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A combined decision fusion and channel coding scheme for distributed fault-tolerant classification in wireless sensor networks

Tsang-Yi Wang, Y.S. Han, Biao Chen, P.K. Varshney
2006 IEEE Transactions on Wireless Communications  
In this paper, we consider the distributed classification problem in wireless sensor networks.  ...  Integrating channel decoding into the distributed fault-tolerant classification fusion algorithm, we obtain a new fusion rule that combines both soft-decision decoding and local decision rules without  ...  As mentioned in [16] , [17] , for the distributed binary detection problem in wireless sensor networks, the EGC fusion rule outperforms the maximum ratio combining (MRC) fusion rule in the sense that  ... 
doi:10.1109/twc.2006.1673081 fatcat:uzconi625nc6fpeh2z6dr4452a

On the Design of Soft-Decision Fusion Rule for Coding Approach in Wireless Sensor Networks [chapter]

Tsang-Yi Wang, Po-Ning Chen, Yunghsiang S. Han, Yung-Ti Wang
2006 Lecture Notes in Computer Science  
sensor code and associated local classification.  ...  Their performance comparison with the distributed classification fusion using soft-decision decoding (DCSD) proposed in an earlier work is also performed.  ...  .: A combined decision fusion and channel coding scheme for distributed fault-tolerant classification in wireless sensor networks. IEEE Trans. Wireless Commun. 5(7) (2006) 8.  ... 
doi:10.1007/11814856_15 fatcat:6opr5x7nhjcupcoksvwpuz2xam

Two-dimensional coded classification schemes in wireless sensor networks

Hung-Ta Pai, Y.S. Han, Jing-Tian Sung
2008 IEEE Transactions on Wireless Communications  
This work proposes a novel fault-tolerant classification system based on distributed detection and two-dimensional channel coding.  ...  Simulation results reveal that the proposed scheme has higher classification reliability and better capability of fault tolerance than previous methods.  ...  Two-Dimensional Coded Classification Schemes in Wireless Sensor Networks Hung-Ta Pai, Member, IEEE, Yunghsiang S.  ... 
doi:10.1109/twc.2008.060259 fatcat:d2oqe3x5qjgq7ipq3koqwsph5q

Equal-Gain Combination for adaptive distributed classification in Wireless Sensor Networks

H T. Pai, J T. Sung
2009 International Journal of Ad Hoc and Ubiquitous Computing  
A fault-tolerant classification system in wireless sensor networks combining distributed detection with error-correcting codes have recently been proposed. A codeword is designed for each hypothesis.  ...  Each sensor makes a local decision based on the codeword and its observation result. The local decision is then transmitted to a fusion center to make a final decision.  ...  Figure 1 depicts a wireless sensor network for distributed detection with N sensors deployed for collecting environment variation data and a fusion center for making a final decision of detections.  ... 
doi:10.1504/ijahuc.2009.023902 fatcat:jzvyal2lz5gqbdle65mnq22cqy

Distributed fault-tolerant classification in wireless sensor networks

Tsang-Yi Wang, Y.S. Han, P.K. Varshney, Po-Ning Chen
2005 IEEE Journal on Selected Areas in Communications  
In this paper, we propose a novel approach for distributed multiclass classification using a fault-tolerant fusion rule for wireless sensor networks.  ...  Fault-tolerance and data fusion have been considered as two fundamental functions in wireless sensor networks.  ...  A. M. Sayeed for his helpful suggestions during the review process. They would also like to thank the anonymous reviewers for their valuable comments.  ... 
doi:10.1109/jsac.2005.843541 fatcat:anupw6csnbaeziihcqtmcbqmba

Target Localization in Wireless Sensor Networks Using Error Correcting Codes

Aditya Vempaty, Yunghsiang S. Han, Pramod K. Varshney
2014 IEEE Transactions on Information Theory  
In this work, we consider the task of target localization using quantized data in Wireless Sensor Networks (WSNs).  ...  We suggest the use of soft-decision decoding to compensate for the loss due to the presence of fading channels between the local sensors and the FC.  ...  In the DCFECC approach, a code matrix C is selected to perform both local decision and fault-tolerant fusion at the FC.  ... 
doi:10.1109/tit.2013.2289859 fatcat:4adbyhqsonhkddcp7katx4raii

Target localization in Wireless Sensor Networks using error correcting codes in the presence of Byzantines

Aditya Vempaty, Yunghsiang S. Han, Pramod K. Varshney
2013 2013 IEEE International Conference on Acoustics, Speech and Signal Processing  
We consider the problem of target localization using quantized data in Wireless Sensor Networks in the presence of Byzantines (malicious sensors).  ...  We design coding based iterative schemes for target localization where, at every iteration, the Fusion Center performs an M-ary hypothesis test and decides the Region of Interest for the next iteration  ...  Wang et al. in [9] proposed a coding based distributed classification fusion approach which is tolerant to faults in the network.  ... 
doi:10.1109/icassp.2013.6638653 dblp:conf/icassp/VempatyHV13 fatcat:f2c7kzx2hjd45oofu5hmmt5uwa

Cognitive Radio Wireless Sensor Networks: Applications, Challenges and Research Trends

Gyanendra Joshi, Seung Nam, Sung Kim
2013 Sensors  
A cognitive radio wireless sensor network is one of the candidate areas where cognitive techniques can be used for opportunistic spectrum access.  ...  , potential application areas of cognitive radio wireless sensor networks, challenges and research trend in cognitive radio wireless sensor networks.  ...  The sensing results of each CR wireless sensor are collected at the fusion center, which makes a global decision on the presence of the PU on the channel using a fusion rule.  ... 
doi:10.3390/s130911196 pmid:23974152 pmcid:PMC3821336 fatcat:2lhysftvu5b3dblei5jx4t7ase

Channel-aware distributed classification in wireless sensor networks using binary local decisions

Mohammad Fanaei, Matthew C. Valenti, Natalia A. Schmid, Vinodkrishnan Kulathumani, Ivan Kadar
2011 Signal Processing, Sensor Fusion, and Target Recognition XX  
This paper considers the problem of distributed multi-hypothesis classification in the context of wireless sensor networks.  ...  The fusion-center classification must be performed despite the presence of faults in both local sensor decisions and transmission channels between the sensors and fusion center.  ...  In Wang et al. 6 , a fault-tolerant distributed multi-hypothesis classification fusion approach is proposed based on binary error correcting codes.  ... 
doi:10.1117/12.884397 fatcat:qzhnpamwkngjlh7mscimlwsnqu

A Fault-Tolerant Detection Fusion Strategy for Distributed Multisensor Systems

Shengli Zhao, Jie Zhou
2016 International Journal of Distributed Sensor Networks  
A new distributed detection fusion strategy is thus proposed by minimizing a weighted sum of risk at the fusion center and risks at the local sensors, and then a fault-tolerant distributed detection fusion  ...  It is meaningful to design fault-tolerant detection fusion rules which can guarantee the performance of system no matter whether the fusion center and local sensors work well or not.  ...  The fault-tolerance capability is an important factor in many applications, such as designing classification systems in wireless sensor networks (WSN).  ... 
doi:10.1155/2016/8613149 fatcat:jb77u6qufnd6bemzesauypccxi

2019 Index IEEE Systems Journal Vol. 13

2019 IEEE Systems Journal  
., +, JSYST June 2019 1767-1775 Decision trees FDOST-Based Fault Classification Scheme for Fixed Series Compensated Transmission System.  ...  ., +, JSYST March 2019 940-951 Observer-Based H 3 Fault-Tolerant Control for Linear Systems With Sensor and Actuator Faults.  ... 
doi:10.1109/jsyst.2020.2965224 fatcat:x7hx4luelzforfuzigmwmfyhgm

Enhancing Reliability by Detection of Software Fault in Wireless Sensor Network Using Distributed Approach

Mufassir Syed, Mithilesh Dubey
2020 Instrumentation Mesure Métrologie  
In wireless sensor network automated fault tolerance and diagnosis of faults are important. For software dependability, software faults are significant risks.  ...  The diagnosis of the fault approach is proposed for faulty software in the wireless sensor network, the methodology consists of a few different stages like as initializations, detection of software faults  ...  This article proposed the generic software for fault detection scheme which will work for both intermittent faults and permanent in Wireless Sensor Networks. In WSN there are various sensor nodes.  ... 
doi:10.18280/i2m.190205 fatcat:dsbmkfmit5d7nlliurv74orhp4

Sensors data fusion architecture over MIMO: Case study of quad copter

CharanArur Panem, A. A. Gaonkar, U. V. Rane, A. B. Pandit, R. S. Gad
2016 2016 International Conference on Electrical, Electronics, and Optimization Techniques (ICEEOT)  
In this paper we have introduce sensor level Data Fusion for 2X2 MIMO system.  ...  The system is customized for the Quadcopter for the sensors, like gyrometer, accelerometer and temperature to transmit them over the wireless channel for optimum bandwidth utilization.  ...  Scheme and ALTERA Inc.  ... 
doi:10.1109/iceeot.2016.7755117 fatcat:47fmppszorgt5iad4g4x4vy5cu

A Survey on Modeling and Enhancing Reliability of Wireless Sensor Network

Latha Venkatesan, S. Shanmugavel, Chandrasekaran Subramaniam
2013 Wireless Sensor Network  
Design of reliable wireless sensor network (WSN) need to address the failure of single or multiple network components and implementation of the techniques to tolerate the faults occurred at various levels  ...  Also the paper analyzes reliability enhancement by existing fault tolerant methods in WSN and compares the performance of these techniques with the technique we developed.  ...  For a network already deployed in the field reliability modeling combined with failure data analysis, can be used to identify the critical components, apply Fault tolerance and enhance reliability.  ... 
doi:10.4236/wsn.2013.53006 fatcat:hmcqgsnearay5f2fm77m5jgo6y

2020 Index IEEE Systems Journal Vol. 14

2020 IEEE Systems Journal  
Saleh, K.A., +, JSYST Sept. 2020 4284-4295 Fault tolerance A New Distributed Fault Detection Method for Wireless Sensor Networks.  ...  ., +, JSYST June 2020 1549-1557 Fault tolerant systems A New Distributed Fault Detection Method for Wireless Sensor Networks.  ...  ., +, 2585 -2588 Energy-Efficient IoT-Fog-Cloud Architectural Paradigm for Real-Time Wildfire Prediction and Forecasting. 2003 -2011 Agent Pseudonymous Authentication-Based Conditional Privacy Preservation  ... 
doi:10.1109/jsyst.2021.3054547 fatcat:zf2aafvnfzbeje32qei5563myu
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