with the elastic recovery of the elastomer for switching on.This LM switch shows comprehensive advantages,including a compact design(0.5 mm×1.5 mm×10 mm),good stretchability(100%),high on/off ratio(~10^(9)),rapid response time(<100 ms),and excellent durability(>12000 cycles).Moreover,the LM switches enable multiple control modes,including magnetic and optical stimulation,through the integration of responsive materials.We demonstrate various LM switch-enabled functional soft machines,such as an interactive flexible gripper,a self-oscillating soft crawler,and wearable logic gates.This work will open new avenues for the application of LM in intelligent soft machines and advanced wearable electronics. 展开更多
关键词 liquid metal soft switches electric breakdown liquid crystal elastomer soft machines
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Enhanced CT-CBCT image registration for orthopedic surgery:Integrating rigid-elastic motion models
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作者 Zhiqi HUANG Deqiang XIAO +7 位作者 Hongxun LIU Long SHAO Danni AI Jingfan FAN Tianyu FU Yucong LIN Hong SONG Jian YANG 《虚拟现实与智能硬件(中英文)》 2026年第1期87-100,共14页
Background Computed tomography(CT) and cone-beam computed tomography(CBCT) image registration play pivotal roles in computer-assisted navigation for orthopedic surgery. Traditional methods often apply uniform deformat... Background Computed tomography(CT) and cone-beam computed tomography(CBCT) image registration play pivotal roles in computer-assisted navigation for orthopedic surgery. Traditional methods often apply uniform deformation models, neglecting the biomechanical differences between rigid structures and soft tissues, which compromises registration accuracy, especially during significant bone displacements. Method To address this issue, we introduce RE-Reg, a rigid-elastic CT-CBCT image registration framework that jointly learns rigid bone motion and soft tissue deformation. RE-Reg incorporates a rigid alignment(RA) module to estimate global bone motion and an elastic deformation(ED) module to model soft tissue deformation, preserving bony structures through bone shape preservation(BSP) loss. Result Our comprehensive evaluation on publicly available datasets demonstrates that RE-Reg significantly outperforms existing methods in terms of registration accuracy and rigid bone structure preservation, achieving a 1.3% improvement in Dice similarity coefficient(DSC) and a 23% reduction in rigid bone deformation(%Δvol) compared with the best baseline. Conclusion This framework not only enhances anatomical fidelity but also ensures biomechanical plausibility and provides a valuable tool for image-guided orthopedic surgery. This code is available athttps://github.com/Zq-Huang/RE-Reg. 展开更多
关键词 Orthopedic surgery Image registration CT-CBCT rigid motion Elastic deformation
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Rigid urea-based structures drive analysis of chiral amino acids
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作者 Yanhui Zhong Peisi Xie +8 位作者 Chengyi Xie Lei Guo Weiwei Chen Shuyi Wang Xiaoxiao Wang Fuyue Wang Zian Lin Gongke Li Zongwei Cai 《Chinese Chemical Letters》 2026年第2期735-740,共6页
Chiral amino acids(AAs)serve as essential building blocks of proteins and play vital physiological roles in living organisms.To achieve accurate,rapid,and high-throughput analysis of chiral AAs,this work proposed a me... Chiral amino acids(AAs)serve as essential building blocks of proteins and play vital physiological roles in living organisms.To achieve accurate,rapid,and high-throughput analysis of chiral AAs,this work proposed a methylbenzyl isocyanate(MBIC)derivatization strategy coupled with ultra-high performance liquid chromatography-mass spectrometry or trapped ion mobility spectrometry-mass spectrometry.The integration of a chiral carbon atom with a rigid urea-based structure can significantly enhance the separation of chiral MBIC-labeled AA enantiomers.This phenomenon can be attributed to the labeled l-AAs allow the carboxyl group to form intramolecular hydrogen bonds with the amino group in the rigid urea-based structure,whereas labeled d-AAs are unable to form such bonds.The method based on MBIC derivatization coupled with ultra-performance liquid chromatography-tandem mass spectrometry achieved simultaneous separation of 19 pairs of chiral AAs using only a C18 column within 30 min,enabling quantitatively detect twelve types of chiral AAs in the serum of healthy humans and Parkinson's patients.The distribution of twenty-four chiral AAs is observed in mouse brain using MBIC labeling-based matrix-assisted laser desorption/ionization-trapped ion mobility spectrometry-mass spectrometry imaging without prior separation.Our work elucidates the principles governing the separation of chiral AAs using derivatization methods,providing valuable guidance for the separation of chiral compounds. 展开更多
关键词 Chiral amino acids rigid urea-based structures Intramolecular hydrogen bonds UPLC-MS MALDI-TIMS-MS
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Comparison of Burrowing-Out Performance and Efficiency Between Dual-Anchor and Extension-Contraction Soft Robots
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作者 HUANG Xin HE Jia +2 位作者 WANG Hao YAN Fengyuan KOU Hailei 《Journal of Ocean University of China》 2026年第1期133-149,共17页
In this research,a comparative analysis was conducted on the performance and efficiency of the dual-anchor soft robot(DASR)and the extension-contraction soft robot(ECSR).These robots were constructed by imitating the ... In this research,a comparative analysis was conducted on the performance and efficiency of the dual-anchor soft robot(DASR)and the extension-contraction soft robot(ECSR).These robots were constructed by imitating the locomotion of razor clams.The penetration force for extension actuators and the anchorage force for expansion actuators in dry sand with distinct relative densities were tested by differentiating input air pressure and length-to-diameter ratios(λ).On the basis of the findings,a DASR and an ECSR were developed.DASR comprised two expansion actuators as the head and the tail segments at two ends,and one extension actuator as the middle segment.ECSR was composed of an extension actuator.A method based on the force equilibrium was introduced to ascertain and adjust the geometric parameters(length of each segment)of DASR.The burrowing-out performance and efficiency of DASR and ECSR in sands with distinct relative densities were explored.The results revealed that DASR exhibited high efficiency in dense sand in terms of lower time of burrowing-out,slip-to-advancement ratio,and cost of transport.ECSR might perform better in looser sand in terms of higher average burrowing-out velocity,higher advancement in each cycle,and lower energy consumption.However,it had larger slips than DASR.DASR could realize steady advancement and net displacement in each cycle and effectively decrease slips.These findings demonstrate the benefits and usability of the dual-anchor motion and offer new insights into the application of the dual-anchor mechanism in the burrowing of robots. 展开更多
关键词 razor clam soft robots self-burrowing sand soil investigation
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Influence of Soft Segment Length on the Dielectric Polarization Behavior of Ketal-containing Polyurethane Elastomer
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作者 Xue Mei Wan Lu +6 位作者 Jian-Rong Dong Ke-Heng Pan Jun-Jie Tan Hong-Ye Yan Jun Wu Yu Zhou Hong-Xiang Chen 《Chinese Journal of Polymer Science》 2026年第1期189-197,I0015,共10页
Polyurethane elastomers exhibit high dielectric constants owing to their polar groups,and can be used as energy storage capacitors.Energy storage depends not only on the dielectric constant but also on the dielectric ... Polyurethane elastomers exhibit high dielectric constants owing to their polar groups,and can be used as energy storage capacitors.Energy storage depends not only on the dielectric constant but also on the dielectric loss.However,the relationship between chain structure and dielectric properties is not yet clear.Ketal-containing crosslinked polyurethane elastomers were prepared using cyclic ketal diol as a chain extender.The effect of the soft segment length on the dielectric properties and energy storage was investigated.The cause of the change in the dipolar polarization with the soft segment length was analyzed.As the soft segment length increased,the hard-soft hydrogen bonding decreased,whereas the hard-hard hydrogen bonding increased.Under the action of an electric field,the polar bonds in the ketal-containing polyurethane elastomer overcome the hydrogen bonding between hard-soft segments to produce polarization;meanwhile,they also experience crankshaft motions to generate polarization.The former has a relatively high relaxation activation energy of approximately 10-20 k J·mol^(-1),resulting in a large dielectric loss.The latter has a relatively low relaxation activation energy,approximately 0.7-1.7 kJ·mol^(-1),leading to low dielectric loss.As a result,the dielectric constant showed a decreasing trend,and the dielectric loss gradually decreased.This study provides a theoretical foundation for improving the dielectric properties of polyurethane elastomers. 展开更多
关键词 Dielectric polarization Polyurethane elastomer soft segment length Intermolecular interaction
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Experimental study on dynamic characteristics and microstructure of lacustrine soft clay
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作者 Zhu Haoyang Li Yurun Zhang Jingjuan 《Earthquake Engineering and Engineering Vibration》 2026年第1期55-70,共16页
In this study,the dynamic characteristics and microstructures of lacustrine soft clays were studied.Dynamic character tests were conducted on undisturbed,remolded,and saturated lacustrine soft clays,using a dynamic tr... In this study,the dynamic characteristics and microstructures of lacustrine soft clays were studied.Dynamic character tests were conducted on undisturbed,remolded,and saturated lacustrine soft clays,using a dynamic triaxial tester.A scanning electron microscope(SEM)was employed to assess the soil samples after dynamic testing.The results indicate that the dynamic characteristics of lacustrine soft clay were significantly affected by confining pressure and water content.A quantitative relationship was established among confining pressures,water content,and the dynamic shear modulus ratio.The dynamic characteristic parameters of undisturbed,remolded and saturated soil are obviously different,and the original structure can enhance the shear strength of soil.By comparing the results with those from other studies,we found that the dynamic characters of soft clays were considerably varied in different regions,and lacustrine soft clays had a larger dynamic shear modulus ratio and a smaller damping ratio when the dynamic shear strain was large.Using IPP software to process the microstructural images,we found that the soil was dominated by small pores and medium particles,and the roundness of pores and particles had an apparently positive correlation with the maximum diameter.Moreover,the pores and particles of the soil showed fractal characteristics and directionality,and the fractal dimensions and probability entropy were strongly correlated with the macrostructural parameters.Finally,we developed a prediction model for macrostructural and microstructural parameters. 展开更多
关键词 lacustrine soft clay dynamic characteristic structural parameter MICROSTRUCTURE probability entropy
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Learning-Based Prediction of Soft-Tissue Motion for Latency Compensation in Teleoperation
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作者 Guangyu Xu Yuxin Liu +4 位作者 Bo Yang Siyu Lu Chao Liu Junmin Lyu Wenfeng Zheng 《Computer Modeling in Engineering & Sciences》 2026年第1期1051-1074,共24页
Soft-tissue motion introduces significant challenges in robotic teleoperation,especially in medical scenarios where precise target tracking is critical.Latency across sensing,computation,and actuation chains leads to ... Soft-tissue motion introduces significant challenges in robotic teleoperation,especially in medical scenarios where precise target tracking is critical.Latency across sensing,computation,and actuation chains leads to degraded tracking performance,particularly around high-acceleration segments and trajectory inflection points.This study investigates machine learning-based predictive compensation for latency mitigation in soft-tissue tracking.Three models—autoregressive(AR),long short-term memory(LSTM),and temporal convolutional network(TCN)—were implemented and evaluated on both synthetic and real datasets.By aligning the prediction horizon with the end-to-end system delay,we demonstrate that prediction-based compensation significantly reduces tracking errors.Among the models,TCN achieved superior robustness and accuracy on complex motion patterns,particularly in multi-step prediction tasks,and exhibited better latency–horizon compatibility.The results suggest that TCN is a promising candidate for real-time latency compensation in teleoperated robotic systems involving dynamic soft-tissue interaction. 展开更多
关键词 Medical robotics TELEOPERATION soft tissue tracking motion prediction real-time control
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Bio-inspired magnetic soft robots with omnidirectional climbing for multifunctional biomedical applications
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作者 Ruomeng Xu Xianli Wang +2 位作者 Yuanhe Chen Lap Mou Tam Qingsong Xu 《International Journal of Extreme Manufacturing》 2026年第1期685-695,共11页
In recent years,the rising incidence of gastrointestinal(GI)cancer has triggered an urgent need for effective early intervention strategies.Traditional endoscopic techniques often cause patient discomfort,and it is di... In recent years,the rising incidence of gastrointestinal(GI)cancer has triggered an urgent need for effective early intervention strategies.Traditional endoscopic techniques often cause patient discomfort,and it is difficult to navigate deep regions of complex organ structures.This work proposes a kind of bio-inspired magnetic soft robot(BMSR)to address these challenges.The design of the BMSRs is inspired by the rolling motion of the golden wheel spider.Two six-degree-of-freedom(6-DOF)robotic arms are used,where one arm is responsible for real-time manipulation of the BMSRs,and the other is dedicated to monitoring their status.Under the actuation of an external rotating magnetic field,the BMSRs can flexibly climb on inclined surfaces at any angle,involving the inverted surface.Through the powerful output force,the BMSRs can overcome the mobility barrier induced by different human organs,including mucus,folds,and height differences of up to 8 cm.Such an exceptional mobility enables the BMSRs to deliver drugs in the targeted complex GI environment.Moreover,in combination with an endoscope,it provides real-time visual feedback for precise navigation.In vitro animal experiments validate the feasibility of BMSRs,paving a way for their usage in minimally invasive GI treatment.This work advances the potential applications of magnetic soft robots in the biomedical field. 展开更多
关键词 magnetic millirobots magnetic actuation medical robotics soft robots bio-inspired robots
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Pile installation effects in natural soft clays:A semi-analytical solution using strain path method
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作者 Liang Li Pan Zhou +3 位作者 Jingpei Li Seyedmohsen Miraei Peng Feng Mingdong Wei 《Journal of Rock Mechanics and Geotechnical Engineering》 2026年第1期728-744,共17页
This paper develops a semi-analytical solution for pile penetration in natural soft clays using the strain path method(SPM).The stress-strain behavior of soils is characterized by the S-CLAY1S model,which can capture ... This paper develops a semi-analytical solution for pile penetration in natural soft clays using the strain path method(SPM).The stress-strain behavior of soils is characterized by the S-CLAY1S model,which can capture the anisotropic evolution and destructuring nature of soft clays.By integrating the S-CLAY1S model into the theoretical framework of the SPM,a set of ordinary differential equations is formulated with respect to the vertical coordinate of soil particles.The distribution of excess pore water pressure(EPWP)following pile installation is approximated through one-dimensional(1D)radial integration around the pile shaft.The distribution of stresses and EPWP,along with the evolution of fabric anisotropy within the soil surrounding the pile,is presented to illustrate the response of pile penetration in natural soft clays.The proposed solution is validated against existing theoretical solutions using the SPM and cavity expansion method(CEM),along with experimental data.The findings demonstrate that the SPM reveals lower radial effective stresses and EPWP at the pile shaft than that of CEM.Pile penetration alters the soil's anisotropic properties,inducing rotational hardening and affecting post-installation stress distribution.Soil destructuration eliminates bonding among particles near the pile,resulting in a complete disruption of soil structure at the pile surface,which is particularly pronounced for higher initial soil structure ratios.Minimal variation was observed in the three principal stresses and shear stress on the cone side surface as the angle increased from 18°to 60°,except for a slight reduction in EPWP. 展开更多
关键词 Pile penetration Strain path method Natural soft clays Anisotropy evolution Destructuration
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Dynamic Network‑and Microcellular Architecture‑Driven Biomass Elastomer toward Sustainable and Versatile Soft Electronics
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作者 Shanqiu Liu Yi Shen +5 位作者 Yizhen Li Yunjie Mo Enze Yu Taotao Ge Ping Li Jingguo Li 《Nano-Micro Letters》 2026年第3期368-387,共20页
Conductive elastomers combining micromechanical sensitivity,lightweight adaptability,and environmental sustainability are critically needed for advanced flexible electronics requiring precise responsiveness and long-t... Conductive elastomers combining micromechanical sensitivity,lightweight adaptability,and environmental sustainability are critically needed for advanced flexible electronics requiring precise responsiveness and long-term wearability;however,the integration of these properties remains a significant challenge.Here,we present a biomass-derived conductive elastomer featuring a rationally engineered dynamic crosslinked network integrated with a tunable microporous architecture.This structural design imparts pronounced micromechanical sensitivity,an ultralow density(~0.25 g cm^(−3)),and superior mechanical compliance for adaptive deformation.Moreover,the unique micro-spring effect derived from the porous architecture ensures exceptional stretchability(>500%elongation at break)and superior resilience,delivering immediate and stable electrical response under both subtle(<1%)and large(>200%)mechanical stimuli.Intrinsic dynamic interactions endow the elastomer with efficient room temperature self-healing and complete recyclability without compromising performance.First-principles simulations clarify the mechanisms behind micropore formation and the resulting functionality.Beyond its facile and mild fabrication process,this work establishes a scalable route toward high-performance,sustainable conductive elastomers tailored for next-generation soft electronics. 展开更多
关键词 Bio-based conductive elastomers Dynamic covalent chemistry Micromechanical sensitivity soft electronics
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Fuel-Powered Soft Actuators:Emerging Strategies for Autonomous and Miniaturized Robots
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作者 Cheng Zhou Zhoutao Li +9 位作者 Hailong Wei Guorong Zhang Fengrui Zhang Xiaoshuang Zhou Hongwei Hu Guanggui Cheng Jianning Ding Shi Hyeong Kim Ray H.Baughman Xinghao Hu 《Nano-Micro Letters》 2026年第4期598-620,共23页
Soft actuators,capable of producing mechanical work in response to external stimuli,have potential applications in robotics and exoskeletons.However,they face major challenges related to energy supply,especially in lo... Soft actuators,capable of producing mechanical work in response to external stimuli,have potential applications in robotics and exoskeletons.However,they face major challenges related to energy supply,especially in long-distance and miniaturized environments.Fuel-driven actuators offer a promising solution by enabling the conversion of chemical energy into mechanical energy,supporting selfsustaining operations.Chemical energy from fuel can be converted into mechanical energy either directly or indirectly through methods such as electron transfer-induced charge injection,structural changes,fuel-to-electricity conversion,fuel combustioninduced heat,or fuel-induced pneumatic actuation.This paper provides a comprehensive review of recent developments in fuel-powered actuators,covering their fundamental principles,advancements,and challenges.It concludes with an outlook for miniaturized and autonomous robots,highlighting the great potential of integrating fuel-powered actuators. 展开更多
关键词 Fuel-powered soft actuators Fuel electrochemical actuators Fuel thermal actuators Fuel-pneumatic actuators
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A Decade of Soft Robotic Manipulators:Advances in Design,Modeling,Control,and Emerging Challenges
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作者 Elsayed Atif Aner Omar M.Shehata +1 位作者 Mohammed Ibrahim Awad Nancy E.ElHady 《Journal of Bionic Engineering》 2026年第1期55-98,共44页
Soft robotic manipulators represent a rapidly evolving field characterized by inherent compliance,adaptability,and safe interactions within unstructured environments.Over the past decade(2015-2025),significant advance... Soft robotic manipulators represent a rapidly evolving field characterized by inherent compliance,adaptability,and safe interactions within unstructured environments.Over the past decade(2015-2025),significant advancements have trans-formed their capabilities through novel designs inspired by biological systems,advanced modeling frameworks,sophisti-cated control strategies,and integration into diverse real-world applications.Recent innovations in multifunctional mate-rials and emerging actuation technologies have markedly expanded manipulator performance,reliability,and dexterity.Concurrently,developments in modeling have progressed from simplified geometric methods toward highly accurate physics-based and hybrid data-driven approaches,substantially improving real-time prediction and controllability.Coupled with these developments,adaptive and robust control strategies-including learning-based techniques-have enabled unprec-edented autonomy and precision in challenging application domains such as Minimally Invasive Surgery(MIS),precision agriculture,deep-sea exploration,disaster recovery,and space missions.Despite these remarkable strides,key challenges remain,notably regarding scalability,long-term material durability,robust integrated sensing,and standardized evaluation procedures.This review comprehensively synthesizes recent advances,critically evaluates state-of-the-art methodologies,and systematically identifies existing gaps to provide a clear roadmap and targeted research directions,guiding future developments toward the broader adoption and optimal utilization of soft robotic manipulators. 展开更多
关键词 soft robotics Continuum manipulators Compliant actuation Smart functional materials Modeling and control Bio-inspired design
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Attention-enhanced multi-time scale LSTM for soft sensor modeling of corn starch liquefaction
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作者 Yu Zhuang Zhongyi Zhang +5 位作者 Jin Tao Yi Li Fan Li Yu Wang Lei Zhang Jian Du 《Chinese Journal of Chemical Engineering》 2026年第1期132-144,共13页
Data-driven deep learning modeling has been increasingly applied to quality prediction in complex chemical processes.However,the data show complex temporal features due to different residence times and strong coupling... Data-driven deep learning modeling has been increasingly applied to quality prediction in complex chemical processes.However,the data show complex temporal features due to different residence times and strong coupling relationships among chemical entities.This study proposes a multi-scale temporal feature extraction module to extract local dynamic temporal features across different time scales and combines it with long short-term memory(LSTM)networks to capture global temporal patterns,thereby taking full advantage of available data.In addition,variable-wise channel attention is integrated into the model to enhance attention on the essential parts of the feature maps and improve predictive performance.Furthermore,by analyzing the attention weights,the model quickly identifies the key variables that significantly affect the predictions.Finally,the model is applied to a real corn starch liquefaction process and achieves an accurate product quality prediction with an R^(2) value of 0.9392,which represents a 4%to 9%improvement over traditional models and demonstrates the superiority of the proposed approach. 展开更多
关键词 Multi-scale dilated causal convolution Neural networks soft sensor Systems engineering attention mechanism Biochemical engineering
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Mechanical properties and mechanisms of soft clay treated by all-industrial by-product binder in alkali-sulfate activating framework
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作者 Dongxing Wang Sichen Li +3 位作者 Yalei Wu Jun Hu Shu Lin Yongzhi Zhao 《Journal of Rock Mechanics and Geotechnical Engineering》 2026年第1期745-760,共16页
Soft clay treatment with all industrial by-product(IBP)binder has great economic and environmental benefits,yet its geomechanics and mechanisms still need to be well probed.With the activation by calcium carbide resid... Soft clay treatment with all industrial by-product(IBP)binder has great economic and environmental benefits,yet its geomechanics and mechanisms still need to be well probed.With the activation by calcium carbide residue(CCR)and phosphogypsum(PG),the strength,structure,and mechanisms of soft clay treated by aluminosilicate-rich IBP(AS-IBP,such as ground granulated blast furnace slag(GGBS),fly ash(FA),coal gangue(CG),Bayer red mud(BR),and sintered red mud(SR))are comparatively investigated.The strength characteristics of solidified clay exhibit significant differences as AS-IBP changes.When GGBS is adopted,the strength is sensitive to the change in PG content,while the impact of CCR is insignificant.After 90 d,the strength of the optimal sample(G23)reaches 1.40 MPa,35.9%higher than cement solidified clay(CSC),while that achieved by other AS-IBPs is less than 0.3 MPa.In the compression test,the structure's evolutionary trend of G23 has a sudden change as the strength increases from 1.81 MPa to 2.29 MPa,suggesting the transformation in material properties.Besides,the structure of G23 is stronger than CSC,which contributes more to the compressive performance.The total amount of main products(C-S-H and ettringite)of all-IBP solidified clay determines the strength,and ettringite is only significant when calcium-rich AS-IBP is adopted.The total amount of minor products(C-A-H and C-A-S-H)is similar for different samples,equivalent to 28.9%-46.3%of the main products.The relationship between the strength and the product amount can be presented using an exponential function. 展开更多
关键词 soft clay Industrial by-products(IBPs) Unconfined compressive strength(UCS) Structural behavior Microscopic mechanism
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Dynamic improvement and reliability enhancement of a high speed on/off valve based on pre-excitation soft switching control
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作者 Qi ZHONG Weihang ZHOU +3 位作者 Enguang XU Junxian WANG Xiaohang SHAN Huayong YANG 《Chinese Journal of Aeronautics》 2026年第2期582-592,共11页
High Speed on/off Valve(HSV)is an essential component in Aerospace Digital Hydraulic Systems(ADHS),which impose stringent requirements on the dynamic performance and reliability of HSV due to the extreme application e... High Speed on/off Valve(HSV)is an essential component in Aerospace Digital Hydraulic Systems(ADHS),which impose stringent requirements on the dynamic performance and reliability of HSV due to the extreme application environments.However,the faster dynamic leads to increased impact between the spool and valve body,causing severe vibration and wear,which creates a conflict between rapid dynamic and high reliability.To address this problem,a Pre-Excitation Soft Switching Control(PESSC)with both pre-excitation and reverse deceleration functionalities is proposed.The initial current is optimized through pre-excitation to accelerate the opening time,while the application of reverse voltage hastens the decline of electromagnetic force,thereby reducing the spool velocity.The PESSC simultaneously achieves both faster dynamic performance and smaller impact velocity.Moreover,the optimal deceleration voltage parameters are obtained through multi-objective optimization.Experimental results demonstrate that the optimized PESSC shortens the opening time from 2.22 ms to 1.65 ms,reduces the impact velocity by 58.3%,and lowers wear by 55.4%.These findings underline the huge potential of PESSC in enhancing the dynamic performance and reliability of HSVs,offering promising applications in aerospace. 展开更多
关键词 Dynamic response High speed on/off valve Impact velocity Multi-objective optimization Pre-excitation soft switching
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Ultralow dark current soft X-ray detectors based on lead-free double perovskite Cs_(2)AgBiBr_(6)
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作者 Long Cheng Lijuan Huang +15 位作者 Mulin Sun Ying Meng Yuan Li Tianyu Liu Pengju Tan Mingzhu Hu Huaqing Yang Xiaolan Ma Shunjie Yu Xiaohu Hou Yong Guan Junfa Zhu Xiaosong Liu Yu Li Shibing Long Qin Hu 《Journal of Semiconductors》 2026年第1期109-116,共8页
Soft X-ray detectors play a vital role in materials science,high-energy physics and medical imaging.Cs_(2)AgBiBr_(6),a lead-free double perovskite,has gained attention for its excellent optoelectronic properties,stabi... Soft X-ray detectors play a vital role in materials science,high-energy physics and medical imaging.Cs_(2)AgBiBr_(6),a lead-free double perovskite,has gained attention for its excellent optoelectronic properties,stability,and nontoxicity.However,its fast crystallization and requirement for high-temperature annealing(>250℃)often lead to inferior film quality,limiting its application in flexible devices.This study introduces an alloying strategy that significantly improves the quality of Cs_(2)AgBiBr_(6)thin films annealed at a reduced temperature of 150℃.Devices based on the alloyed thin films exhibit an ultra-low dark current of 0.32 nA·cm^(-2)and a quantum efficiency of 725%.Furthermore,the first successful integration of Cs_(2)AgBiBr_(6)with a thinfilm transistor backplane demonstrates its superior imaging performance,indicating that Cs_(2)AgBiBr_(6)is a promising material for next-generation soft X-ray sensors. 展开更多
关键词 soft X-ray detector lead-free double perovskite Cs_(2)AgBiBr_(6) ALLOYING IMAGING
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