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Clustering in WSN with Latency and Energy Consumption Constraints

Bassam Aoun, Raouf Boutaba
<span title="2006-07-12">2006</span> <i title="Springer Nature"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/3izr2b7idfhjrp7ojmgew3mlbm" style="color: black;">Journal of Network and Systems Management</a> </i> &nbsp;
In this paper we address the problem of clustering in WSNs, subject to upper bounds on the maximum latency, the energy consumed by intermediate nodes, and clusters size.  ...  We propose a polynomial time algorithm consisting of recursively computing minimum weighted dominating sets, while respecting latency and energy consumption constraints.  ...  ACKNOWLEDGMENTS This research is partially supported by Communications and Information Technology Ontario (CITO), NORTEL, and the Natural Sciences and Engineering Research Council (NSERC).  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/s10922-006-9039-4">doi:10.1007/s10922-006-9039-4</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/jq3r2mq4xbacxghagf3bnwnufu">fatcat:jq3r2mq4xbacxghagf3bnwnufu</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20120714043539/http://rboutaba.cs.uwaterloo.ca/Papers/Journals/2006/Aoun06.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/f1/b4/f1b4c7cf13769d6777ceac3a3c38837bae2db4ee.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/s10922-006-9039-4"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> springer.com </button> </a>

An Optimized WSN Design for Latency-Critical Smart Grid Applications

Mounib Khanafer, Irfan Al-Anbagi, Hussein T. Mouftah
<span title="">2017</span> <i title="Hindawi Limited"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/zlknqk4ahbcsthbafxw55emm7a" style="color: black;">Journal of Sensors</a> </i> &nbsp;
Furthermore, we develop and evaluate two novel optimization models that solve for the optimum values of the end-to-end latency and power consumption in a clustered WSN given lower bounds on reliability  ...  In addition to that, latency- and reliability-critical protocol designs are also becoming significantly important in WSNs.  ...  consumption constraint). (2) Minimizing the power consumption with constraints on the reliability and cluster size.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1155/2017/5274715">doi:10.1155/2017/5274715</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/va3xr5vl3zerzhk6tikx3izgay">fatcat:va3xr5vl3zerzhk6tikx3izgay</a> </span>
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TREnD: A Timely, Reliable, Energy-Efficient and Dynamic WSN Protocol for Control Applications

P. Di Marco, P. Park, C. Fischione, K. H. Johansson
<span title="">2010</span> <i title="IEEE"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/jtcdcetsmvdmjcshq24lhzakwu" style="color: black;">2010 IEEE International Conference on Communications</a> </i> &nbsp;
The protocol parameters are adapted by an optimization problem, whose objective function is the network energy consumption, and the constraints are the reliability and latency of the packets.  ...  TREnD uses a simple algorithm that allows the network to meet the reliability and latency required by the control application while minimizing for energy consumption.  ...  Protocol Optimization In the previous subsection, we have established the expressions of the energy consumption in Eq. (4), the reliability in Eq. (7) and the latency constraint in Eq. (8) .  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/icc.2010.5501971">doi:10.1109/icc.2010.5501971</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/icc/MarcoPFJ10.html">dblp:conf/icc/MarcoPFJ10</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/pimlo6zrjjhpzbmbwb5axhsubi">fatcat:pimlo6zrjjhpzbmbwb5axhsubi</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170810224216/https://people.kth.se/~kallej/papers/wsn_icc10.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/d5/65/d565d855ae75cab2b688b1bf50894b56bb51a33b.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/icc.2010.5501971"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

Design Principles of Wireless Sensor Networks Protocols for Control Applications [chapter]

Carlo Fischione, Pangun Park, Piergiuseppe Di Marco, Karl Henrik Johansson
<span title="2010-11-19">2010</span> <i title="Springer New York"> Wireless Networking Based Control </i> &nbsp;
The protocol parameters are adapted by an optimization problem whose objective function is the network energy consumption, and the constraints are the reliability and latency of the packets as requested  ...  These algorithms allow the network to meet the reliability and latency required by the control application while minimizing for energy consumption.  ...  Consider the reliability and delay constraints, and the total energy consumption as investigated in min Ä c Ä max ; where the first constraint comes from (9.4) and (9.5), and the second from (9.9) and  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-1-4419-7393-1_9">doi:10.1007/978-1-4419-7393-1_9</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/xv7o4kjuozbktpi6xroucvuymu">fatcat:xv7o4kjuozbktpi6xroucvuymu</a> </span>
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Lifetime Optimization Algorithm with Mobile Sink Nodes for Wireless Sensor Networks Based on Location Information

Yourong Chen, Zhangquan Wang, Tiaojuan Ren, Hexin Lv
<span title="">2015</span> <i title="SAGE Publications"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/snvb3djywzbhvjtue42hxtjery" style="color: black;">International Journal of Distributed Sensor Networks</a> </i> &nbsp;
Simulation results show that LOA MSN makes full use of node energy to prolong network lifetime. LOA MSN with multiple sink nodes also reduces node energy consumption and data gathering latency.  ...  In order to overcome the energy hole problem in some wireless sensor networks (WSNs), lifetime optimization algorithm with mobile sink nodes for wireless sensor networks (LOA MSN) is proposed.  ...  In the energy limited WSNs, they have great energy consumption.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1155/2015/857673">doi:10.1155/2015/857673</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/d2yht7f2zvdldjguuuuax4t424">fatcat:d2yht7f2zvdldjguuuuax4t424</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170819135213/http://downloads.hindawi.com/journals/ijdsn/2015/857673.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/67/48/6748b73337fc218ccc0ccd350c97cabbcccf29f4.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1155/2015/857673"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> hindawi.com </button> </a>

DMTC: Optimize Energy Consumption in Dynamic Wireless Sensor Network Based on Fog Computing and Fuzzy Multiple Attribute Decision-Making

Abbas Varmaghani, Ali Matin Nazar, Mohsen Ahmadi, Abbas Sharifi, Saeid Jafarzadeh Ghoushchi, Yaghoub Pourasad
<span title="">2021</span> <i title="Hindawi-Wiley"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/6o4hgxplrbehxg4t53ub7zmfha" style="color: black;">Wireless Communications and Mobile Computing</a> </i> &nbsp;
Results show that the optimistic method outperformed the blind one and reduced energy consumption, especially in extensive networks; however, in small WSNs, the blind scheme resulted in an energy efficiency  ...  Furthermore, network growth leads optimistic WSN to save higher energy in comparison with blinded ones.  ...  Also, energy consumption is dropped with clustering and choosing cluster heads.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1155/2021/9953416">doi:10.1155/2021/9953416</a> <a target="_blank" rel="external noopener" href="https://doaj.org/article/4ab57b4cb2244484ac09d043b38addea">doaj:4ab57b4cb2244484ac09d043b38addea</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/soyolyufofhj5gfk7ptggo2tv4">fatcat:soyolyufofhj5gfk7ptggo2tv4</a> </span>
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Real-Time Data Acquisition in Wireless Sensor Networks [chapter]

Mujdat Soyturk, Halil Cicibas, Omer Unal
<span title="2010-09-28">2010</span> <i title="Sciyo"> Data Acquisition </i> &nbsp;
Real time data acquisition constraints in WSN In [Akyildiz et al, 2002] , constraints in WSN are classified as sensor node constraints and networking constraints.  ...  The specific properties of these networks pose various challenges such as energy consumption, limited bandwidth, and low storage.  ...  In adaptation of an aggregation technique, causative latency and energy consumption should be considered. Medium access in WSNs Wireless communications use a shared medium.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5772/10457">doi:10.5772/10457</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/ociglubdlfabdlme7g6k2fxzle">fatcat:ociglubdlfabdlme7g6k2fxzle</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20190501013728/https://cdn.intechopen.com/pdfs/12260.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/20/d1/20d1c9cb617eb0ddb848ad32a71d9f865482dabe.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5772/10457"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

An Effective Edge-Assisted Data Collection Approach for Critical Events in the SDWSN-Based Agricultural Internet of Things

Xiaomin Li, Zhiyu Ma, Jianhua Zheng, Yongxin Liu, Lixue Zhu, Nan Zhou
<span title="2020-05-29">2020</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/ikdpfme5h5egvnwtvvtjrnntyy" style="color: black;">Electronics</a> </i> &nbsp;
and energy consumption.  ...  Furthermore, the sensing nodes are driven to sense the event-related data with a consideration of latency constraints by the SDWSN servers.  ...  Data Sensing with Time Constraints in SDWSN In the section, the data sensing process with time constraints in an SDWSN is introduced.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/electronics9060907">doi:10.3390/electronics9060907</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/3sks7ktq45b5lllpzamw2q6z5y">fatcat:3sks7ktq45b5lllpzamw2q6z5y</a> </span>
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Optimized Cluster Establishment and Cluster-Head Selection Approach in WSN

Shivshanker. P. Biradar, T. S. Vishwanath
<span title="2021-07-31">2021</span> <i title="Academy and Industry Research Collaboration Center (AIRCC)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/oapmgmuv5vasljoxpa3mvlxso4" style="color: black;">International Journal of Computer Networks &amp; Communications</a> </i> &nbsp;
Clustering is a practical technique that can reduce all energy consumption and provide stability of workload that causes a larger difference in energy depletion among other nodes and cluster heads (CHs  ...  In recent years, limited resources of user products and energy-saving are recognized as the major challenges of Wireless Sensor Networks (WSNs).  ...  ACKNOWLEDGMENTS Both authors contributed to the design and implementation of the research, to the analysis of the results, and to the writing of the manuscript.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5121/ijcnc.2021.13404">doi:10.5121/ijcnc.2021.13404</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/kb2vtgcjzfeavmyyi57yctogsm">fatcat:kb2vtgcjzfeavmyyi57yctogsm</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210731063559/https://aircconline.com/ijcnc/V13N4/13421cnc04.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/87/0a/870afcaeac79875a1282897d340cf1fc6cae601a.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5121/ijcnc.2021.13404"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

A Qualitative Comparison of Different Logical Topologies for Wireless Sensor Networks

Quazi Mamun
<span title="2012-11-05">2012</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/taedaf6aozg7vitz5dpgkojane" style="color: black;">Sensors</a> </i> &nbsp;
Logical topologies govern how a sensor node communicates with other nodes in the network. In this way, logical topologies play a vital role for resource-constraint sensor networks.  ...  With a sheer number of sensor nodes, their unattended deployment and hostile environment very often preclude reliance on physical configuration or physical topology.  ...  Acknowledgments The author would like to thank Bala Srinivasan, and Sita Ramakrishnan of Monash University for their valuable feedback while doing this research.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/s121114887">doi:10.3390/s121114887</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/23202192">pmid:23202192</a> <a target="_blank" rel="external noopener" href="https://pubmed.ncbi.nlm.nih.gov/PMC3522945/">pmcid:PMC3522945</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/thkhxrahejf4xgmdo67crwdaw4">fatcat:thkhxrahejf4xgmdo67crwdaw4</a> </span>
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Balancing latency and energy efficiency in wireless sensor networks: A comparative study

Trong Thua Huynh, Anh-Vu Dinh-Duc, Cong Hung Tran
<span title="">2013</span> <i title="IEEE"> 2013 International Conference on Computing, Management and Telecommunications (ComManTel) </i> &nbsp;
Along with poor processing and storage capacity, each sensor in wireless sensor network (WSN) is equipped with a limited energy resource and difficult to be replaced in most application environments.  ...  Furthermore, we propose a new research direction to balance energy-efficiency and latency in WSNs.  ...  Moreover, we have proposed to apply swarm algorithms for the two-objective optimization problem in other to trade-off the latency and energy efficiency in WSNs.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/commantel.2013.6482387">doi:10.1109/commantel.2013.6482387</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/6cf3sr6nkraxtmzuxrfnr5zbma">fatcat:6cf3sr6nkraxtmzuxrfnr5zbma</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170812072055/http://is.ptithcm.edu.vn/~tranconghung/papers/44_Balancing%20Latency%20and%20Energy%20Efficiency%20in%20Wireless%20Sensor%20Networks_%20A%20Comparative%20Study_23012013.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/06/30/063044cae44f688318bc594513efd04f78c4a8e1.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/commantel.2013.6482387"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

ER-KFPSO: Energetic Routing Technique Based Kernel Fuzzy Latency Particle Swarm Optimization Algorithm in Wireless Sensor Network

<span title="2020-03-30">2020</span> <i title="Blue Eyes Intelligence Engineering and Sciences Engineering and Sciences Publication - BEIESP"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/3sfifsouvjgadp4gfj54u3z2ku" style="color: black;">International journal of recent technology and engineering</a> </i> &nbsp;
This article proposes an Energetic Routing which is based on the Kernel Fuzzy Latency PSO (ER-KFPSO) for supporting the energy consumption in Wireless Sensor Networks for improvisation in the life time  ...  The proposed method gives assistance in shaping the clusters by making use of the Energy Fitness value along with assignment of CHs.  ...  consumption in WSN.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.35940/ijrte.e7028.038620">doi:10.35940/ijrte.e7028.038620</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/v6c2isw77raunebotfvl4wqj5m">fatcat:v6c2isw77raunebotfvl4wqj5m</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200430181824/https://www.ijrte.org/wp-content/uploads/papers/v8i6/E7028018520.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/1c/9e/1c9e4d47e5d80153b5e4704087baee48a3ffb423.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.35940/ijrte.e7028.038620"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> Publisher / doi.org </button> </a>

A Smart Checkpointing Scheme for Improving the Reliability of Clustering Routing Protocols

Hong Min, Jinman Jung, Bongjae Kim, Yookun Cho, Junyoung Heo, Sangho Yi, Jiman Hong
<span title="2010-09-29">2010</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/taedaf6aozg7vitz5dpgkojane" style="color: black;">Sensors</a> </i> &nbsp;
Experimental comparisons with existing non-checkpointing schemes show that our scheme reduces both energy consumption and recovery latency.  ...  In wireless sensor networks, system architectures and applications are designed to consider both resource constraints and scalability, because such networks are composed of numerous sensor nodes with various  ...  The value of the parameters are based on [15] and [19] , studies that researched energy consumption and communication latency in WSNs. Table 3 . Parameters for simulation.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/s101008938">doi:10.3390/s101008938</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/22163389">pmid:22163389</a> <a target="_blank" rel="external noopener" href="https://pubmed.ncbi.nlm.nih.gov/PMC3230956/">pmcid:PMC3230956</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/sj3lxdnz4nc23ouh4rwk4pttoa">fatcat:sj3lxdnz4nc23ouh4rwk4pttoa</a> </span>
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Lightweight Context Aware Routing in Wireless Sensor Networks for Real Environments

Samia Aijaz, Sana Hoor Jokhio, Javed Ali Baloch
<span title="">2015</span> <i title="Mehran University of Engineering and Technology"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/ecaiw5coi5ev3jsbuiwj3f4hh4" style="color: black;">Mehran University Research Journal of Engineering and Technology</a> </i> &nbsp;
Furthermore, the study also highlights the strengths and weaknesses of sensor SPIN (Sensor Protocol for Information via Negotiation) and LEACH (Low Energy Adaptive Clustering Hierarchy) protocols with  ...  In this paper, we consider the context factor of energy. The paper identifies analyses and evaluates efficiency of two when used in a context aware environment.  ...  ACKNOWLEDGEMENT This research has been conducted with the help and support from Mehran University of Engineering & Technology, Jamshoro, Pakistan.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://doaj.org/article/12bc56ea40f648bb97ae994b0acf3bb1">doaj:12bc56ea40f648bb97ae994b0acf3bb1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/dphrienqczbkdp4zntkzd3sw5q">fatcat:dphrienqczbkdp4zntkzd3sw5q</a> </span>
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Data Collection Protocols in Wireless Sensor Networks [chapter]

Koppala Guravaiah, Arumugam Kavitha, Rengaraj Leela Velusamy
<span title="2020-10-10">2020</span> <i title="IntechOpen"> Wireless Sensor Networks - Design, Deployment and Applications [Working Title] </i> &nbsp;
In this chapter, classification of data collection protocols are presented with the help of different parameters such as network lifetime, energy, fault tolerance, and latency.  ...  To achieve these parameters, different techniques such as multi-hop, clustering, duty cycling, network coding, aggregation, sink mobility, directional antennas, and cross-layer solutions have been analyzed  ...  Design issues in data collection Energy and lifetime Managing energy of the sensor nodes is the primary concern in WSN because it is the critical constraint of the sensor nodes.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5772/intechopen.93659">doi:10.5772/intechopen.93659</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/wf7yu6xbxbaadetor4q7ttkkiu">fatcat:wf7yu6xbxbaadetor4q7ttkkiu</a> </span>
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