Spike-based neural networks,which use spikes or action potentialsto represent information,have gained a lot of attention because of their high energyefficiency and low power consumption.To fully leverage its advantage...Spike-based neural networks,which use spikes or action potentialsto represent information,have gained a lot of attention because of their high energyefficiency and low power consumption.To fully leverage its advantages,convertingthe external analog signals to spikes is an essential prerequisite.Conventionalapproaches including analog-to-digital converters or ring oscillators,and sensorssuffer from high power and area costs.Recent efforts are devoted to constructingartificial sensory neurons based on emerging devices inspired by the biologicalsensory system.They can simultaneously perform sensing and spike conversion,overcoming the deficiencies of traditional sensory systems.This review summarizesand benchmarks the recent progress of artificial sensory neurons.It starts with thepresentation of various mechanisms of biological signal transduction,followed bythe systematic introduction of the emerging devices employed for artificial sensoryneurons.Furthermore,the implementations with different perceptual capabilitiesare briefly outlined and the key metrics and potential applications are also provided.Finally,we highlight the challenges and perspectives for the future development of artificial sensory neurons.展开更多
The hexagonal （h）-WO3-Cr2o3 nanocomposites with different W/Cr molar ratio of 4：1,10：1 and 40：1 were prepared by a facile two-step hydrothermal method, and its gas sensing properties were investigated under optim...The hexagonal （h）-WO3-Cr2o3 nanocomposites with different W/Cr molar ratio of 4：1,10：1 and 40：1 were prepared by a facile two-step hydrothermal method, and its gas sensing properties were investigated under optimum working temperature. X-ray diffraction （XRD）, scanning electron microscopy （SEM）, transmission electron microscopy （TEM）, high resolution transmission electron microscopy （HRTEM） were used to characterize the morphology, microstructure and crystallinity of the as-synthesized samples. The hexagonal WO3 nanorods show a better crystallinity than Cr2O3 nanoparticles. When the molar ratio of W/Cr is 10：1, the hexagonal WO3-Cr2O3 nanocomposite shows obvious selectivity toward 2-butanone at 205℃ compared with other typical reducing gases, and the response value to 100 ppm 2- butanone can reach 5.6. However, there is no selectivity toward 2-butanone when the Cr/W molar ratio is 1：4 and 1：40. Furthermore, hexagonal WO3-Cr2O3 nanocomposites have a short response and recovery time to 5ppm 2-butanone, which is lOs and 80s, respectively. The measured results indicate that hexagonal WO3-Cr2O3 nanocomposite is a potential gas sensing material for monitoring volatile organic compounds （VOCs）.展开更多
“Life”represents a distinctive attribute inherent to organisms in nature,evident in their capacity to actively adapt to changes in their environment.In contrast to the static and intricate constructs of additive man...“Life”represents a distinctive attribute inherent to organisms in nature,evident in their capacity to actively adapt to changes in their environment.In contrast to the static and intricate constructs of additive manufacturing(AM),the dynamic structure of 4D printing(4DP)adeptly integrates AM technology,responsive mechanisms,and external stimuli,imbuing it with a semblance of“life.”This fusion significantly broadens its functional applica-tions across biomedicine,actuators,and metamaterials.The escalating demand across diverse fields necessitates heightened criteria for 4DP,encompassing rapid response,multi-stimulus response,large shape change,and specific mechanical properties(e.g.,high strength,high modulus)capable of accommodating varying environ-mental conditions.In recent years,shape memory polymers(SMPs)have garnered increasing attention among 4DP researchers due to their ease of design and preprogramming at the molecular level,facilitating controlled transformations along predictable pathways.However,4DP of high-strength SMPs,as an indispensable part of the high-performance field,is full of challenges because the intrinsic properties of the raw materials are not well compatible with the printing principle and the printed configuration is not flexible enough.Consequently,this paper provides a concise overview of the response mechanisms and applications of five prominent high-strength SMPs utilized in 4DP:epoxy resin,poly(ether-ether-ketone),polyimide,polylactic acid,and polyurethane.Ad-ditionally,it delves into the associated challenges and prospects,offering researchers valuable insights into the potential value of high-strength SMPs within the domain of 4DP.展开更多
Fabric composites are widely employed in self-lubricating bearing liners as solid lubrication materials.Although the tribological behaviors of fabric composites have been extensively studied,the cryogenic tribological...Fabric composites are widely employed in self-lubricating bearing liners as solid lubrication materials.Although the tribological behaviors of fabric composites have been extensively studied,the cryogenic tribological properties and mechanisms have been scarcely reported and are largely unclear to instruct material design for aerospace and other high-tech applications.Herein,the tribological properties of polytetrafluoroethylene(PTFE)-based hybrid-fabric composites were investigated at cryogenic and ambient temperatures in the form of pin-on-disk friction under heavy loads.The results suggest that the friction coefficients of the hybrid-fabric composites obviously increase with a decrease in wear when the temperature drops from 25 to−150°C.Moreover,thermoplastic polyetherimide(PEI),as an adhesive for fabric composites,has better cryogenic lubrication performance than thermosetting phenol formaldehyde(PF)resin,which can be attributed to the flexible chemical structure of PEI.The excellent lubrication performance of hybrid-fabric composites is attributed to the transfer film formed by PTFE fibers on the surface of fabrics.展开更多
High-performance polymer friction materials with tunable tribological behavior to fit varied work conditions remain a challenge of widespread interest for a variety of applications.Shape memory polymer exhibits morphi...High-performance polymer friction materials with tunable tribological behavior to fit varied work conditions remain a challenge of widespread interest for a variety of applications.Shape memory polymer exhibits morphing and modulus changing over temperature changing provides a promising material to adjust the friction process.Herein,we investigated the tribological properties of shape memory cyanate ester(SMCE)under different conditions.The SMCE exhibits the tribological behavior of good friction material with stable high coefficient of friction(COF)and a low wear rate.Besides,the COF increases and wear rate decreases with the temperature increasing show the tunable friction property of the SMCE.We propose a new model of wear-compensation through shape recovery to explain the adjustable friction behavior of thermal-responsive polymer from the aspect of shape recovery and energy conversion.This study provides a high-performance friction material and paves the route for the application of shape memory polymer(SMP)in tribology field with tunable property.展开更多
基金supported by the Key-Area Research and Development Program of Guangdong Province(Grants No.2021B0909060002)National Natural Science Foundation of China(Grants No.62204219,62204140)Major Program of Natural Science Foundation of Zhejiang Province(Grants No.LDT23F0401).
文摘Spike-based neural networks,which use spikes or action potentialsto represent information,have gained a lot of attention because of their high energyefficiency and low power consumption.To fully leverage its advantages,convertingthe external analog signals to spikes is an essential prerequisite.Conventionalapproaches including analog-to-digital converters or ring oscillators,and sensorssuffer from high power and area costs.Recent efforts are devoted to constructingartificial sensory neurons based on emerging devices inspired by the biologicalsensory system.They can simultaneously perform sensing and spike conversion,overcoming the deficiencies of traditional sensory systems.This review summarizesand benchmarks the recent progress of artificial sensory neurons.It starts with thepresentation of various mechanisms of biological signal transduction,followed bythe systematic introduction of the emerging devices employed for artificial sensoryneurons.Furthermore,the implementations with different perceptual capabilitiesare briefly outlined and the key metrics and potential applications are also provided.Finally,we highlight the challenges and perspectives for the future development of artificial sensory neurons.
基金supported by the National Natural Science Foundation of China(Nos. 21303118, 51573137)the Doctor Projectfor Young Teachers of Ministry of Education(No. 20130032120003)the Seed Foundation of Tianjin University(No. 1501)
文摘The hexagonal （h）-WO3-Cr2o3 nanocomposites with different W/Cr molar ratio of 4：1,10：1 and 40：1 were prepared by a facile two-step hydrothermal method, and its gas sensing properties were investigated under optimum working temperature. X-ray diffraction （XRD）, scanning electron microscopy （SEM）, transmission electron microscopy （TEM）, high resolution transmission electron microscopy （HRTEM） were used to characterize the morphology, microstructure and crystallinity of the as-synthesized samples. The hexagonal WO3 nanorods show a better crystallinity than Cr2O3 nanoparticles. When the molar ratio of W/Cr is 10：1, the hexagonal WO3-Cr2O3 nanocomposite shows obvious selectivity toward 2-butanone at 205℃ compared with other typical reducing gases, and the response value to 100 ppm 2- butanone can reach 5.6. However, there is no selectivity toward 2-butanone when the Cr/W molar ratio is 1：4 and 1：40. Furthermore, hexagonal WO3-Cr2O3 nanocomposites have a short response and recovery time to 5ppm 2-butanone, which is lOs and 80s, respectively. The measured results indicate that hexagonal WO3-Cr2O3 nanocomposite is a potential gas sensing material for monitoring volatile organic compounds （VOCs）.
基金supported by National Natural Science Foundation of China(Grant Nos.51935012,52005481)LICP Cooperation Foundation for Young Scholars(Grant No.HZJJ22-11)+1 种基金Strategic Priority Research Program of the Chinese Academy of Sciences(Grant No.XDB0470303)Major Program of the Lanzhou Institute of Chemical Physics,CAS(Grant No.ZYFZFX-7).
文摘“Life”represents a distinctive attribute inherent to organisms in nature,evident in their capacity to actively adapt to changes in their environment.In contrast to the static and intricate constructs of additive manufacturing(AM),the dynamic structure of 4D printing(4DP)adeptly integrates AM technology,responsive mechanisms,and external stimuli,imbuing it with a semblance of“life.”This fusion significantly broadens its functional applica-tions across biomedicine,actuators,and metamaterials.The escalating demand across diverse fields necessitates heightened criteria for 4DP,encompassing rapid response,multi-stimulus response,large shape change,and specific mechanical properties(e.g.,high strength,high modulus)capable of accommodating varying environ-mental conditions.In recent years,shape memory polymers(SMPs)have garnered increasing attention among 4DP researchers due to their ease of design and preprogramming at the molecular level,facilitating controlled transformations along predictable pathways.However,4DP of high-strength SMPs,as an indispensable part of the high-performance field,is full of challenges because the intrinsic properties of the raw materials are not well compatible with the printing principle and the printed configuration is not flexible enough.Consequently,this paper provides a concise overview of the response mechanisms and applications of five prominent high-strength SMPs utilized in 4DP:epoxy resin,poly(ether-ether-ketone),polyimide,polylactic acid,and polyurethane.Ad-ditionally,it delves into the associated challenges and prospects,offering researchers valuable insights into the potential value of high-strength SMPs within the domain of 4DP.
基金financial support of the National Natural Science Foundation of China(Grant Nos.51935006,52105224,52175119)the Foundation of Key Laboratory of National Defense Science and Technology,Chinese Academy of Sciences(Grant No.CXJJ-22S047)the Key Research Program of the Chinese Academy of Sciences(Grant No.XDPB24)were gratefully acknowledged.
文摘Fabric composites are widely employed in self-lubricating bearing liners as solid lubrication materials.Although the tribological behaviors of fabric composites have been extensively studied,the cryogenic tribological properties and mechanisms have been scarcely reported and are largely unclear to instruct material design for aerospace and other high-tech applications.Herein,the tribological properties of polytetrafluoroethylene(PTFE)-based hybrid-fabric composites were investigated at cryogenic and ambient temperatures in the form of pin-on-disk friction under heavy loads.The results suggest that the friction coefficients of the hybrid-fabric composites obviously increase with a decrease in wear when the temperature drops from 25 to−150°C.Moreover,thermoplastic polyetherimide(PEI),as an adhesive for fabric composites,has better cryogenic lubrication performance than thermosetting phenol formaldehyde(PF)resin,which can be attributed to the flexible chemical structure of PEI.The excellent lubrication performance of hybrid-fabric composites is attributed to the transfer film formed by PTFE fibers on the surface of fabrics.
基金The authors gratefully acknowledge financial support from the National Natural Science Foundation of China(51935012 and 52105223)Major Program of the Lanzhou Institute of Chemical Physics,CAS(No.ZYFZFX-7)Key Research Program of the Chinese Academy of Sciences(Grant No.XDPB24).
文摘High-performance polymer friction materials with tunable tribological behavior to fit varied work conditions remain a challenge of widespread interest for a variety of applications.Shape memory polymer exhibits morphing and modulus changing over temperature changing provides a promising material to adjust the friction process.Herein,we investigated the tribological properties of shape memory cyanate ester(SMCE)under different conditions.The SMCE exhibits the tribological behavior of good friction material with stable high coefficient of friction(COF)and a low wear rate.Besides,the COF increases and wear rate decreases with the temperature increasing show the tunable friction property of the SMCE.We propose a new model of wear-compensation through shape recovery to explain the adjustable friction behavior of thermal-responsive polymer from the aspect of shape recovery and energy conversion.This study provides a high-performance friction material and paves the route for the application of shape memory polymer(SMP)in tribology field with tunable property.
