Memristor-based neuromorphic computing shows great potential for high-speed and high-throughput signal processing applications,such as electroencephalogram(EEG)signal processing.Nonetheless,the size of one-transistor ...Memristor-based neuromorphic computing shows great potential for high-speed and high-throughput signal processing applications,such as electroencephalogram(EEG)signal processing.Nonetheless,the size of one-transistor one-resistor(1T1R)memristor arrays is limited by the non-ideality of the devices,which prevents the hardware implementation of large and complex networks.In this work,we propose the depthwise separable convolution and bidirectional gate recurrent unit(DSC-BiGRU)network,a lightweight and highly robust hybrid neural network based on 1T1R arrays that enables efficient processing of EEG signals in the temporal,frequency and spatial domains by hybridizing DSC and BiGRU blocks.The network size is reduced and the network robustness is improved while ensuring the network classification accuracy.In the simulation,the measured non-idealities of the 1T1R array are brought into the network through statistical analysis.Compared with traditional convolutional networks,the network parameters are reduced by 95%and the network classification accuracy is improved by 21%at a 95%array yield rate and 5%tolerable error.This work demonstrates that lightweight and highly robust networks based on memristor arrays hold great promise for applications that rely on low consumption and high efficiency.展开更多
Bitter(T2R)and sweet(T1R)taste receptors have been implicated in sinonasal innate immunity and in the pathophysiology of chronic rhinosinusitis(CRS).Taste receptors are expressed on several sinonasal cell types includ...Bitter(T2R)and sweet(T1R)taste receptors have been implicated in sinonasal innate immunity and in the pathophysiology of chronic rhinosinusitis(CRS).Taste receptors are expressed on several sinonasal cell types including ciliated epithelial cells and solitary chemosensory cells.Bitter agonists released by pathogenic microbes elicit a T2R dependent signaling cascade which induces the release of bactericidal nitric oxide,increases mucociliary clearance,and promotes secretion of antimicrobial peptides.Genetic variation conferred by polymorphisms in T2R related genes is associated with differential CRS susceptibility,symptomatology and post-treatment outcomes.More recently,based on our understanding of T1R and T2R function,investigators have discovered novel potential therapeutics in T2R agonists and T1R antagonists.This review will discuss bitter and sweet taste receptor function in sinonasal immunity,explore the emerging diagnostic and therapeutic implications stemming from the most recent findings,and suggest directions for future research.展开更多
基金Project supported by the National Key Research and Development Program of China(Grant No.2019YFB2205102)the National Natural Science Foundation of China(Grant Nos.61974164,62074166,61804181,62004219,62004220,and 62104256).
文摘Memristor-based neuromorphic computing shows great potential for high-speed and high-throughput signal processing applications,such as electroencephalogram(EEG)signal processing.Nonetheless,the size of one-transistor one-resistor(1T1R)memristor arrays is limited by the non-ideality of the devices,which prevents the hardware implementation of large and complex networks.In this work,we propose the depthwise separable convolution and bidirectional gate recurrent unit(DSC-BiGRU)network,a lightweight and highly robust hybrid neural network based on 1T1R arrays that enables efficient processing of EEG signals in the temporal,frequency and spatial domains by hybridizing DSC and BiGRU blocks.The network size is reduced and the network robustness is improved while ensuring the network classification accuracy.In the simulation,the measured non-idealities of the 1T1R array are brought into the network through statistical analysis.Compared with traditional convolutional networks,the network parameters are reduced by 95%and the network classification accuracy is improved by 21%at a 95%array yield rate and 5%tolerable error.This work demonstrates that lightweight and highly robust networks based on memristor arrays hold great promise for applications that rely on low consumption and high efficiency.
基金This work was supported by the National Institute on Deafness and Other Communication Disorders of the National Institutes of Health under award number R01DC013588-04S2(to IWM).
文摘Bitter(T2R)and sweet(T1R)taste receptors have been implicated in sinonasal innate immunity and in the pathophysiology of chronic rhinosinusitis(CRS).Taste receptors are expressed on several sinonasal cell types including ciliated epithelial cells and solitary chemosensory cells.Bitter agonists released by pathogenic microbes elicit a T2R dependent signaling cascade which induces the release of bactericidal nitric oxide,increases mucociliary clearance,and promotes secretion of antimicrobial peptides.Genetic variation conferred by polymorphisms in T2R related genes is associated with differential CRS susceptibility,symptomatology and post-treatment outcomes.More recently,based on our understanding of T1R and T2R function,investigators have discovered novel potential therapeutics in T2R agonists and T1R antagonists.This review will discuss bitter and sweet taste receptor function in sinonasal immunity,explore the emerging diagnostic and therapeutic implications stemming from the most recent findings,and suggest directions for future research.
