2014 IEEE International Conference on Advanced Networks and Telecommuncations Systems (ANTS)最新文献_第6页

Immuno-neural network for spectrum prediction 用于频谱预测的免疫神经网络

2014 IEEE International Conference on Advanced Networks and Telecommuncations Systems (ANTS) Pub Date : 2014-12-01 DOI: 10.1109/ANTS.2014.7057251

A. Periola, O. Falowo

{"title":"Immuno-neural network for spectrum prediction","authors":"A. Periola, O. Falowo","doi":"10.1109/ANTS.2014.7057251","DOIUrl":"https://doi.org/10.1109/ANTS.2014.7057251","url":null,"abstract":"The artificial neural network is an important machine learning algorithm for secondary users (SUs) in cognitive radio networks. An SU equipped with an ANN is able to perform predictive modelling using input samples acquired for a channel sensed to be idle This input samples are acquired incurring an input sample acquisition time (ISAT) that reduces the data transmission time (DTI) and throughput of SUs in the network The reduction of the IS AT is therefore important for enhanced throughput. This paper addresses this issue by proposing the addition of a Kullback Leibler divergence (KID) layer to the neural network based on inspiration from artificial immune systems theory. This layer computes the dissimilairites between previous and current inputs and reduces IS AT. We examine the performance of the neural network with the added KID layer in three scenarios that consider the achievable SU throughput. The throughput performance of SUs are examined for three scenarios for single and dual mode SUs equipped with ANN and dual mode SUs equipped with recurrent ANNs in the first, second and third scenarios respectively. Performance analysis shows that the addition of the KID layer improves the DTT and the SU throughput compared to existing scheme.","PeriodicalId":333503,"journal":{"name":"2014 IEEE International Conference on Advanced Networks and Telecommuncations Systems (ANTS)","volume":"7 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122243477","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

LTE multicast communication for demand response in smart grids 面向智能电网需求响应的LTE多播通信

2014 IEEE International Conference on Advanced Networks and Telecommuncations Systems (ANTS) Pub Date : 2014-12-01 DOI: 10.1109/ANTS.2014.7057282

A. Roy, Hanseok Kim, N. Saxena, Radha R. Kandoori

引用次数: 12

Evaluating polynomial regression based data aggregation in body area networks 基于多项式回归的体域网络数据聚合评价

2014 IEEE International Conference on Advanced Networks and Telecommuncations Systems (ANTS) Pub Date : 2014-12-01 DOI: 10.1109/ANTS.2014.7057271

A. Knox, Suryadip Chakraborty, D. Agrawal

{"title":"Evaluating polynomial regression based data aggregation in body area networks","authors":"A. Knox, Suryadip Chakraborty, D. Agrawal","doi":"10.1109/ANTS.2014.7057271","DOIUrl":"https://doi.org/10.1109/ANTS.2014.7057271","url":null,"abstract":"In recent years, more and more biological sensors are being connected wirelessly. This makes them much more versatile and allows a greater degree of mobility to the wearer. However, there are downsides to the move to wireless. In wireless body area sensor network (WBASNs), power consumption and storage limitations are major obstacles that need to be addressed. Increasing capacity often means increasing weight and cost, especially when batteries are concerned. Therefore, it is important to minimize the power and storage requirements as much as possible. One approach to this is through aggregation. By having sensors report their data to a cluster head (CH), their information can be combined and volume of transmitted data reduced. Less data means more information can be stored before that data needs to be offloaded. In addition less data means fewer packets need to be sent increasing the life of the sensor. Polynomial regression can be used to create a formula that approximates this information. This paper assesses the effectiveness of this type of regression as applied to biological data of patients. This is done first by measuring the degree of compression (compression ratio). Then we evaluate the accuracy of the polynomial (correlation coefficient) for different types of patients' data. Lastly it compares these results to existing models in order to assess its effectiveness as an aggregation technique.","PeriodicalId":333503,"journal":{"name":"2014 IEEE International Conference on Advanced Networks and Telecommuncations Systems (ANTS)","volume":"43 9-10","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132434373","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: 4

Cognitive correlation of source-destination pair in a video conference network using call attributes 基于呼叫属性的视频会议网络源-目的对认知关联

2014 IEEE International Conference on Advanced Networks and Telecommuncations Systems (ANTS) Pub Date : 2014-12-01 DOI: 10.1109/ANTS.2014.7057274

S. Goswami, S. Misra, Saurabh Jain

引用次数: 2

Geo-intelligence based terrain-aware mobile backhaul planning for rural India 印度农村基于地理情报的地形感知移动回程规划

2014 IEEE International Conference on Advanced Networks and Telecommuncations Systems (ANTS) Pub Date : 2014-12-01 DOI: 10.1109/ANTS.2014.7057264

P. K. Dalela, Saurabh Basu, S. Majumdar, Arun Yadav, Arpit Singh, Nidhi Nagpal, V. Tyagi

{"title":"Geo-intelligence based terrain-aware mobile backhaul planning for rural India","authors":"P. K. Dalela, Saurabh Basu, S. Majumdar, Arun Yadav, Arpit Singh, Nidhi Nagpal, V. Tyagi","doi":"10.1109/ANTS.2014.7057264","DOIUrl":"https://doi.org/10.1109/ANTS.2014.7057264","url":null,"abstract":"This paper proposes ITU-T fiber based technology specific mobile backhaul planning for rural India. More than 70% mobile towers of India are installed in rural areas. However, rural India lacks basic infrastructure e.g. connecting roads, electricity and mobile backhaul bandwidth to provide broadband services. In order to take the advantage of growing mobile technologies to address the digital divide of rural India, it is essential to provide adequate backhaul connectivity. Fiber based technologies have merits to address this demand. Technological planning of fiber based technology requires accurate digital mapping of existing, new fiber and components on GIS. The selection of appropriate technology for Cost, Coverage, Capacity, QoS and Security aspects for rural areas are of prime concern. The present research focuses on region specific technology selection with existing infrastructure considering diversity of India e.g. difficult hilly terrain in North East, Himachal, Uttrakhand, deserts in Rajasthan, costal region and ghat areas in Western India. The limited budget and bandwidth requirement of rural India, suggests tree based Passive Optic Network (PON) as the suitable technology. A case study for this approach in hilly, coastal and desert area has been carried out in the presented paper.","PeriodicalId":333503,"journal":{"name":"2014 IEEE International Conference on Advanced Networks and Telecommuncations Systems (ANTS)","volume":"23 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126507032","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: 7

Photonic integration — Path towards energy efficient optical transport networks 光子集成-通往节能光传输网络的道路

2014 IEEE International Conference on Advanced Networks and Telecommuncations Systems (ANTS) Pub Date : 2014-12-01 DOI: 10.1109/ANTS.2014.7057236

A. Malik, Thomas Neel, O. Turkcu, S. Hand, S. Melle

引用次数: 2

Exploiting multiple antenna cognitive radio system for cooperative spectrum sharing 利用多天线认知无线电系统实现协同频谱共享

2014 IEEE International Conference on Advanced Networks and Telecommuncations Systems (ANTS) Pub Date : 2014-12-01 DOI: 10.1109/ANTS.2014.7057258

A. Vashistha, Shubha Sharma, V. Bohara

引用次数: 3

Dynamic and adaptive data caching mechanism for virtualization within sensor-cloud 传感器云内虚拟化的动态和自适应数据缓存机制

2014 IEEE International Conference on Advanced Networks and Telecommuncations Systems (ANTS) Pub Date : 2014-12-01 DOI: 10.1109/ANTS.2014.7057243

Subarna Chatterjee, S. Misra

引用次数: 26

Limits on detecting eavesdropper in QKD protocols QKD协议中窃听检测的限制

2014 IEEE International Conference on Advanced Networks and Telecommuncations Systems (ANTS) Pub Date : 1900-01-01 DOI: 10.1109/ANTS.2014.7057239

P. Subramaniam, Abhishek Parakh

引用次数: 9