Jingfan Zhou, Jun Ruan, Chenchen Wu, Guanglu Ye, Zhikui Zhu, Junqiu Yue, Yanggeling Zhang
{"title":"Superpixel Segmentation of Breast Cancer Pathology Images Based on Features Extracted from the Autoencoder","authors":"Jingfan Zhou, Jun Ruan, Chenchen Wu, Guanglu Ye, Zhikui Zhu, Junqiu Yue, Yanggeling Zhang","doi":"10.1109/ICCSN.2019.8905358","DOIUrl":"https://doi.org/10.1109/ICCSN.2019.8905358","url":null,"abstract":"In order to identify the breast cancer region, it is necessary to discriminate the pathological image of breast cancer pixel by pixel. This is a very huge work for machine learning. Therefore, the preprocessing of superpixel segmentation of breast cancer pathology images is necessary for reducing the number of pixels that need to be discriminated. In this paper: 1. We have trained serveral kinds of autoencoder networks and evaluated their performance in images clustering. 2. In order to enhance the image clustering effect, we adopt the clustering loss which is defined in Deep Embedded Clustering (DEC). 3. In order to enhance the ability of neural networks of extracting features, we added inception-like block, Sequeeze and Excitation (SE) block to the network. 4. We improved the performance of current Simple Linear Iterative Clustering (SLIC) algorithm to achieve superpixel segmentation of high-dimensional features.","PeriodicalId":330766,"journal":{"name":"2019 IEEE 11th International Conference on Communication Software and Networks (ICCSN)","volume":"15 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123854730","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":"Research on Harmonic Characteristics of Controllable Reactor","authors":"Hanxiang Cheng, Gongxing Chen, Li Kai","doi":"10.1109/ICCSN.2019.8905332","DOIUrl":"https://doi.org/10.1109/ICCSN.2019.8905332","url":null,"abstract":"In this paper, the working principle and performance parameters of two typical controllable reactors of TCR and MCR are described, and the harmonic amplitudes produced by them are analyzed theoretically. Taking the experimental data as training samples, the harmonic characteristics of MCR are analyzed by using the neural network model. According to TCR and MCR of the same capacity and voltage level, the harmonic variation rules between them are compared, and the specific methods to reduce the harmonic of MCR are pointed out. Therefore, the results obtained have certain reference value for practical application.","PeriodicalId":330766,"journal":{"name":"2019 IEEE 11th International Conference on Communication Software and Networks (ICCSN)","volume":"50 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129365447","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":"Research of Applications of Compressed Sensing in VANET","authors":"Fu Pang, Xiangyu Bai, Maoli Ran","doi":"10.1109/ICCSN.2019.8905260","DOIUrl":"https://doi.org/10.1109/ICCSN.2019.8905260","url":null,"abstract":"Vehicular Ad Hoc Network (VANET) is becoming an indispensable platform for collecting sensory data for city perception and supporting many promising commercial applications. At the same time, in order to solve the problem that vehicular ad hoc network is difficult to transmit large amounts of data, some researchers use compressed sensing to compress data with spatio-temporal correlation. This paper firstly introduces the basic theory of compressed sensing, and then focuses on the research progress of compressed sensing in the vehicular ad hoc network in recent years, and points out the next research direction.","PeriodicalId":330766,"journal":{"name":"2019 IEEE 11th International Conference on Communication Software and Networks (ICCSN)","volume":"50 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129397675","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":"The Improved Maximum-Likelihood Detection Algorithm for MIMO Systems Based on Differential Metrics","authors":"Deng Honggui, Liu Xiaoxiong, Liu Gang","doi":"10.1109/ICCSN.2019.8905320","DOIUrl":"https://doi.org/10.1109/ICCSN.2019.8905320","url":null,"abstract":"The MIMO detection algorithm is the key for design of MIMO receiver. The MLD-DM can achieve the optimal BER performance and does not need QR decomposition and matrix inversion. However, the initial sequence is constant vector, which will cause the big space of tree search. Based on this problem, we propose an improved MLD-DM algorithm, where the initial sequence with many bits will be adjusted in the light of their differential metrics of order one and then is more similar to the maximum-likelihood sequence. After calculating all differential metrics of order one, we will change the bit with the biggest metric value and then use recursive function to update the differential metrics of all bits. Compared to MLD-DM, our improved algorithm effectively reduce the complexity without any performance loss. The simulation verify our proposal.","PeriodicalId":330766,"journal":{"name":"2019 IEEE 11th International Conference on Communication Software and Networks (ICCSN)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129898821","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}
P. Pavarangkoon, K. Murata, Yasushi Inoyama, Takamichi Mizuhara, Yuya Kagebayashi, Kazunori Yamamoto, K. Muranaga, E. Kimura
{"title":"Design of Satellite Network-Based Remote Control and Monitoring System for Power Plants","authors":"P. Pavarangkoon, K. Murata, Yasushi Inoyama, Takamichi Mizuhara, Yuya Kagebayashi, Kazunori Yamamoto, K. Muranaga, E. Kimura","doi":"10.1109/ICCSN.2019.8905371","DOIUrl":"https://doi.org/10.1109/ICCSN.2019.8905371","url":null,"abstract":"Satellite technology plays an important role in providing disaster relief and rural telecommunications infrastructure. Since the main repeaters sending and receiving signals are located outside the Earth's atmosphere, the satellites are only wireless communications infrastructure not susceptible to damage from disasters. In this paper, we propose a real-time remote control and monitoring system for power plants via satellite communications. The proposed system provides two types of traffic: priority traffic and best-effort traffic. The priority traffic such as control and audio signals supports quality of service (QoS) and is carried by high-performance and flexible protocol (HpFP). On the other hands, the best-effort traffic such as image/video for monitoring and data files does not support QoS and is carried by conventional transport protocols. The HpFP maintains the throughput of traffic by its target throughput. We evaluate our system in real environment. The results show that the proposed system is able to be used effectively in monitoring and controlling of substations and stations during a major network failure.","PeriodicalId":330766,"journal":{"name":"2019 IEEE 11th International Conference on Communication Software and Networks (ICCSN)","volume":"36 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122392741","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 Hybrid Algorithm for Wide-Field Imaging with Radio Synthesis Arrays","authors":"Ang Yu, B. Lao, T. An, Junyi Wang, Wenhui Zhang","doi":"10.1109/ICCSN.2019.8905296","DOIUrl":"https://doi.org/10.1109/ICCSN.2019.8905296","url":null,"abstract":"There are some wide-field imaging techniques that allow imaging for wide-fields of view for non-coplanar radio interferometric arrays. However, the imaging process is complex due to the amount of computation required at high resolutions and the large number of visibilities present in observation data. The required accuracy and computational cost of such imaging represent one of the largest challenges facing the new generation of radio interferometers such as the Square Kilometre Array. In this paper, we present a new hybrid algorithm, called $boldsymbol{w}$-facets, that is based on an existing faceting algorithm and the $boldsymbol{w}$-projection algorithm. The idea for $boldsymbol{w}$-facets is based on using a faceting algorithm to split a wide-field of view into small facets and handling each facet using the $boldsymbol{w}$-projection algorithm. We compare the image quality and imaging time by using the faceting, $boldsymbol{w}$-projection and $boldsymbol{w}$-facets algorithms. The data show that the imaging quality obtained from the hybrid algorithm is better than that obtained from the faceting or $boldsymbol{w}$-projection algorithms separately. In addition, the $boldsymbol{w}$-facets algorithm gives a good robust estimate and small dynamic range on the bright source. However, one shortcoming is that the imaging time required by the $boldsymbol{w}$-facets algorithm is longer, and this time requirement will affect widespread use of the hybrid method in practical applications.","PeriodicalId":330766,"journal":{"name":"2019 IEEE 11th International Conference on Communication Software and Networks (ICCSN)","volume":"45 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122224590","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":"Performance Evaluation of the Error Control Scheme with Different Packet Scheduling in Multi-channel Systems","authors":"Qian Li, Chun-Xiang Chen","doi":"10.1109/ICCSN.2019.8905277","DOIUrl":"https://doi.org/10.1109/ICCSN.2019.8905277","url":null,"abstract":"In this paper, we propose an ARQ error control scheme for the data communication system with different packet scheduling in multi-channel systems. The proposed ARQ protocol is a combination of Go-Back-N ARQ and Selective-Repeat ARQ protocols. To enhance the system performances, such as the transmission time, resequencing time of the packet, two packet schedulings for sending packets at the transmitter are introduced. In the first packet scheduling, the packet with the smallest sequence number is sent to the channel with the lowest error rate (the best channel first, BCF mode). On the other hand, in the second packet scheduling, the packet with the smallest sequence number is sent to the channel with the shortest round-trip time (the shortest path first, SPF mode). We describe the detailed operations of the ARQ scheme with the proposed packet scheduling, and evaluate the system performances, such as the average waiting time, transmission time, and resequencing time of the packets etc., in both BCF and SPF modes. The effectiveness of the proposed scheduling is clarified by computer simulation.","PeriodicalId":330766,"journal":{"name":"2019 IEEE 11th International Conference on Communication Software and Networks (ICCSN)","volume":"35 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127020598","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}
Yun Lv, Huiyu Mo, Leibo Liu, S. Yin, Shaojun Wei, Wenping Zhu, Qiang Li
{"title":"A 1096fps Hardware Architecture for Fast Training in Object Tracking","authors":"Yun Lv, Huiyu Mo, Leibo Liu, S. Yin, Shaojun Wei, Wenping Zhu, Qiang Li","doi":"10.1109/ICCSN.2019.8905251","DOIUrl":"https://doi.org/10.1109/ICCSN.2019.8905251","url":null,"abstract":"In recent years, Discriminative Correlation Filter based methods have significantly outperformed the state-of-the art in tracking accuracy. However, the high-complexity training process makes it hard for the tracking task to keep both high accuracy and speed. In this work, the training algorithm is optimized to significantly reduce its computation with acceptable accuracy loss. Then a dedicated hardware is designed to further accelerate the training process with high accuracy. First, time constraints are released to turn serial module into parallel module; Second, the symmetry and sparsity of regularization filter kernel is utilized to reduce 80% computation of regularization convolution; Third, the computation of inner product module in training is reduced by turning complex numbers calculations into real and imaginary numbers calculations respectively. In conclusion, about 24.19% computation of training process is reduced and 4.30% parallel processing time is saved to get a 1.32x hardware resources improvement and 1.05x speedup than the original process. The simulation results show that the throughput of this hardware achieves 1096fps at 250 MHz, which is especially suitable for tracking tasks with high speed and accuracy requirement.","PeriodicalId":330766,"journal":{"name":"2019 IEEE 11th International Conference on Communication Software and Networks (ICCSN)","volume":"20 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116629349","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}
Xiaojuan Yang, Kunhong Liu, Bin Chen, Qingqiang Wu, Minhong Xu, Changchun Li
{"title":"On the Design of Solfeggio Audio Machine Assessment System","authors":"Xiaojuan Yang, Kunhong Liu, Bin Chen, Qingqiang Wu, Minhong Xu, Changchun Li","doi":"10.1109/ICCSN.2019.8905387","DOIUrl":"https://doi.org/10.1109/ICCSN.2019.8905387","url":null,"abstract":"This paper presents an approach of solfeggio audio machine assessment based on multiple audio spectrum features. In this machine assessment system, we analyze 13 spectrum audio features of solfeggio audios, and build a machine assessment model based on the scoring results of music experts, aiming to score the solfeggio audio system at the professional level based on machine learning techniques. An effective way is designed to implement the system with high generalization ability in this paper, with deploying 150 practice audio files marked with expert scores for training and testing the model. Various features are extracted to train predictors, which access the distances between practice audio files and their target audio files. In this way, these predictors can mark unknown audio files reliably. The training and testing process are described in detail, and the test results testify that our system can provide expert level scoring.","PeriodicalId":330766,"journal":{"name":"2019 IEEE 11th International Conference on Communication Software and Networks (ICCSN)","volume":"2001 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"117023967","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":"LTE 230MHz Wireless Private Network-Based Edge-Cloud Collaboration Architecture for Ubiquitous Power Internet of Things","authors":"Licheng Wang, Dong-shan Wang, Ganghong Zhang, Chao Huo, Jianan Yuan, Chong Zhao","doi":"10.1109/ICCSN.2019.8905342","DOIUrl":"https://doi.org/10.1109/ICCSN.2019.8905342","url":null,"abstract":"LTE 230MHz wireless private network designed to provide services of long-range data transfer for power system, plays an important role especially in ubiquitous power Internet of Things (IoT). In recent years, there has been a highlight in interest in LTE (Long Term Evolution) technologies based on their advantages to meet the requirements of high speed, low communication latency and better coverage. Nevertheless, how to make full of these advantages for power applications has considerable challenges, such as the reliable operation of power system, the adequacy and security issues and cost-performance-reliability trade-off. This paper first synthesizes the evolution of LTE 230MHz, and describes current approaches, benefits, and barriers to its application for pratical life, while identifying their merits and weaknesses. It then discusses two of typical case studies applied in ubiquitous power IoT with regard to its issues, and if the community of ubiquitous power IoT is to be successful in doing so, alerts researchers to opportunities for conducting advanced research in reducing the rising tide of time consumption and cost, particularly in edge devices that are the target of ubiquitous power IoT which will determine the level of energy internet. We propose a solution to implementation of ubiquitous power IoT through the typical application scenarios, and discuss how to construct an edge-cloud collaboration architecture that can gain lower latency, less energy consumption, better reliability and maximum efficiency in operations. Through the architecture can make an accurate and convenient prediction and analysis combined with the architecture when applied to the area of ubiquitous power IoT for energy internet.","PeriodicalId":330766,"journal":{"name":"2019 IEEE 11th International Conference on Communication Software and Networks (ICCSN)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134506718","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}