{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,4]],"date-time":"2026-04-04T01:48:47Z","timestamp":1775267327201,"version":"3.50.1"},"reference-count":42,"publisher":"Springer Science and Business Media LLC","issue":"4","license":[{"start":{"date-parts":[[2018,11,10]],"date-time":"2018-11-10T00:00:00Z","timestamp":1541808000000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Mobile Netw Appl"],"published-print":{"date-parts":[[2019,8]]},"DOI":"10.1007\/s11036-018-1169-x","type":"journal-article","created":{"date-parts":[[2018,11,10]],"date-time":"2018-11-10T03:04:18Z","timestamp":1541819058000},"page":"1295-1305","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":25,"title":["An Energy-Efficient and Congestion Control Data-Driven Approach for Cluster-Based Sensor Network"],"prefix":"10.1007","volume":"24","author":[{"given":"Syed Rooh Ullah","family":"Jan","sequence":"first","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5298-1328","authenticated-orcid":false,"given":"Mian Ahmad","family":"Jan","sequence":"additional","affiliation":[]},{"given":"Rahim","family":"Khan","sequence":"additional","affiliation":[]},{"given":"Hakeem","family":"Ullah","sequence":"additional","affiliation":[]},{"given":"Muhammad","family":"Alam","sequence":"additional","affiliation":[]},{"given":"Muhammad","family":"Usman","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2018,11,10]]},"reference":[{"issue":"4","key":"1169_CR1","doi-asserted-by":"publisher","first-page":"351","DOI":"10.1016\/j.adhoc.2004.04.003","volume":"2","author":"IF Akyildiz","year":"2004","unstructured":"Akyildiz IF, Kasimoglu IH (2004) Wireless sensor and actor networks: research challenges. Ad hoc netw 2 (4):351\u2013367","journal-title":"Ad hoc netw"},{"key":"1169_CR2","doi-asserted-by":"publisher","DOI":"10.1002\/9780470515181","volume-title":"Wireless sensor networks, vol 4","author":"IF Akyildiz","year":"2010","unstructured":"Akyildiz IF, Vuran MC (2010) Wireless sensor networks, vol 4. Wiley, New York"},{"key":"1169_CR3","doi-asserted-by":"crossref","unstructured":"Alam M, Albano M, Radwan A, Rodriguez J (2012) Context parameter prediction to prolong mobile terminal battery life. In: Mobile multimedia communications, pp 476\u2013489. Springer, Berlin","DOI":"10.1007\/978-3-642-35155-6_38"},{"key":"1169_CR4","doi-asserted-by":"crossref","unstructured":"Alam M, Rodriguez J (2010) A dual head clustering mechanism for energy efficient WSNs. In: Lecture notes of the institute for computer sciences, social informatics and telecommunications engineering, pp 380\u2013387. Springer, Berlin","DOI":"10.1007\/978-3-642-16644-0_33"},{"issue":"3","key":"1169_CR5","doi-asserted-by":"publisher","first-page":"537","DOI":"10.1016\/j.adhoc.2008.06.003","volume":"7","author":"G Anastasi","year":"2009","unstructured":"Anastasi G, Conti M, Di Francesco M, Passarella A (2009) Energy conservation in wireless sensor networks A survey. Ad hoc netw 7(3):537\u2013568","journal-title":"Ad hoc netw"},{"issue":"1-2","key":"1169_CR6","first-page":"77","volume":"21","author":"JM Bahi","year":"2014","unstructured":"Bahi JM, Makhoul A, Medlej M (2014) A two tiers data aggregation scheme for periodic sensor networks. Ad Hoc Sens Wirel Netw 21(1-2):77\u2013100","journal-title":"Ad Hoc Sens Wirel Netw"},{"issue":"7","key":"1169_CR7","doi-asserted-by":"publisher","first-page":"1045","DOI":"10.1093\/comjnl\/bxp080","volume":"53","author":"A Berl","year":"2010","unstructured":"Berl A, Gelenbe E, Di Girolamo M, Giuliani G, De Meer H, Dang MQ, Pentikousis K (2010) Energy-efficient cloud computing. Comput J 53(7):1045\u20131051","journal-title":"Comput J"},{"key":"1169_CR8","doi-asserted-by":"crossref","unstructured":"Biswas S, Das R, Chatterjee P (2018) Energy-efficient connected target coverage in multi-hop wireless sensor networks. In: Industry interactive innovations in science, engineering and technology, pp 411\u2013421. Springer","DOI":"10.1007\/978-981-10-3953-9_40"},{"key":"1169_CR9","doi-asserted-by":"publisher","first-page":"66","DOI":"10.1016\/j.comnet.2018.01.012","volume":"134","author":"L Cheng","year":"2018","unstructured":"Cheng L, Niu J, Luo C, Shu L, Kong L, Zhao Z, Gu Y (2018) Towards minimum-delay and energy-efficient flooding in low-duty-cycle wireless sensor networks. Comput Netw 134:66\u201377","journal-title":"Comput Netw"},{"key":"1169_CR10","doi-asserted-by":"crossref","unstructured":"De Vries PG (1986) Stratified random sampling. In: Sampling theory for forest inventory, pp 31\u201355. Springer","DOI":"10.1007\/978-3-642-71581-5_2"},{"key":"1169_CR11","doi-asserted-by":"publisher","first-page":"378","DOI":"10.1016\/j.procs.2016.07.393","volume":"92","author":"G Dhand","year":"2016","unstructured":"Dhand G, Tyagi SS (2016) Data aggregation techniques in wsn Survey. Procedia Comput Sci 92:378\u2013384","journal-title":"Procedia Comput Sci"},{"issue":"6","key":"1169_CR12","doi-asserted-by":"publisher","first-page":"261381","DOI":"10.1155\/2015\/261381","volume":"11","author":"T Du","year":"2015","unstructured":"Du T, Qu Z, Guo Q, Qu S (2015) A high efficient and real time data aggregation scheme for wsns. Int J Distributed Sens Netw 11(6):261381","journal-title":"Int J Distributed Sens Netw"},{"issue":"2","key":"1169_CR13","doi-asserted-by":"publisher","first-page":"70","DOI":"10.1109\/MWC.2007.358967","volume":"14","author":"E Fasolo","year":"2007","unstructured":"Fasolo E, Rossi M, Widmer J, Zorzi M (2007) In-network aggregation techniques for wireless sensor networks: a survey. IEEE Wirel Commun 14(2):70\u201387","journal-title":"IEEE Wirel Commun"},{"issue":"2","key":"1169_CR14","first-page":"17","volume":"10","author":"PD Ganjewar","year":"2018","unstructured":"Ganjewar PD, Barani S, Wagh SJ, Sonavane SS (2018) Survey on data reduction techniques for energy conservation for prolonging life of wireless sensor network. Wirel Commun 10(2):17\u201325","journal-title":"Wirel Commun"},{"key":"1169_CR15","volume-title":"Sample survey methods and theory, vol I","author":"MH Hansen","year":"1953","unstructured":"Hansen MH, Hurwitz WN (1953) Sample survey methods and theory, vol I. Wiley, New York"},{"key":"1169_CR16","doi-asserted-by":"crossref","unstructured":"Harb H, Makhoul A, Laiymani D, Jaber A, Tawil R (2014) K-means based clustering approach for data aggregation in periodic sensor networks. In: 2014 IEEE 10Th international conference on wireless and mobile computing, networking and communications (wimob), pp 434\u2013441. IEEE","DOI":"10.1109\/WiMOB.2014.6962207"},{"key":"1169_CR17","doi-asserted-by":"publisher","first-page":"4250","DOI":"10.1109\/ACCESS.2017.2681207","volume":"5","author":"H Harb","year":"2017","unstructured":"Harb H, Makhoul A, Tawbi S, Couturier R (2017) Comparison of different data aggregation techniques in distributed sensor networks. IEEE Access 5:4250\u20134263","journal-title":"IEEE Access"},{"key":"1169_CR18","doi-asserted-by":"crossref","unstructured":"Harb H, Makhoul A, Tawil R, Jaber A (2014) A suffix-based enhanced technique for data aggregation in periodic sensor networks. In: 2014 international wireless communications and mobile computing conference (IWCMC), pp 494\u2013499. IEEE","DOI":"10.1109\/IWCMC.2014.6906406"},{"issue":"2","key":"1169_CR19","doi-asserted-by":"publisher","first-page":"92","DOI":"10.1109\/MSP.2007.914732","volume":"25","author":"J Haupt","year":"2008","unstructured":"Haupt J, Bajwa WU, Rabbat M, Nowak R (2008) Compressed sensing for networked data. IEEE Signal Proc Mag 25(2):92\u2013101","journal-title":"IEEE Signal Proc Mag"},{"key":"1169_CR20","doi-asserted-by":"crossref","unstructured":"Huy DV, Viet ND (2015) Df-ams: Proposed solutions for multi-sensor data fusion in wireless sensor networks. In: 2015 Seventh international conference on knowledge and systems engineering (KSE), pp 1\u20136. IEEE","DOI":"10.1109\/KSE.2015.28"},{"key":"1169_CR21","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/s11036-018-1018-y","volume":"23","author":"MA Jan","year":"2018","unstructured":"Jan MA, Jan SRU, Alam M, Akhunzada A, Rahman IU (2018) A comprehensive analysis of congestion control protocols in wireless sensor networks. Mob Netw Appl 23:1\u201313","journal-title":"Mob Netw Appl"},{"key":"1169_CR22","doi-asserted-by":"publisher","first-page":"92","DOI":"10.1016\/j.comnet.2014.09.005","volume":"74","author":"MA Jan","year":"2014","unstructured":"Jan MA, Nanda P, He X, Liu RP (2014) Pasccc: Priority-based application-specific congestion control clustering protocol. Comput Netw 74:92\u2013102","journal-title":"Comput Netw"},{"key":"1169_CR23","doi-asserted-by":"publisher","unstructured":"Jan MA, Usman M, He X, Rehman AU (2018) Sams: A seamless and authorized multimedia streaming framework for wmsn-based iomt. IEEE Internet Things J. https:\/\/doi.org\/10.1109\/JIOT.2018.2848284","DOI":"10.1109\/JIOT.2018.2848284"},{"issue":"3","key":"1169_CR24","doi-asserted-by":"publisher","first-page":"1369","DOI":"10.1109\/SURV.2014.021714.00123","volume":"16","author":"MA Kafi","year":"2014","unstructured":"Kafi MA, Djenouri D, Ben-Othman J, Badache N (2014) Congestion control protocols in wireless sensor networks A survey. IEEE Commun Surv Tutorials 16(3):1369\u20131390","journal-title":"IEEE Commun Surv Tutorials"},{"issue":"8","key":"1169_CR25","first-page":"1111","volume":"24","author":"R Khan","year":"2013","unstructured":"Khan R, Ali I, Suryani AM, Ahmad M, Zakarya M (2013) Wireless sensor network based irrigation management system for container grown crops in pakistan. World Appl Sci J 24(8):1111\u20131118","journal-title":"World Appl Sci J"},{"issue":"5641","key":"1169_CR26","doi-asserted-by":"publisher","first-page":"1870","DOI":"10.1126\/science.1089662","volume":"301","author":"SB Laughlin","year":"2003","unstructured":"Laughlin SB, Sejnowski TJ (2003) Communication in neuronal networks. Science 301(5641):1870\u20131874","journal-title":"Science"},{"issue":"1","key":"1169_CR27","doi-asserted-by":"publisher","first-page":"65","DOI":"10.1049\/trit.2018.0009","volume":"3","author":"H Liu","year":"2018","unstructured":"Liu H, Ma J, Huang W (2018) Sensor-based complete coverage path planning in dynamic environment for cleaning robot. CAAI Trans Intell Technol 3(1):65\u201372","journal-title":"CAAI Trans Intell Technol"},{"key":"1169_CR28","doi-asserted-by":"crossref","unstructured":"Liu Z, Tsuda T, Watanabe H (2015) Traffic deduction exploring sensor data\u2019s intra-correlations in train track monitoring wsn. In: 2015 IEEE SENSORS, pp 1\u20134. IEEE","DOI":"10.1109\/ICSENS.2015.7370621"},{"issue":"1","key":"1169_CR29","doi-asserted-by":"publisher","first-page":"59","DOI":"10.1049\/trit.2018.0006","volume":"3","author":"J Ma","year":"2018","unstructured":"Ma J, Jiang X, Gong M (2018) Two-phase clustering algorithm with density exploring distance measure. CAAI Trans Intell Technol 3(1):59\u201364","journal-title":"CAAI Trans Intell Technol"},{"issue":"1","key":"1169_CR30","doi-asserted-by":"publisher","first-page":"400","DOI":"10.1109\/TSP.2011.2171686","volume":"60","author":"EJ Msechu","year":"2012","unstructured":"Msechu EJ, Giannakis GB (2012) Sensor-centric data reduction for estimation with wsns via censoring and quantization. IEEE Trans Signal Process 60(1):400\u2013414","journal-title":"IEEE Trans Signal Process"},{"issue":"2","key":"1169_CR31","first-page":"169","volume":"4","author":"J Omona","year":"2013","unstructured":"Omona J (2013) Sampling in qualitative research: Improving the quality of research outcomes in higher education. Makerere J High Educ 4(2):169\u2013185","journal-title":"Makerere J High Educ"},{"issue":"4","key":"1169_CR32","first-page":"24","volume":"4","author":"S Pattem","year":"2008","unstructured":"Pattem S, Krishnamachari B, Govindan R (2008) The impact of spatial correlation on routing with compression in wireless sensor networks. ACM Trans Sens Netw (TOSN) 4(4):24","journal-title":"ACM Trans Sens Netw (TOSN)"},{"key":"1169_CR33","doi-asserted-by":"crossref","unstructured":"Rahman H, Ahmed N, Hussain I (2016) Comparison of data aggregation techniques in internet of things (iot). In: International conference on wireless communications, signal processing and networking (wiSPNET), pp 1296\u20131300. IEEE","DOI":"10.1109\/WiSPNET.2016.7566346"},{"issue":"2","key":"1169_CR34","doi-asserted-by":"publisher","first-page":"656","DOI":"10.1109\/TWC.2012.111412.112124","volume":"12","author":"RR Rout","year":"2013","unstructured":"Rout RR, Ghosh SK (2013) Enhancement of lifetime using duty cycle and network coding in wireless sensor networks. IEEE Trans Wirel Commun 12(2):656\u2013667","journal-title":"IEEE Trans Wirel Commun"},{"key":"1169_CR35","volume-title":"Introduction to data compression","author":"K Sayood","year":"2005","unstructured":"Sayood K (2005) Introduction to data compression. Elsevier, Amsterdam"},{"issue":"3","key":"1169_CR36","doi-asserted-by":"publisher","first-page":"174","DOI":"10.1504\/IJSNET.2018.090141","volume":"26","author":"VK Singh","year":"2018","unstructured":"Singh VK, Kumar M (2018) In-network data processing in wireless sensor networks using compressed sensing. Int J Sens Netw 26(3):174\u2013189","journal-title":"Int J Sens Netw"},{"key":"1169_CR37","doi-asserted-by":"crossref","unstructured":"Uthayakumar J, Vengattaraman T, Dhavachelvan P (2018) A survey on data compression techniques: From the perspective of data quality, coding schemes, data type and applications. Journal of King Saud University-Computer and Information Sciences","DOI":"10.1016\/j.jksuci.2018.05.006"},{"key":"1169_CR38","doi-asserted-by":"crossref","unstructured":"Xiang L, Luo J, Vasilakos A (2011) Compressed data aggregation for energy efficient wireless sensor networks. In: 2011 8th annual IEEE communications society conference on sensor, mesh and ad hoc communications and networks (SECON), pp 46\u201354. IEEE","DOI":"10.1109\/SAHCN.2011.5984932"},{"issue":"3","key":"1169_CR39","first-page":"45","volume":"11","author":"X Xu","year":"2015","unstructured":"Xu X, Ansari R, Khokhar A, Vasilakos AV (2015) Hierarchical data aggregation using compressive sensing (hdacs) in wsns. ACM Trans Sens Netw (TOSN) 11(3):45","journal-title":"ACM Trans Sens Netw (TOSN)"},{"issue":"2","key":"1169_CR40","doi-asserted-by":"publisher","first-page":"395","DOI":"10.1007\/s11676-016-0297-z","volume":"28","author":"H Yang","year":"2017","unstructured":"Yang H, Yu L (2017) Feature extraction of wood-hole defects using wavelet-based ultrasonic testing. J For Res 28(2):395\u2013402","journal-title":"J For Res"},{"issue":"2","key":"1169_CR41","doi-asserted-by":"publisher","first-page":"828","DOI":"10.1109\/COMST.2017.2650979","volume":"19","author":"H Yetgin","year":"2017","unstructured":"Yetgin H, Cheung KTK, El-Hajjar M, Hanzo LH (2017) A survey of network lifetime maximization techniques in wireless sensor networks. IEEE Commun Surv Tutorials 19(2):828\u2013854","journal-title":"IEEE Commun Surv Tutorials"},{"issue":"1","key":"1169_CR42","doi-asserted-by":"publisher","first-page":"381","DOI":"10.1109\/ACCESS.2015.2424452","volume":"3","author":"C Zhu","year":"2015","unstructured":"Zhu C, Wu S, Han G, Shu L, Wu H (2015) A tree-cluster-based data-gathering algorithm for industrial wsns with a mobile sink. IEEE Access 3(1):381\u201396","journal-title":"IEEE Access"}],"container-title":["Mobile Networks and Applications"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11036-018-1169-x.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s11036-018-1169-x\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11036-018-1169-x.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,4,4]],"date-time":"2026-04-04T00:55:16Z","timestamp":1775264116000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s11036-018-1169-x"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018,11,10]]},"references-count":42,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2019,8]]}},"alternative-id":["1169"],"URL":"https:\/\/doi.org\/10.1007\/s11036-018-1169-x","relation":{},"ISSN":["1383-469X","1572-8153"],"issn-type":[{"value":"1383-469X","type":"print"},{"value":"1572-8153","type":"electronic"}],"subject":[],"published":{"date-parts":[[2018,11,10]]},"assertion":[{"value":"10 November 2018","order":1,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}