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Flexible physical sensors based on membranes:from design to application
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作者 Liwei Lin Changqing Wu +9 位作者 Youfeng Cui minghao pan Ning Fang Man Zhou Yuzhe Zhang Wang Zhang Zhongyu Li Ziyao Zhou Yuanzhe Piao Sun-Ha Paek 《International Journal of Extreme Manufacturing》 2025年第2期270-308,共39页
The flexible physical sensors have the advantage of pliability and extensibility and can be easily twisted or curved.The development of flexibility from rigidity has significantly increased the application situations ... The flexible physical sensors have the advantage of pliability and extensibility and can be easily twisted or curved.The development of flexibility from rigidity has significantly increased the application situations for sensors,especially in intelligent robots,tactile platforms,wearable medical sensors,bionic devices,and other fields.The research of membrane-based flexible physical sensors relies on the development of advanced materials and technologies,which have been derived from a wide range of applications.Various technical methods and principles have gradually matured according to the different applications and materials used.The first section of this review discusses membrane substrates and functional materials,summarizing the development of flexible physical sensors.According to the technical sensing principles,the review is concerned with the state of research on physical sensing platforms.Lastly,the difficulties and chances for the design of emerging membrane-based flexible physical sensors in the coming years are presented. 展开更多
关键词 flexible membrane active materials physical sensing platforms non-self-powered sensors self-powered sensors
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ENHANCING RAINFALL-RUNOFF POLLUTION MODELING BY INCORPORATION OF NEGLECTED PHYSICAL PROCESSES
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作者 Mingjin CHENG Xin LIU +4 位作者 Han XIAO Fang WANG minghao pan Zengwei YUAN Hu SHENG 《Frontiers of Agricultural Science and Engineering》 CSCD 2023年第4期553-565,共13页
The growing need to mitigate rainfall-runoff pollution,especially first flush,calls for accurate quantification of pollution load and the refined understanding of its spatial-temporal variation.The wash-off model has ... The growing need to mitigate rainfall-runoff pollution,especially first flush,calls for accurate quantification of pollution load and the refined understanding of its spatial-temporal variation.The wash-off model has advantages in modeling rainfall-runoff pollution due to the inclusion of two key physical processes,build-up and wash-off.However,this disregards pollution load from wet precipitation and the relationship between rainfall and runoff,leading to uncertainties in model outputs.This study integrated the Soil Conservation Service curve number(SCS-CN)into the wash-off model and added pollutant load from wet precipitation to enhance the rainfall-runoff pollution modeling.The enhanced wash-off model was validated in a typical rural-residential area.The results showed that the model performed better than the established wash-off model and the commonly-used event mean concentrations method,and identified two different modes of pollution characteristics dominated by land pollution and rainfall pollution,respectively.In addition,the model simulated more accurate pollutant concentrations at high-temporal-resolution.From this,it was found that 12%of the total runoff contained 80%to 95%of the total load for chemical oxygen demand,total N,and total P,whereas it contained only 15%of the total load for NH4+-N.The enhanced model can provide deeper insights into non-point pollution mitigation. 展开更多
关键词 Erhai Lake field experiment non-point source pollutionn load rainfall runoff wash-off model
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