2022 IEEE 5th International Conference on Electronics Technology (ICET)最新文献_第5页

An Efficient Variation-tolerant Method for RRAM-based Neural Network 基于随机存储器的神经网络的一种有效的容差方法

2022 IEEE 5th International Conference on Electronics Technology (ICET) Pub Date : 2022-05-13 DOI: 10.1109/icet55676.2022.9825190

Chenglong Huang, Nuo Xu, Junjun Wang, L. Fang

{"title":"An Efficient Variation-tolerant Method for RRAM-based Neural Network","authors":"Chenglong Huang, Nuo Xu, Junjun Wang, L. Fang","doi":"10.1109/icet55676.2022.9825190","DOIUrl":"https://doi.org/10.1109/icet55676.2022.9825190","url":null,"abstract":"Resistive Random Access Memory (RRAM) is a promising technology for efficient neural computing systems with low power, non-volatile, and good compatibility with CMOS. The RRAM based crossbar is usually employed to accelerate deep neural networks (DNN) because of its intrinsic characteristic of executing multiplication-and-accumulation (MAC) operation according to Kirchhoff’s law. However, there are some realistic device issues especially the variation, intrinsic stochastic behavior of RRAM devices, resulting in a significant inference accuracy degradation. In this work, we propose an efficient method that employ the scaling coefficients to improve learning capabilities by providing greater model capacity and compensating for the large information loss due to quantization and device variation. Further, the stochastic noise is added to the weights in training for mimicking device variation to enhance the robustness of DNN to the parameter’s variation. We evaluate our method with different mapping methods and initialization conditions of scaling coefficients. Simulation results indicate that our method can rescue the computing accuracy under device variation considering various benchmark datasets(MNIST, Fashion MNIST and CIFAR-10).","PeriodicalId":166358,"journal":{"name":"2022 IEEE 5th International Conference on Electronics Technology (ICET)","volume":"15 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-05-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125609652","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 1

A New Pixel Circuit for Active Matrix Mini&Micro Light Emitting Diodes 一种新型有源矩阵微型发光二极管像素电路

2022 IEEE 5th International Conference on Electronics Technology (ICET) Pub Date : 2022-05-13 DOI: 10.1109/icet55676.2022.9825058

Wenxue Huo, Juncheng Xiao, Fengchao Xu, Hang Zhou

{"title":"A New Pixel Circuit for Active Matrix Mini&Micro Light Emitting Diodes","authors":"Wenxue Huo, Juncheng Xiao, Fengchao Xu, Hang Zhou","doi":"10.1109/icet55676.2022.9825058","DOIUrl":"https://doi.org/10.1109/icet55676.2022.9825058","url":null,"abstract":"A novel pixel circuit with indium gallium zinc oxide thin-film transistors (IGZO-TFTs) for driving active-matrix Mini& Micro light-emitting diode (AM-MLED) display is proposed. The pixel circuit is built with seven n-type IGZO-TFTs and two capacitors. It can be conducted both under Pulse Amplitude Modulation (PAM) mode and Pulse Width Modulation (PWM) mode, bringing about more gray levels and a better picture quality. The pixel circuit can compensate for the threshold voltage (VTH) deviation of the driving TFT(T2) in the PAM mode through external compensation method. It also can compensate for the threshold voltage (Vth) deviation of the driving TFT (T4) in the PWM mode through the internal compensation circuit. The simulation results show that the pixel circuit under the T2 detecting timing can accurately detect the Vth of T2. On this basis, correct compensation can function well through adjusting data input value by external IC. The simulation results also demonstrate that when the deviation of the T4 threshold voltage occurs ± 1V, the average bit error rate of the light-emitting time is 2%. Therefore, the circuit can effectively compensate the VTH of T4. As a result, the proposed pixel circuit with hybrid driving mode exhibits high immunity to the threshold voltage deviation of T2 and T4, and good brightness uniformity of AM-MLED display can be obtained.","PeriodicalId":166358,"journal":{"name":"2022 IEEE 5th International Conference on Electronics Technology (ICET)","volume":"23 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-05-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126847893","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

A Novel Dual-Polarized Millimeter Wave Filtering Antenna for 5G Applications 一种新型的5G应用双极化毫米波滤波天线

2022 IEEE 5th International Conference on Electronics Technology (ICET) Pub Date : 2022-05-13 DOI: 10.1109/icet55676.2022.9824055

Zhiwen Qin, Qianrui Shen, Yitong Jin, Shaoshuai Hou, Xiyu Zhu, Guangli Yang

引用次数: 0

The Scheme of Two Stage Power Module Low Surge Current Start 两级功率模块低浪涌电流启动方案

2022 IEEE 5th International Conference on Electronics Technology (ICET) Pub Date : 2022-05-13 DOI: 10.1109/icet55676.2022.9824447

Zhiyuan Weng, Min Kong, G. Zhang, Ying Cheng, Zhigang Weng

引用次数: 0

Flexible Mechanical Sensor Based on Epitaxial BaTiO3 Films with Biaxial Anisotropy 基于双轴各向异性外延BaTiO3薄膜的柔性机械传感器

2022 IEEE 5th International Conference on Electronics Technology (ICET) Pub Date : 2022-05-13 DOI: 10.1109/icet55676.2022.9825137

Tianyao Zhang, Guang Yao, Qian Wang, Maowen Xie, Yuan Lin

引用次数: 0

Through Glass Via (TGV) Based Microstrip Interdigital Bandpass Filters 基于玻璃通孔(TGV)的微带数字间带通滤波器

2022 IEEE 5th International Conference on Electronics Technology (ICET) Pub Date : 2022-05-13 DOI: 10.1109/icet55676.2022.9825216

Jing Zhou, Jihua Zhang, Wenlei Li, Weicong Jia, L. Gao, Hongwei Chen, Ting-biao Jiang

{"title":"Through Glass Via (TGV) Based Microstrip Interdigital Bandpass Filters","authors":"Jing Zhou, Jihua Zhang, Wenlei Li, Weicong Jia, L. Gao, Hongwei Chen, Ting-biao Jiang","doi":"10.1109/icet55676.2022.9825216","DOIUrl":"https://doi.org/10.1109/icet55676.2022.9825216","url":null,"abstract":"Modern RF and microwave communication systems has imposed stringent requirements on filters including compact size, minimal insertion loss, low cost, and high selectivity. Glass has low-loss electrical characteristics and Through Glass Via (TGV) are suitable for advanced packaging and high-frequency applications. In this paper we present a 9th order asymmetrical coupled line interdigital bandpass filter with high selectivity and good stop band attenuation at the cut-off frequency. Interdigital bandpass filter has the characteristics of compact structure. Also the large spacing between the resonator elements, the tolerances required for manufacturing are relatively loose. The device is manufactured using laser processing and micro processing technology based on smooth and thin glass substrate to reduce the insertion loss. The thickness of the glass substrate is 0.45 mm. The loss tangent of the glass substrate is 0.0049. Design is implemented using High Frequency Structural Simulator (HFSS) v19 of ANSYS, a commercial software based on Finite Element Method (FEM). The RF performance of the prepared filter is in good agreement with the RF performance of the simulated filter. The measured insertion loss less than 1 dB with a center frequency of 9.8 GHz. The stop band with rejection peak below -50 dB in close proximity to two transmission poles in the pass band. And the total area of the device is 25.24 mm2.","PeriodicalId":166358,"journal":{"name":"2022 IEEE 5th International Conference on Electronics Technology (ICET)","volume":"80 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-05-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125628122","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Study on the Dynamic Ron Degradation in GaN-based Power HEMT gan基功率HEMT中Ron的动态降解研究

2022 IEEE 5th International Conference on Electronics Technology (ICET) Pub Date : 2022-05-13 DOI: 10.1109/icet55676.2022.9825118

Jiaoqi Zhang, Shaoyu Sun, L. Xia, Wengang Wu, Yufeng Jin

引用次数: 2

Joint Optimization of Computing Offloading in Multi-UAVs-Assisted MEC System 多无人机辅助MEC系统计算卸载联合优化

2022 IEEE 5th International Conference on Electronics Technology (ICET) Pub Date : 2022-05-13 DOI: 10.1109/icet55676.2022.9825234

Shanxin Zhang, Zefeng Jiang, R. Cao

引用次数: 0

Typical Defects Detection of I&C Cables in Nuclear Power Plants Based on Time-Frequency Domain Reflection Method 基于时频域反射法的核电厂电缆典型缺陷检测

2022 IEEE 5th International Conference on Electronics Technology (ICET) Pub Date : 2022-05-13 DOI: 10.1109/icet55676.2022.9824710

Hua Tu, Shu Ma, Li-hong Liu, Zhiwu Wang, Xiang Zhang, Lixing Li, TaoKun Lin, Honglei Deng

{"title":"Typical Defects Detection of I&C Cables in Nuclear Power Plants Based on Time-Frequency Domain Reflection Method","authors":"Hua Tu, Shu Ma, Li-hong Liu, Zhiwu Wang, Xiang Zhang, Lixing Li, TaoKun Lin, Honglei Deng","doi":"10.1109/icet55676.2022.9824710","DOIUrl":"https://doi.org/10.1109/icet55676.2022.9824710","url":null,"abstract":"In order to enhance the safe and stable operation of instrumentation and control (I&C) cables in nuclear power plant (NPP), time-frequency reflection method (TFDR) based on SPWVD (Smooth Pseudo Wigner-Ville Distribution) is proposed to detect and locate typical defects in I&C cables. Firstly, the defect information of the cable was obtained by the reflected signal produced by a linear Frequency Modulation (FM) Gaussian signal. Secondly, the receiving signals were processed by SPWVD to obtain time-frequency domain distribution. Thirdly, time-frequency cross-correlation (TFCC) of the incident and reflected signals were analyzed and normalized from the results of time-frequency distribution. Finally, evaluation and localization of typical defects of I&C cables were discussed. In this paper, a 50 meters I&C cable was prepared to simulate several typical defects, including short circuit, open circuit, and metal shield damage. Subsequently, TFDR method was adopted to detect these defects to verify the reliability of this technology. The experiment shows that the cross term generated by WVD reduces the reliability of the detection, SPWVD can effectively eliminate cross term by windowing and convolved process. By adopting TFDR with SPWVD, artificial defects can be accurately detected. The measured positions of the defects are approach to the actual locations of the defects. The measuring errors are less than 2%.","PeriodicalId":166358,"journal":{"name":"2022 IEEE 5th International Conference on Electronics Technology (ICET)","volume":"112 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-05-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128045102","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

DotMat: Solving Cold-Start Problem and Alleviating Sparsity Problem for Recommender Systems 解决冷启动问题和缓解推荐系统的稀疏性问题

2022 IEEE 5th International Conference on Electronics Technology (ICET) Pub Date : 2022-05-13 DOI: 10.48550/arXiv.2206.00151

Hao Wang

引用次数: 10