{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,31]],"date-time":"2025-10-31T07:42:14Z","timestamp":1761896534975,"version":"build-2065373602"},"reference-count":48,"publisher":"MDPI AG","issue":"6","license":[{"start":{"date-parts":[[2017,5,27]],"date-time":"2017-05-27T00:00:00Z","timestamp":1495843200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100003621","name":"Ministry of Science, ICT and Future Planning","doi-asserted-by":"publisher","award":["IITP-2017-2012-0-00646"],"award-info":[{"award-number":["IITP-2017-2012-0-00646"]}],"id":[{"id":"10.13039\/501100003621","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100003725","name":"National Research Foundation of Korea","doi-asserted-by":"publisher","award":["NRF-2016R1C1B10 15937"],"award-info":[{"award-number":["NRF-2016R1C1B10 15937"]}],"id":[{"id":"10.13039\/501100003725","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Sensors"],"abstract":"<jats:p>A node in a solar-powered wireless sensor network (WSN) collects energy when the sun shines and stores it in a battery or capacitor for use when no solar power is available, in particular at night. In our scheme, each tiny node in a WSN periodically determines its energy budget, which takes into account its residual energy, and its likely acquisition and consumption. If it expects to acquire more energy than it can store, the data which has it has sensed is aggregated with data from other nodes, compressed, and transmitted. Otherwise, the node continues to sense data, but turns off its wireless communication to reduce energy consumption. We compared several schemes by simulation. Our scheme reduced the number of nodes forced to black out due to lack of energy so that more data arrives at the sink node.<\/jats:p>","DOI":"10.3390\/s17061226","type":"journal-article","created":{"date-parts":[[2017,5,30]],"date-time":"2017-05-30T04:35:42Z","timestamp":1496118942000},"page":"1226","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":24,"title":["Adaptive Data Aggregation and Compression to Improve Energy Utilization in Solar-Powered Wireless Sensor Networks"],"prefix":"10.3390","volume":"17","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-5699-162X","authenticated-orcid":false,"given":"Ikjune","family":"Yoon","sequence":"first","affiliation":[{"name":"Department of Smart Systems Software, Soongsil University, Seoul 06978, Korea"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hyeok","family":"Kim","sequence":"additional","affiliation":[{"name":"Department of Software Convergence, Soongsil University, Seoul 06978, Korea"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2068-633X","authenticated-orcid":false,"given":"Dong","family":"Noh","sequence":"additional","affiliation":[{"name":"Department of Software Convergence, Soongsil University, Seoul 06978, Korea"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"1968","published-online":{"date-parts":[[2017,5,27]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"2292","DOI":"10.1016\/j.comnet.2008.04.002","article-title":"Wireless sensor network survey","volume":"52","author":"Yick","year":"2008","journal-title":"Comput. Netw."},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"393","DOI":"10.1016\/S1389-1286(01)00302-4","article-title":"Wireless sensor networks: A survey","volume":"38","author":"Akyildiz","year":"2002","journal-title":"Comput. Netw."},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"443","DOI":"10.1109\/SURV.2011.060710.00094","article-title":"Energy harvesting sensor nodes: Survey and implications","volume":"13","author":"Sudevalayam","year":"2011","journal-title":"IEEE Commun. Surv. Tutor."},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"40","DOI":"10.1109\/79.985679","article-title":"Energy-aware wireless microsensor networks","volume":"19","author":"Raghunathan","year":"2002","journal-title":"IEEE Signal Process. Mag."},{"key":"ref_5","unstructured":"Raghunathan, V., Kansal, A., Hsu, J., Friedman, J., and Srivastava, M. (2005, January 15). Design considerations for solar energy harvesting wireless embedded systems. Proceedings of the 4th International Symposium on Information Processing in Sensor Networks, Los Angeles, CA, USA."},{"key":"ref_6","unstructured":"Minami, M., Morito, T., Morikawa, H., and Aoyama, T. (2005, January 1). Solar biscuit: A battery-less wireless sensor network system for environmental monitoring applications. Proceedings of the 2nd International Workshop on Networked Sensing Systems, San Diego, CA, USA."},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"64","DOI":"10.1109\/92.920820","article-title":"Vibration-to-electric energy conversion","volume":"9","author":"Meninger","year":"2001","journal-title":"IEEE Trans. VLSI Syst."},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"669","DOI":"10.1109\/TPEL.2002.802194","article-title":"Adaptive piezoelectric energy harvesting circuit for wireless remote power supply","volume":"17","author":"Ottman","year":"2002","journal-title":"IEEE Trans. Power Electron."},{"key":"ref_9","doi-asserted-by":"crossref","unstructured":"Li, S., Yuan, J., and Lipson, H. (2011). Ambient wind energy harvesting using cross-flow fluttering. J. Appl. Phys., 109.","DOI":"10.1063\/1.3525045"},{"key":"ref_10","first-page":"2","article-title":"Remote area wind energy harvesting for low-power autonomous sensors","volume":"2","author":"Weimer","year":"2006","journal-title":"System"},{"key":"ref_11","unstructured":"Stordeur, M., and Stark, I. (2002, January 26\u201329). Low power thermoelectric generator-self-sufficient energy supply for micro systems. Proceedings of the XVI International Conference on Thermoelectrics, Dresden, Germany."},{"key":"ref_12","unstructured":"Roundy, S.J. (2003). Energy Scavenging for Wireless Sensor Nodes with a Focus on Vibration to Electricity Conversion. [Ph.D. Thesis, University of California]."},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"202","DOI":"10.1109\/LCOMM.2011.120211.111501","article-title":"Dynamic duty-cycle scheduling schemes for energy-harvesting wireless sensor networks","volume":"16","author":"Yoo","year":"2012","journal-title":"IEEE Commun. Lett."},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"29","DOI":"10.1109\/MSSC.2010.936667","article-title":"Energy harvesting for autonomous wireless sensor networks","volume":"2","author":"Vullers","year":"2010","journal-title":"IEEE Solid-State Circuits Mag."},{"key":"ref_15","doi-asserted-by":"crossref","unstructured":"Basagni, S., Naderi, M.Y., Petrioli, C., and Spenza, D. (2013). Wireless sensor networks with energy harvesting. Mobile Ad Hoc Networking: The Cutting Edge Directions, Wiley.","DOI":"10.1002\/9781118511305"},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"70","DOI":"10.1109\/MWC.2007.358967","article-title":"In-network aggregation techniques for wireless sensor networks: A survey","volume":"14","author":"Fasolo","year":"2007","journal-title":"IEEE Wirel. Commun."},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"48","DOI":"10.1109\/COMST.2006.283821","article-title":"Data aggregation techniques in sensor networks: A survey","volume":"8","author":"Rajagopalan","year":"2006","journal-title":"IEEE Commun. Surv. Tutor."},{"key":"ref_18","doi-asserted-by":"crossref","unstructured":"Fall, K. (2003, January 25\u201329). A delay-tolerant network architecture for challenged internets. Proceedings of the 2003 Conference on Applications, Technologies, Architectures, and Protocols for Computer Communications, Karlsruhe, Germany.","DOI":"10.1145\/863955.863960"},{"key":"ref_19","unstructured":"Krishnamachari, L., Estrin, D., and Wicker, S. (2002, January 2\u20135). The impact of data aggregation in wireless sensor networks. Proceedings of the 22nd International Conference on Distributed Computing Systems Workshops, Vienna, Austria."},{"key":"ref_20","unstructured":"Heinzelman, W.B. (2000). Application-Specific Protocol Architectures for Wireless Networks. [Ph.D. Thesis, Massachusetts Institute of Technology]."},{"key":"ref_21","doi-asserted-by":"crossref","unstructured":"Voigt, T., Dunkels, A., and Alonso, J. (2004, January 28\u20131). Solar-aware Clustering In Wireless Sensor Networks. Proceedings of the Ninth International Symposium on Computers And Communications, Alexandria, Egypt.","DOI":"10.1109\/ISCC.2004.1358411"},{"key":"ref_22","unstructured":"Chatterjea, S., and Havinga, P. (2003, January 26\u201327). A dynamic data aggregation scheme for wireless sensor networks. Proceedings of the 14th Workshop on Circuits, Systems and Signal Processing, Veldhoven, the Netherlands."},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"2","DOI":"10.1109\/TNET.2002.808417","article-title":"Directed diffusion for wireless sensor networking","volume":"11","author":"Intanagonwiwat","year":"2003","journal-title":"IEEE\/ACM Trans. Netw."},{"key":"ref_24","doi-asserted-by":"crossref","unstructured":"Ghaffariyan, P. (2010, January 23\u201325). An effective data aggregation mechanism for wireless sensor networks. Proceedings of the 6th International Conference on Wireless Communications Networking and Mobile Computing, Chengdu, China.","DOI":"10.1109\/WICOM.2010.5601384"},{"key":"ref_25","unstructured":"Boyd, S., Ghosh, A., Prabhakar, B., and Shah, D. (2005, January 13\u201317). Gossip algorithms: Design, analysis and applications. Proceedings of the 24th Annual Joint Conference of the IEEE Computer and Communications Societies, Miami, FL, USA."},{"key":"ref_26","doi-asserted-by":"crossref","unstructured":"Kimura, N., and Latifi, S. (2005, January 4\u20136). A survey on data compression in wireless sensor networks. Proceedings of the International Conference on Information Technology: Coding and Computing, Las Vegas, NV, USA.","DOI":"10.1109\/ITCC.2005.43"},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"37","DOI":"10.1016\/j.jnca.2011.03.001","article-title":"Practical data compression in wireless sensor networks: A survey","volume":"35","author":"Srisooksai","year":"2012","journal-title":"J. Netw. Comput. Appl."},{"key":"ref_28","unstructured":"Sadler, C.M., and Martonosi, M. (November, January 31). Data compression algorithms for energy-constrained devices in delay tolerant networks. Proceedings of the 4th International Conference on Embedded Networked Sensor Systems, Boulder, CO, USA."},{"key":"ref_29","unstructured":"Petrovic, D., Shah, R.C., Ramchandran, K., and Rabaey, J. (2003, January 11). Data funneling: Routing with aggregation and compression for wireless sensor networks. Proceedings of the First IEEE International Workshop on Sensor Network Protocols and Applications, Anchorage, AK, USA."},{"key":"ref_30","unstructured":"Arici, T., Gedik, B., Altunbasak, Y., and Liu, L. (2003, January 22). PINCO: A pipelined in-network compression scheme for data collection in wireless sensor networks. Proceedings of the 12th International Conference on Computer Communications and Networks, Dallas, TX, USA."},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"5","DOI":"10.1145\/2379799.2379804","article-title":"A new data aggregation scheme via adaptive compression for wireless sensor networks","volume":"9","author":"Kasirajan","year":"2012","journal-title":"ACM Trans. Sensor Netw."},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"4322","DOI":"10.1109\/TCOMM.2013.090613.130026","article-title":"On the Impact of Routing Strategies on the Interference of Ad Hoc Wireless Networks","volume":"61","author":"Zanella","year":"2013","journal-title":"IEEE Trans. Commun."},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"1281","DOI":"10.1109\/TWC.2016.2644609","article-title":"Relay Selection Analysis for an Opportunistic Two-Hop Multi-User System in a Poisson Field of Nodes","volume":"16","author":"Zanella","year":"2017","journal-title":"IEEE Trans. Wirel. Commun."},{"key":"ref_34","doi-asserted-by":"crossref","unstructured":"Zanella, A., and Masini, B.M. (2010, January 19\u201322). Connectivity analysis in power controlled decentralized wireless networks. Proceedings of the 7th International Symposium on Wireless Communication Systems, York, UK.","DOI":"10.1109\/ISWCS.2010.5624373"},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"415","DOI":"10.1109\/TVT.2012.2218841","article-title":"Relay-assisted diversity communications","volume":"62","author":"Tralli","year":"2013","journal-title":"IEEE Trans. Veh. Technol."},{"key":"ref_36","doi-asserted-by":"crossref","unstructured":"Roundy, S., Steingart, D., Frechette, L., Wright, P., and Rabaey, J. (2004). Power sources for wireless sensor networks. Wireless Sensor Networks, Springer.","DOI":"10.1007\/978-1-4615-0485-6"},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"223","DOI":"10.1145\/1012888.1005714","article-title":"Performance aware tasking for environmentally powered sensor networks","volume":"32","author":"Kansal","year":"2004","journal-title":"ACM SIGMETRICS Perform. Eval. Rev."},{"key":"ref_38","doi-asserted-by":"crossref","unstructured":"Yang, Y., Wang, L., Noh, D.K., Le, H.K., and Abdelzaher, T.F. (2009, January 22\u201325). Solarstore: Enhancing data reliability in solar-powered storage-centric sensor networks. Proceedings of the 7th International Conference on Mobile Systems, Applications, and Services, Wroclaw, Poland.","DOI":"10.1145\/1555816.1555850"},{"key":"ref_39","doi-asserted-by":"crossref","unstructured":"Cammarano, A., Petrioli, C., and Spenza, D. (2012, January 8\u201311). Pro-energy: A novel energy prediction model for solar and wind energy-harvesting wireless sensor networks. Proceedings of the 9th International Conference on Mobile Adhoc and Sensor Systems, Las Vegas, NV, USA.","DOI":"10.1109\/MASS.2012.6502504"},{"key":"ref_40","doi-asserted-by":"crossref","unstructured":"Noh, D., Kim, J., Lee, J., Lee, D., Kwon, H., and Shin, H. (2007, January 5\u20137). Priority-based routing for solar-powered wireless sensor networks. Proceedings of the 2nd International Symposium on the Wireless Pervasive Computing, San Juan, PR, USA.","DOI":"10.1109\/ISWPC.2007.342573"},{"key":"ref_41","doi-asserted-by":"crossref","unstructured":"Kang, M.J., Jeong, S., Yoon, I., and Noh, D.K. (2017). Energy-aware determination of compression for low latency in solar-powered wireless sensor networks. Int. J. Distrib. Sens. Netw., 13.","DOI":"10.1177\/1550147717694168"},{"key":"ref_42","doi-asserted-by":"crossref","unstructured":"Stojmenovic, I. (2005). Handbook of Sensor Networks: Algorithms and Architectures, John Wiley & Sons.","DOI":"10.1002\/047174414X"},{"key":"ref_43","unstructured":"Melodia, T., Pompili, D., and Akyildiz, I.F. (2004, January 7\u201311). Optimal local topology knowledge for energy efficient geographical routing in sensor networks. Proceedings of the 23rd Annual Joint Conference of the IEEE Computer and Communications Societies, Hong Kong, China."},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"32","DOI":"10.1145\/1274858.1274870","article-title":"Power management in energy harvesting sensor networks","volume":"6","author":"Kansal","year":"2007","journal-title":"ACM Trans. Embed. Comput. Syst."},{"key":"ref_45","unstructured":"Piorno, J.R., Bergonzini, C., Atienza, D., and Rosing, T.S. (2009, January 17\u201320). Prediction and management in energy harvested wireless sensor nodes. Proceedings of the 1st International Conference on Wireless Communication, Vehicular Technology, Information Theory and Aerospace & Electronic Systems Technology, Aalborg, Denmark."},{"key":"ref_46","doi-asserted-by":"crossref","unstructured":"Moser, C., Thiele, L., Brunelli, D., and Benini, L. (2007, January 16\u201320). Adaptive power management in energy harvesting systems. Proceedings of the Conference on Design, Automation and Test in Europe, Nice, France.","DOI":"10.1109\/DATE.2007.364689"},{"key":"ref_47","doi-asserted-by":"crossref","unstructured":"Yi, J.M., Kang, M.J., and Noh, D.K. (2015). SolarCastalia: Solar energy harvesting wireless sensor network simulator. Int. J. Distrib. Sens. Netw., 11.","DOI":"10.1155\/2015\/415174"},{"key":"ref_48","doi-asserted-by":"crossref","unstructured":"Karp, B., and Kung, H.T. (2000, January 6\u201311). GPSR: Greedy perimeter stateless routing for wireless networks. Proceedings of the 6th Annual International Conference on Mobile Computing and Networking, Boston, MA, USA.","DOI":"10.1145\/345910.345953"}],"container-title":["Sensors"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/1424-8220\/17\/6\/1226\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,11]],"date-time":"2025-10-11T18:37:11Z","timestamp":1760207831000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/1424-8220\/17\/6\/1226"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2017,5,27]]},"references-count":48,"journal-issue":{"issue":"6","published-online":{"date-parts":[[2017,6]]}},"alternative-id":["s17061226"],"URL":"https:\/\/doi.org\/10.3390\/s17061226","relation":{},"ISSN":["1424-8220"],"issn-type":[{"type":"electronic","value":"1424-8220"}],"subject":[],"published":{"date-parts":[[2017,5,27]]}}}