首页 > 最新文献

IET Networks最新文献

英文 中文
Facial Expression Recognition Based on Snaking Data Access and Pipeline Convolution Neural Network 基于蛇形数据访问和管道卷积神经网络的面部表情识别
IF 1.4 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2022-10-14 DOI: 10.1109/IET-ICETA56553.2022.9971645
Chi-Chang Lin, Chia-Yu Hsieh, Ping-Cheng Wu, Ping-Chun Chen, You-Sheng Xiao, Yunqi Fan
In this paper, we proposed facial expression recognition based on snaking data access and pipeline convolution neural network. This paper performs an expression recognition system composed of fast convolution operations. We use Winograd algorithm to reduce the number of multipliers and design data reuse, pipeline and Snaking data access structures to increase the performance of the chip. Therefore, the chip can perform high-speed computing and achieve a well facial expression recognition rate.
本文提出了一种基于蛇形数据访问和管道卷积神经网络的面部表情识别方法。本文实现了一个由快速卷积运算组成的表情识别系统。我们使用Winograd算法来减少乘法器的数量,并设计数据重用、管道和蛇形数据访问结构来提高芯片的性能。因此,该芯片可以进行高速计算,并实现良好的面部表情识别率。
{"title":"Facial Expression Recognition Based on Snaking Data Access and Pipeline Convolution Neural Network","authors":"Chi-Chang Lin, Chia-Yu Hsieh, Ping-Cheng Wu, Ping-Chun Chen, You-Sheng Xiao, Yunqi Fan","doi":"10.1109/IET-ICETA56553.2022.9971645","DOIUrl":"https://doi.org/10.1109/IET-ICETA56553.2022.9971645","url":null,"abstract":"In this paper, we proposed facial expression recognition based on snaking data access and pipeline convolution neural network. This paper performs an expression recognition system composed of fast convolution operations. We use Winograd algorithm to reduce the number of multipliers and design data reuse, pipeline and Snaking data access structures to increase the performance of the chip. Therefore, the chip can perform high-speed computing and achieve a well facial expression recognition rate.","PeriodicalId":46240,"journal":{"name":"IET Networks","volume":"36 1","pages":"1-2"},"PeriodicalIF":1.4,"publicationDate":"2022-10-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"89952847","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
An Evaluation of Cybersecurity Risks of DLMS/COSEM Smart Meter Using Fuzzing Testing 基于模糊测试的DLMS/COSEM智能电表网络安全风险评估
IF 1.4 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2022-10-14 DOI: 10.1109/IET-ICETA56553.2022.9971577
Chien-Lung Wang, Jou-An Shih, I. Liao, Chun-Tsai Chien
Since smart meters are IoT devices that can share energy usage information to users and third-party service providers, any vulnerability of smart meters that can be exploited by hackers is a threat to the reliability of smart grids. The purpose of this paper is to explore the possibilities of DoS attacks to smart meters. Our research focuses on the High-Level Data Link Control layer of DLMS/cosEM smart meters. The testing cases are generated by fuzzing testing methods according to the HDLC specifications. The CTT 3.1 is used as the client sending requests to the smart meter server. The responses of the server are then recorded and analyzed for potential vulnerabilities. The results show that the fuzzing test cases on the buffer overflow/underflow category generate most of the abnormal responses.
由于智能电表是可以向用户和第三方服务提供商共享能源使用信息的物联网设备,因此智能电表的任何漏洞都可能被黑客利用,从而威胁到智能电网的可靠性。本文的目的是探讨DoS攻击智能电表的可能性。我们的研究重点是DLMS/cosEM智能电表的高级数据链路控制层。根据HDLC规范,采用模糊测试方法生成测试用例。使用CTT 3.1作为客户端向智能电表服务器发送请求。然后记录服务器的响应并分析潜在的漏洞。结果表明,缓冲区溢出/下流类别的模糊测试用例产生的异常响应最多。
{"title":"An Evaluation of Cybersecurity Risks of DLMS/COSEM Smart Meter Using Fuzzing Testing","authors":"Chien-Lung Wang, Jou-An Shih, I. Liao, Chun-Tsai Chien","doi":"10.1109/IET-ICETA56553.2022.9971577","DOIUrl":"https://doi.org/10.1109/IET-ICETA56553.2022.9971577","url":null,"abstract":"Since smart meters are IoT devices that can share energy usage information to users and third-party service providers, any vulnerability of smart meters that can be exploited by hackers is a threat to the reliability of smart grids. The purpose of this paper is to explore the possibilities of DoS attacks to smart meters. Our research focuses on the High-Level Data Link Control layer of DLMS/cosEM smart meters. The testing cases are generated by fuzzing testing methods according to the HDLC specifications. The CTT 3.1 is used as the client sending requests to the smart meter server. The responses of the server are then recorded and analyzed for potential vulnerabilities. The results show that the fuzzing test cases on the buffer overflow/underflow category generate most of the abnormal responses.","PeriodicalId":46240,"journal":{"name":"IET Networks","volume":"38 1","pages":"1-2"},"PeriodicalIF":1.4,"publicationDate":"2022-10-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"72673750","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: 2
The Study of Sports Events Broadcasting Design –The 2022 National Intercollegiate Athletic Games as an Example 体育赛事转播设计研究——以2022年全国校际运动会为例
IF 1.4 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2022-10-14 DOI: 10.1109/IET-ICETA56553.2022.9971679
Chia-Yu Wu, Yu-Chi Chen, Ray-Chun Lu
Sports have long shed their conventional look and become more commercialized with coverage by the media and business activities. The continuous development of the media has drawn it closer to sports, and television broadcasting is an important facilitator in making sports events widely popular among people.The sports of table tennis require the use of a small court and a small ball played in a fast speed with strong rotation and variable landing points. These characteristics also lead to some limitations, which may greatly reduce audiences’ sense of immersion, experience and participation in events; and the screen design of television broadcast becomes very important. Therefore, this study takes the 2022 National Intercollegiate Athletic Games as a case study to analyze its broadcast screen design, hoping to provide suggestions on the screen design for similar sports events broadcasted in the future.
随着媒体和商业活动的报道,体育早已摆脱了传统的面貌,变得更加商业化。媒体的不断发展拉近了人们与体育的距离,电视转播是体育赛事深入人心的重要推动者。乒乓球运动要求使用小场地和小球,球速快,旋转强,落点多变。这些特点也带来了一定的局限性,可能会大大降低观众对事件的沉浸感、体验感和参与感;而电视节目的画面设计就显得尤为重要。因此,本研究以2022年全国校际运动会为案例,对其转播画面设计进行分析,希望能为今后类似体育赛事的转播画面设计提供建议。
{"title":"The Study of Sports Events Broadcasting Design –The 2022 National Intercollegiate Athletic Games as an Example","authors":"Chia-Yu Wu, Yu-Chi Chen, Ray-Chun Lu","doi":"10.1109/IET-ICETA56553.2022.9971679","DOIUrl":"https://doi.org/10.1109/IET-ICETA56553.2022.9971679","url":null,"abstract":"Sports have long shed their conventional look and become more commercialized with coverage by the media and business activities. The continuous development of the media has drawn it closer to sports, and television broadcasting is an important facilitator in making sports events widely popular among people.The sports of table tennis require the use of a small court and a small ball played in a fast speed with strong rotation and variable landing points. These characteristics also lead to some limitations, which may greatly reduce audiences’ sense of immersion, experience and participation in events; and the screen design of television broadcast becomes very important. Therefore, this study takes the 2022 National Intercollegiate Athletic Games as a case study to analyze its broadcast screen design, hoping to provide suggestions on the screen design for similar sports events broadcasted in the future.","PeriodicalId":46240,"journal":{"name":"IET Networks","volume":"5 1","pages":"1-2"},"PeriodicalIF":1.4,"publicationDate":"2022-10-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"80546331","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
Numerical Transient Analysis of a Wedge-Wave Ultrasonic Motor 楔波超声电机的瞬态数值分析
IF 1.4 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2022-10-14 DOI: 10.1109/IET-ICETA56553.2022.9971509
Tai-Ho Yu, Chiao-Yi Huang, Tang-Wei Guan
This study is based on the actual drive mode of a prototype of a circular cylindrical wedge-wave ultrasonic motor (WW-USM). The contact friction model of the stator and rotor was established by the finite element software 3D ANSYS, and transient contact mechanics between the stator and the rotor were simulated. Given the actual conditions of the displacement and external force boundary conditions, the appropriate contact parameters, test the ideal convergence of the solution, obtain reasonable results, and estimate the motor performance curve of revolution speed and torque. In the ultrasonic motor prototyping of measurement characteristics, the use of piezoelectric induction, the size of the control voltage applied to the rotor pre-stressing to replace the traditional compression spring caused by uneven force of the rotor phenomenon, to avoid affecting the motor performance. The simulation results from 3D ANSYS indicate that the contact friction model between the stator and the rotor is crucial for the determination of the real constant.
本研究以圆柱楔波超声马达(WW-USM)样机的实际驱动方式为基础。利用有限元软件3D ANSYS建立了定子与转子的接触摩擦模型,并对定子与转子的瞬态接触力学进行了仿真。给定实际条件下的位移和外力边界条件,选取合适的接触参数,测试解的理想收敛性,得到合理的结果,并估算出电机转速和转矩的性能曲线。在超声电机原型特性的测量中,利用压电感应、控制电压的大小对转子施加预应力来取代传统压缩弹簧造成转子受力不均的现象,避免影响电机性能。三维ANSYS仿真结果表明,定子与转子之间的接触摩擦模型是确定实际摩擦常数的关键。
{"title":"Numerical Transient Analysis of a Wedge-Wave Ultrasonic Motor","authors":"Tai-Ho Yu, Chiao-Yi Huang, Tang-Wei Guan","doi":"10.1109/IET-ICETA56553.2022.9971509","DOIUrl":"https://doi.org/10.1109/IET-ICETA56553.2022.9971509","url":null,"abstract":"This study is based on the actual drive mode of a prototype of a circular cylindrical wedge-wave ultrasonic motor (WW-USM). The contact friction model of the stator and rotor was established by the finite element software 3D ANSYS, and transient contact mechanics between the stator and the rotor were simulated. Given the actual conditions of the displacement and external force boundary conditions, the appropriate contact parameters, test the ideal convergence of the solution, obtain reasonable results, and estimate the motor performance curve of revolution speed and torque. In the ultrasonic motor prototyping of measurement characteristics, the use of piezoelectric induction, the size of the control voltage applied to the rotor pre-stressing to replace the traditional compression spring caused by uneven force of the rotor phenomenon, to avoid affecting the motor performance. The simulation results from 3D ANSYS indicate that the contact friction model between the stator and the rotor is crucial for the determination of the real constant.","PeriodicalId":46240,"journal":{"name":"IET Networks","volume":"101 1","pages":"1-2"},"PeriodicalIF":1.4,"publicationDate":"2022-10-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"88935023","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 surface-enhanced Raman scattering performance of pitted GaN covered by Au layer Au层覆盖的点蚀GaN表面增强拉曼散射性能研究
IF 1.4 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2022-10-14 DOI: 10.1109/IET-ICETA56553.2022.9971678
Chenjie Deng, T. Ko
Rough surface with micro-nano pits can form large numbers of hot spots after noble metal deposition, which would be beneficial to improve surface enhanced Raman scattering (SERS) signal. In this study, we proposed a SERS substrate that GaN was etched by KOH and then covered by Au layer. Scanning electronic microscopy confirmed the thicknesses of Au layers and revealed many typical hexagonal micro-nano pits distributing on the surface. SERS results indicate the pitted GaN covered by the Au layer of 25 nm has best SERS intensity in our case, providing a good enhancement factor of 6. 57$times 10^{7}$ and a limit of detection of approximately 1$0^{-9}$M for rhodamine 6G(R6G) used as a test molecule because of the electromagnetic mechanism at the interface between Au layers and R6G. A series of experiments demonstrate $mathrm{A}mathrm{u}/$pitted $mathrm{G}mathrm{a}mathrm{N}$ with high sensitivity is potential for biomedical application.
含有微纳凹坑的粗糙表面在贵金属沉积后可形成大量热点,有利于提高表面增强拉曼散射(SERS)信号。在这项研究中,我们提出了一种SERS衬底,GaN被KOH蚀刻,然后被Au层覆盖。扫描电镜证实了金层的厚度,发现其表面分布着许多典型的六边形微纳凹坑。SERS结果表明,25 nm的Au层覆盖的点蚀GaN具有最佳的SERS强度,增强因子为6。作为测试分子的罗丹明6G(R6G)由于在Au层和R6G之间的界面处存在电磁机制,其检测限约为1$0^{-9}$M。一系列实验证明$ mathm {A} mathm {u}/$pitted $ mathm {G} mathm {A} mathm {N}$具有较高的灵敏度,在生物医学领域具有应用潜力。
{"title":"Study on surface-enhanced Raman scattering performance of pitted GaN covered by Au layer","authors":"Chenjie Deng, T. Ko","doi":"10.1109/IET-ICETA56553.2022.9971678","DOIUrl":"https://doi.org/10.1109/IET-ICETA56553.2022.9971678","url":null,"abstract":"Rough surface with micro-nano pits can form large numbers of hot spots after noble metal deposition, which would be beneficial to improve surface enhanced Raman scattering (SERS) signal. In this study, we proposed a SERS substrate that GaN was etched by KOH and then covered by Au layer. Scanning electronic microscopy confirmed the thicknesses of Au layers and revealed many typical hexagonal micro-nano pits distributing on the surface. SERS results indicate the pitted GaN covered by the Au layer of 25 nm has best SERS intensity in our case, providing a good enhancement factor of 6. 57$times 10^{7}$ and a limit of detection of approximately 1$0^{-9}$M for rhodamine 6G(R6G) used as a test molecule because of the electromagnetic mechanism at the interface between Au layers and R6G. A series of experiments demonstrate $mathrm{A}mathrm{u}/$pitted $mathrm{G}mathrm{a}mathrm{N}$ with high sensitivity is potential for biomedical application.","PeriodicalId":46240,"journal":{"name":"IET Networks","volume":"29 1","pages":"1-2"},"PeriodicalIF":1.4,"publicationDate":"2022-10-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"90914844","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
Multicultural Knowledge and Information Literacy Learning Using AIoT Integration Technology 基于AIoT集成技术的多元文化知识与信息素养学习
IF 1.4 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2022-10-14 DOI: 10.1109/IET-ICETA56553.2022.9971523
Hu Ming, LE Ti, Hsien Chung Chen, Thai Cheng Yu, Huang You Ming, Ying Hsun Lai
This study uses AIoT combined with virtual-real integration technology to explore the cultural knowledge and information literacy learning of Indigenous people. In this era when few cultures need to be valued and preserved, this study uses virtual reality technology to turn the preservation of cultures into digitalization, so that complete objects can be preserved more safely and completely. The virtual reality space is used to further promote cultural and information literacy education. Learning through games, guided tours and teaching can strengthen the identity of one’s own culture and promote the cultural assets of some ethnic minorities. This research uses a broad range of Indigenous ethnic groups as an introduction to understanding, and then goes deep into other related cultures, celebrations, and festivals as secondary promotions, inspects or observes ethnic-related architectural structures, totems, pottery and other cultural relics, and at the same time achieves digital preservation and Provision of educational resources. This research also uses 3D printing technology to print and reproduce cultural objects to help learners strengthen their cultural understanding and identification concepts while learning new technologies.
本研究运用AIoT结合虚拟实境整合技术,探讨原住民文化知识与资讯素养学习。在这个需要重视和保存的文化很少的时代,本研究利用虚拟现实技术将文化的保存数字化,使完整的文物得到更安全、完整的保存。利用虚拟现实空间进一步推进文化信息素养教育。通过游戏、导游和教学来学习,可以加强对自己文化的认同,并推广一些少数民族的文化资产。本研究以广泛的原住民族群作为了解的引子,然后深入到其他相关的文化、庆典、节日作为次要的推进,考察或观察与族群相关的建筑结构、图腾、陶器等文物,同时实现数字化保存和教育资源的提供。本研究还利用3D打印技术对文物进行打印和复制,帮助学习者在学习新技术的同时加强对文化的理解和识别概念。
{"title":"Multicultural Knowledge and Information Literacy Learning Using AIoT Integration Technology","authors":"Hu Ming, LE Ti, Hsien Chung Chen, Thai Cheng Yu, Huang You Ming, Ying Hsun Lai","doi":"10.1109/IET-ICETA56553.2022.9971523","DOIUrl":"https://doi.org/10.1109/IET-ICETA56553.2022.9971523","url":null,"abstract":"This study uses AIoT combined with virtual-real integration technology to explore the cultural knowledge and information literacy learning of Indigenous people. In this era when few cultures need to be valued and preserved, this study uses virtual reality technology to turn the preservation of cultures into digitalization, so that complete objects can be preserved more safely and completely. The virtual reality space is used to further promote cultural and information literacy education. Learning through games, guided tours and teaching can strengthen the identity of one’s own culture and promote the cultural assets of some ethnic minorities. This research uses a broad range of Indigenous ethnic groups as an introduction to understanding, and then goes deep into other related cultures, celebrations, and festivals as secondary promotions, inspects or observes ethnic-related architectural structures, totems, pottery and other cultural relics, and at the same time achieves digital preservation and Provision of educational resources. This research also uses 3D printing technology to print and reproduce cultural objects to help learners strengthen their cultural understanding and identification concepts while learning new technologies.","PeriodicalId":46240,"journal":{"name":"IET Networks","volume":"13 1","pages":"1-2"},"PeriodicalIF":1.4,"publicationDate":"2022-10-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"73587530","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
Stability Analysis of a Grid-connected Large-scale DC Microgrid with a Hybrid Wind/Solar Farm 风力/太阳能混合电厂并网大型直流微电网稳定性分析
IF 1.4 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2022-10-14 DOI: 10.1109/IET-ICETA56553.2022.9971657
Li Wang, Xianghua Peng, Hao-Sin Yang, Ching-Wen Tzeng, Jia-Ruei Zhang, Ching-Chuan Tseng
Stability performance of a grid-connected largescale DC microgrid (DCMG) with a hybrid wind farm (WF) and solar farm (SF) is evaluated in this paper. The studied DCMG comprises an equivalent aggregated (EA) SF and an EA WF based on permanent-magnet synchronous generator (PMSG). The AC output of the EA WF is transformed to a DC quantity through an EA voltage-source converter (VSC), which is integrated with the DC output of the EA DC-DC converter of the EA SF. The DC quantity of the DCMG is transformed to an AC quantity to send to an AC power grid through an EA voltage-source inverter (VSI), a step-up power transformer, and transmission lines. Small-signal stability of the studied DCMG under various chosen operating points is achieved using eigenvalue analysis. Dynamic simulations and transient responses of the studied DCMG under various disturbances are also completed and evaluated.
本文对风力发电场和太阳能发电场混合并网的大型直流微电网(DCMG)的稳定性能进行了评价。所研究的DCMG由等效聚合(EA) SF和基于永磁同步发电机(PMSG)的EA WF组成。EA WF的交流输出通过EA电压源变换器(VSC)转换为直流量,该电压源变换器与EA SF的EA DC-DC变换器的直流输出集成。DCMG的直流量经EA VSI (voltage-source inverter)、升压电源变压器和输电线路转换成交流量,送入交流电网。利用特征值分析方法实现了所研究的DCMG在不同工作点下的小信号稳定性。完成了所研究的DCMG在各种扰动下的动态仿真和瞬态响应,并对其进行了评价。
{"title":"Stability Analysis of a Grid-connected Large-scale DC Microgrid with a Hybrid Wind/Solar Farm","authors":"Li Wang, Xianghua Peng, Hao-Sin Yang, Ching-Wen Tzeng, Jia-Ruei Zhang, Ching-Chuan Tseng","doi":"10.1109/IET-ICETA56553.2022.9971657","DOIUrl":"https://doi.org/10.1109/IET-ICETA56553.2022.9971657","url":null,"abstract":"Stability performance of a grid-connected largescale DC microgrid (DCMG) with a hybrid wind farm (WF) and solar farm (SF) is evaluated in this paper. The studied DCMG comprises an equivalent aggregated (EA) SF and an EA WF based on permanent-magnet synchronous generator (PMSG). The AC output of the EA WF is transformed to a DC quantity through an EA voltage-source converter (VSC), which is integrated with the DC output of the EA DC-DC converter of the EA SF. The DC quantity of the DCMG is transformed to an AC quantity to send to an AC power grid through an EA voltage-source inverter (VSI), a step-up power transformer, and transmission lines. Small-signal stability of the studied DCMG under various chosen operating points is achieved using eigenvalue analysis. Dynamic simulations and transient responses of the studied DCMG under various disturbances are also completed and evaluated.","PeriodicalId":46240,"journal":{"name":"IET Networks","volume":"86 1","pages":"1-2"},"PeriodicalIF":1.4,"publicationDate":"2022-10-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"77756303","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
Energy-efficient and Accurate Object Detection Design on an FPGA Platform 基于FPGA平台的节能精确目标检测设计
IF 1.4 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2022-10-14 DOI: 10.1109/IET-ICETA56553.2022.9971590
Kuan-Hung Chen, Chun-Wei Su, Jen-He Wang
With the innovation of hardware equipment, the development of artificial intelligence has broken through the limitations of the past. Neural networks have been continuously deepened to improve the accuracy of detection, so that the parameters have increased with a direct proportional rate. In this way, however, high energy consumption has been induced which obstacles the deployment of AI algorithms on portable devices. Therefore, the design of neural network must consider not only detection accuracy but also energy efficiency. In this paper, we analyzed energy consumption, detection accuracy and execution speed of our neural network model as well as the state-of-the-art models based on an FPGA platform called ZCU-102. We adopt the performance index from Low Power Computer Vision (LPCV) challenge which considers power dissipation, mean Average Precision (mAP) and Frames Per Second (FPS) at the same time to evaluate these models in an overall point of view. Agilev4 can achieve 59.9% of mAP@50 on MS COCO test-dev2017 datasets. If the input frame resolution is turned into $416times 416$, the processing frame rate can reach 20.7 FPS on ZCU-102. Compared with the state-of-the-art models, the LPCV score of Agilev4-416 is 1475. S which is 1.56 times of that of YOLOv4-416.
随着硬件设备的创新,人工智能的发展突破了过去的局限。神经网络不断深化,以提高检测的准确性,使参数以成正比的速率增加。然而,这种方式导致了高能耗,这阻碍了人工智能算法在便携式设备上的部署。因此,神经网络的设计不仅要考虑检测精度,还要考虑能量效率。在本文中,我们分析了我们的神经网络模型的能耗、检测精度和执行速度,以及基于FPGA平台ZCU-102的最新模型。我们采用同时考虑功耗、平均精度(mAP)和帧数每秒(FPS)的低功耗计算机视觉(LPCV)挑战的性能指标,从整体上评价这些模型。Agilev4可以在MS COCO test-dev2017数据集上实现59.9%的mAP@50。如果将输入帧分辨率转换成$416 × $416, ZCU-102上的处理帧率可以达到20.7 FPS。与最先进的模型相比,Agilev4-416的LPCV得分为1475。S,是YOLOv4-416的1.56倍。
{"title":"Energy-efficient and Accurate Object Detection Design on an FPGA Platform","authors":"Kuan-Hung Chen, Chun-Wei Su, Jen-He Wang","doi":"10.1109/IET-ICETA56553.2022.9971590","DOIUrl":"https://doi.org/10.1109/IET-ICETA56553.2022.9971590","url":null,"abstract":"With the innovation of hardware equipment, the development of artificial intelligence has broken through the limitations of the past. Neural networks have been continuously deepened to improve the accuracy of detection, so that the parameters have increased with a direct proportional rate. In this way, however, high energy consumption has been induced which obstacles the deployment of AI algorithms on portable devices. Therefore, the design of neural network must consider not only detection accuracy but also energy efficiency. In this paper, we analyzed energy consumption, detection accuracy and execution speed of our neural network model as well as the state-of-the-art models based on an FPGA platform called ZCU-102. We adopt the performance index from Low Power Computer Vision (LPCV) challenge which considers power dissipation, mean Average Precision (mAP) and Frames Per Second (FPS) at the same time to evaluate these models in an overall point of view. Agilev4 can achieve 59.9% of mAP@50 on MS COCO test-dev2017 datasets. If the input frame resolution is turned into $416times 416$, the processing frame rate can reach 20.7 FPS on ZCU-102. Compared with the state-of-the-art models, the LPCV score of Agilev4-416 is 1475. S which is 1.56 times of that of YOLOv4-416.","PeriodicalId":46240,"journal":{"name":"IET Networks","volume":"23 1","pages":"1-2"},"PeriodicalIF":1.4,"publicationDate":"2022-10-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"75334117","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
Multi-Vital Signs System with Sensor Fusion 传感器融合的多生命体征系统
IF 1.4 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2022-10-14 DOI: 10.1109/IET-ICETA56553.2022.9971588
Chun-Liang Yang, Yi-Chen Lin, Ming-Che Chiang
This paper proposes a scheme with sensor fusion that enhances a traditional multi-vital signs system’s performance by predicting the user’s physiological state. Detecting the user’s carbon dioxide, temperature, and humidity produced by breathing can effectively estimate whether the user has enough resting-state time before conducting measurements. Additionally, when users are not using the system, it can monitor ambient parameters, such as carbon dioxide, temperature, and humidity. More importantly, it can collect the user’s physiological state to achieve the higher performance of an intelligent multi-vital signs system.
本文提出了一种传感器融合方案,通过预测用户的生理状态来提高传统多生命体征系统的性能。检测用户呼吸产生的二氧化碳、温度和湿度,可以有效地估计用户在进行测量之前是否有足够的休息状态时间。此外,当用户不使用该系统时,它可以监测环境参数,如二氧化碳、温度和湿度。更重要的是,它可以收集用户的生理状态,实现智能多生命体征系统的更高性能。
{"title":"Multi-Vital Signs System with Sensor Fusion","authors":"Chun-Liang Yang, Yi-Chen Lin, Ming-Che Chiang","doi":"10.1109/IET-ICETA56553.2022.9971588","DOIUrl":"https://doi.org/10.1109/IET-ICETA56553.2022.9971588","url":null,"abstract":"This paper proposes a scheme with sensor fusion that enhances a traditional multi-vital signs system’s performance by predicting the user’s physiological state. Detecting the user’s carbon dioxide, temperature, and humidity produced by breathing can effectively estimate whether the user has enough resting-state time before conducting measurements. Additionally, when users are not using the system, it can monitor ambient parameters, such as carbon dioxide, temperature, and humidity. More importantly, it can collect the user’s physiological state to achieve the higher performance of an intelligent multi-vital signs system.","PeriodicalId":46240,"journal":{"name":"IET Networks","volume":"310 1","pages":"1-2"},"PeriodicalIF":1.4,"publicationDate":"2022-10-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"76347597","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
Grid-Forming Inverter Control for Power Sharing Simulation in Microgrid 微电网电力共享仿真成网逆变器控制
IF 1.4 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2022-10-14 DOI: 10.1109/IET-ICETA56553.2022.9971695
Yu-Jen Liu, Pei-Hao Sun, Po-Yu Hou
For the operation of the microgrid system, it must de-energize from utility grid when the system meets fault conditions due to the safety and stability reasons. Meanwhile, it also need to guarantee continued power supply for the remaining facilities in microgrid. To achieve this operation task, inverters with grid-forming control are considered as mature solutions in recent years. In this paper, a microgrid system with a 30kVA and a 5kVA grid-forming inverters that integrated in two energy storage systems are modelling and the droop control with virtual impedances are designed for the inverters to operate in off-grid state. MATLAB/Simulink is implemented to carry out the power sharing simulation for the validation of the performance of proposed microgrid and grid-forming inverters models.
对于微电网系统的运行来说,出于安全稳定的考虑,当系统出现故障时,必须从电网中退电。同时,还需要保证微电网剩余设施的持续供电。为了实现这一运行任务,具有成网控制的逆变器被认为是近年来较为成熟的解决方案。本文对集成在两个储能系统中的30kVA和5kVA并网逆变器微电网系统进行了建模,并设计了虚拟阻抗下垂控制,使逆变器在离网状态下运行。利用MATLAB/Simulink进行功率共享仿真,验证所提出的微电网和并网逆变器模型的性能。
{"title":"Grid-Forming Inverter Control for Power Sharing Simulation in Microgrid","authors":"Yu-Jen Liu, Pei-Hao Sun, Po-Yu Hou","doi":"10.1109/IET-ICETA56553.2022.9971695","DOIUrl":"https://doi.org/10.1109/IET-ICETA56553.2022.9971695","url":null,"abstract":"For the operation of the microgrid system, it must de-energize from utility grid when the system meets fault conditions due to the safety and stability reasons. Meanwhile, it also need to guarantee continued power supply for the remaining facilities in microgrid. To achieve this operation task, inverters with grid-forming control are considered as mature solutions in recent years. In this paper, a microgrid system with a 30kVA and a 5kVA grid-forming inverters that integrated in two energy storage systems are modelling and the droop control with virtual impedances are designed for the inverters to operate in off-grid state. MATLAB/Simulink is implemented to carry out the power sharing simulation for the validation of the performance of proposed microgrid and grid-forming inverters models.","PeriodicalId":46240,"journal":{"name":"IET Networks","volume":"6 1","pages":"1-2"},"PeriodicalIF":1.4,"publicationDate":"2022-10-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"78299362","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
期刊
IET Networks
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1