{"title":"Human-Centric Autonomous Driving Based on a Two-Stage Machine Learning Algorithm","authors":"Md. Abdul Latif Sarker, Dong Seog Han","doi":"10.1109/APCC55198.2022.9943704","DOIUrl":"https://doi.org/10.1109/APCC55198.2022.9943704","url":null,"abstract":"This paper presents a human-centric autonomous driving system, which is based on a two-stage machine learning algorithm. In particular, driving perception and human features are integrated to develop human-centric autonomous vehicles. Hence, we propose two-stage machine learning algorithms to identify the driver features such as age, location, sense, etc. We consider both online and offline learning to construct a two-stage distribution model and determine the relationship between the driver features and its cluster. The simulation results show the performance of the proposed two-stage learning algorithms in terms of a driver’s feature training performance.","PeriodicalId":210687,"journal":{"name":"Asia-Pacific Conference on Communications","volume":"4 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124966175","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}
Jiaren Wang, Enqing Dong, Fulong Qiao, Zongjun Zou
{"title":"Wireless sensor networks node localization via Leader Intelligent Selection optimization algorithm","authors":"Jiaren Wang, Enqing Dong, Fulong Qiao, Zongjun Zou","doi":"10.1109/APCC.2013.6766033","DOIUrl":"https://doi.org/10.1109/APCC.2013.6766033","url":null,"abstract":"In this paper, we propose a node localization algorithm based on the received signal strength (RSS) measurements and the Leader Intelligent Selection (LIS) optimization algorithm in Wireless Sensor Networks (WSN). The LIS optimization algorithm is proposed based on the idea of biological heuristic. By designing a simple animal group leader se lection mode, a leader candidates' group is searched by the leader searcher, and an optimal individual is selected from the group as the leader which is the global optimal solution of the optimization problem by evaluating each leader candidate's ability. In order to accelerate the leader's campaign and the evolutionary rate in the later period of LIS, the simple Minimum Mean Square Error (MMSE) algorithm or the centroid algorithm is adopted to obtain an initial coordinate as the initial leader of LIS algorithm using the information of the anchor node coordinates and the ranging findings. By considering fully the distance factor, an improved objective function is defined, so the node localization problem in WSN could be transformed into a nonlinear unconstrained optimization problem. The proposed LIS algorithm is used to solve this problem, and the obtained solution is the estimated value of the WSN node's coordinates. Compared with the Artificial Bee Colony (ABC) algorithm, the Particle Swarm Optimization (PSO) algorithm and the Genetic Algorithm (GA), the proposed LIS algorithm is better than the others in accuracy and calculation complexity.","PeriodicalId":210687,"journal":{"name":"Asia-Pacific Conference on Communications","volume":"103 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121483838","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}
{"title":"A generalized spatial correlation approximation under arbitrary AoA scenarios","authors":"Qiuming Zhu, Shengkui Zhou, Pan Huang, Yaping Tang, Xiaomin Chen, Dazhuan Xu","doi":"10.1109/APCC.2013.6765988","DOIUrl":"https://doi.org/10.1109/APCC.2013.6765988","url":null,"abstract":"A generalized spatial correlation approximation based on pulse sampling in angle domain is proposed. The new scheme can been used to evaluate the spatial correlation of received signals under arbitrary scattering scenarios. Different sampling pulses are compared which shows the raised-Cosine pulse is better than others. Numerical simulation results demonstrate that the approximate method has more high accuracy and lower complexity comparing with other traditional approximate methods.","PeriodicalId":210687,"journal":{"name":"Asia-Pacific Conference on Communications","volume":"113 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124353029","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}
{"title":"Design of a novel Equalizer-Driver with 3.7 Vpp diff linear output swing and 16 dB of peaking gain at 55 GHz for 64 GBd PAM-4 optical communication transmitters","authors":"R. Hersent, A. Ouslimani, A. Kasbari","doi":"10.1109/APCC.2018.8633540","DOIUrl":"https://doi.org/10.1109/APCC.2018.8633540","url":null,"abstract":"This paper introduces a novel Equalizer-Driver that combines equalizing and driving functionalities in a single function aimed at increasing the bandwidth and energy efficiency of electro-optical (E/O) transmitters. Implemented in III-V Lab’s 0.7-µm InP DHBT technology, the Equalizer-Driver exhibits in full EM-circuit co-simulation 13 dB of differential gain (Sd2d1) at 10 MHz and 16 dB of peaking gain at 55 GHz, for a total intrinsic -3 dB-bandwidth over 100 GHz. Transient simulations show it is able to provide an equalized and amplified 3.7-Vpp diff linear output signal in PAM4 at 64 GBd, from an input signal filtered by a Bessel filter with a 17-GHz -3 dB-bandwidth. Consuming 1.2 W at its maximum 3.7-Vpp diff linear output swing, it is well suited for bandwidth limited optical transmitters at 64 GBd and beyond.","PeriodicalId":210687,"journal":{"name":"Asia-Pacific Conference on Communications","volume":"14 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121367472","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}
{"title":"A time synchronization protocol based on dynamic route list for wireless sensor networks","authors":"Zongjun Zou, Enqing Dong, Dejing Zhang, Jie Song","doi":"10.1109/APCC.2013.6765927","DOIUrl":"https://doi.org/10.1109/APCC.2013.6765927","url":null,"abstract":"In order to reduce the error accumulation of time synchronization for large-scale and multi-hop wireless sensor networks, a time synchronization protocol based on dynamic route list (DRL-TSP) is proposed. The protocol uses an available dynamic route list which exists in each node, and allows nodes to choose an optimal synchronization route adaptively to reduce error accumulation. An identification named as Time to Available (TTA) is utilized to deal with the synchronization failure and ensure the reliability of the synchronization process. The proposed protocol is applied in the level-based wireless sensor network and simulated by NS2. Experimental results demonstrate that the proposed protocol can inhibit the synchronization error accumulation effectively and has better performance than the current protocol in precision and reliability.","PeriodicalId":210687,"journal":{"name":"Asia-Pacific Conference on Communications","volume":"114 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116106031","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}
{"title":"Study on the Reflection of the IRS in the Presence of Misaligned Incident Angles","authors":"Van Phu Tuan, The-Hien Pham, I. Hong","doi":"10.1109/APCC55198.2022.9943592","DOIUrl":"https://doi.org/10.1109/APCC55198.2022.9943592","url":null,"abstract":"Intelligent reflecting surface (IRS) has recently emerged as a cost-effective solution to overcome the deep fading and uncontrollable wireless environment. The anomalous reflection on the IRS has been characterized using the theory of scattering. This paper investigates this anomalous reflection in a more general case where there is a misalignment in incident angles between the IRS’s configuration and the actual field. The obtained results show that the IRS can perform a reflection in this general case. Moreover, the angle range of the actual incident/reflecting field for an acceptable reflection efficiency is narrow enough to ensure the highly directional connection but is large enough for implementing the multiple-antenna applications.","PeriodicalId":210687,"journal":{"name":"Asia-Pacific Conference on Communications","volume":"26 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133612353","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}