{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,8,1]],"date-time":"2026-08-01T17:08:49Z","timestamp":1785604129113,"version":"3.56.0"},"reference-count":40,"publisher":"Association for Computing Machinery (ACM)","issue":"1","license":[{"start":{"date-parts":[[2014,8,4]],"date-time":"2014-08-04T00:00:00Z","timestamp":1407110400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"funder":[{"DOI":"10.13039\/501100003500","name":"Universit\u00e0 degli Studi di Padova","doi-asserted-by":"publisher","award":["CPDA094077"],"award-info":[{"award-number":["CPDA094077"]}],"id":[{"id":"10.13039\/501100003500","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Spanish","award":["PTQ-08-03-08109 and INN-TU-1558"],"award-info":[{"award-number":["PTQ-08-03-08109 and INN-TU-1558"]}]},{"name":"MOSAICS project, \u201cMOnitoring Sensor and Actuator networks through Integrated Compressive Sensing and data gathering,\u201d"},{"DOI":"10.13039\/501100004963","name":"Seventh Framework Programme","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100004963","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":["ACM Trans. Sen. Netw."],"published-print":{"date-parts":[[2014,11,7]]},"abstract":"<jats:p>Lossy temporal compression is key for energy-constrained wireless sensor networks (WSNs), where the imperfect reconstruction of the signal is often acceptable at the data collector, subject to some maximum error tolerance. In this article, we evaluate a number of selected lossy compression methods from the literature and extensively analyze their performance in terms of compression efficiency, computational complexity, and energy consumption. Specifically, we first carry out a performance evaluation of existing and new compression schemes, considering linear, autoregressive, FFT-\/DCT- and wavelet-based models , by looking at their performance as a function of relevant signal statistics. Second, we obtain formulas through numerical fittings to gauge their overall energy consumption and signal representation accuracy. Third, we evaluate the benefits that lossy compression methods bring about in interference-limited multihop networks, where the channel access is a source of inefficiency due to collisions and transmission scheduling. Our results reveal that the DCT-based schemes are the best option in terms of compression efficiency but are inefficient in terms of energy consumption. Instead, linear methods lead to substantial savings in terms of energy expenditure by, at the same time, leading to satisfactory compression ratios, reduced network delay, and increased reliability performance.<\/jats:p>","DOI":"10.1145\/2629660","type":"journal-article","created":{"date-parts":[[2014,8,29]],"date-time":"2014-08-29T13:03:31Z","timestamp":1409317411000},"page":"1-34","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":76,"title":["On the Performance of Lossy Compression Schemes for Energy Constrained Sensor Networking"],"prefix":"10.1145","volume":"11","author":[{"given":"Davide","family":"Zordan","sequence":"first","affiliation":[{"name":"University of Padova, Padova, Italy"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Borja","family":"Martinez","sequence":"additional","affiliation":[{"name":"Worldsensing, Bellaterra, Spain"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ignasi","family":"Vilajosana","sequence":"additional","affiliation":[{"name":"Worldsensing, Barcelona, Spain"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Michele","family":"Rossi","sequence":"additional","affiliation":[{"name":"University of Padova, Padova, Italy"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"320","published-online":{"date-parts":[[2014,8,4]]},"reference":[{"key":"e_1_2_1_2_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.comnet.2010.05.010"},{"key":"e_1_2_1_3_1","doi-asserted-by":"publisher","DOI":"10.1145\/1151690.1151692"},{"key":"e_1_2_1_4_1","doi-asserted-by":"publisher","DOI":"10.1109\/TIE.2011.2107713"},{"key":"e_1_2_1_5_1","doi-asserted-by":"crossref","volume-title":"Rate Distortion Theory: A Mathematical Basis for Data Compression","author":"Berger T.","DOI":"10.1002\/0471219282.eot142"},{"key":"e_1_2_1_7_1","volume-title":"IEEE International Conference on Mobile Ad-hoc and Sensor Systems (MASS'04)","author":"Chen H.","year":"2004"},{"key":"e_1_2_1_9_1","doi-asserted-by":"crossref","unstructured":"R. Crepaldi S. Friso A. F. Harris III M. Mastrogiovanni C. Petrioli M. Rossi A. Zanella and M. Zorzi. 2007. The design deployment and analysis of SignetLab: A sensor network testbed and interactive management tool. In IEEE Tridentcom. DOI:http:\/\/dx.doi.org\/10.1109\/TRIDENTCOM.2007.4444656  R. Crepaldi S. Friso A. F. Harris III M. Mastrogiovanni C. Petrioli M. Rossi A. Zanella and M. Zorzi. 2007. The design deployment and analysis of SignetLab: A sensor network testbed and interactive management tool. In IEEE Tridentcom. DOI:http:\/\/dx.doi.org\/10.1109\/TRIDENTCOM.2007.4444656","DOI":"10.1109\/TRIDENTCOM.2007.4444656"},{"key":"e_1_2_1_10_1","doi-asserted-by":"publisher","DOI":"10.1093\/biomet\/74.1.95"},{"key":"e_1_2_1_11_1","volume-title":"The internet of things. The Guardian (Oct","author":"Dodson S.","year":"2003"},{"key":"e_1_2_1_12_1","doi-asserted-by":"publisher","DOI":"10.1109\/18.720544"},{"key":"e_1_2_1_13_1","unstructured":"K. D. Donohue. 2013. Wav Data Files for Class Examples and Laboratory Experiments. Retrieved from http:\/\/www.engr.uky.edu\/&sim;donohue\/ee422\/Data\/DataEE422.htm.  K. D. Donohue. 2013. Wav Data Files for Class Examples and Laboratory Experiments. Retrieved from http:\/\/www.engr.uky.edu\/&sim;donohue\/ee422\/Data\/DataEE422.htm."},{"key":"e_1_2_1_14_1","doi-asserted-by":"publisher","DOI":"10.1109\/MWC.2007.358967"},{"key":"e_1_2_1_15_1","volume-title":"Wireless medium access control (MAC) and physical layer (PHY) specifications for low-rate wireless personal area networks (LR-WPANs)","author":"IEEE P802.15 Working Group"},{"key":"e_1_2_1_16_1","volume-title":"European Workshop on Wireless Sensor Networks (EWSN'04)","author":"Kappler C."},{"key":"e_1_2_1_17_1","doi-asserted-by":"publisher","DOI":"10.1109\/LCN.2011.6115508"},{"key":"e_1_2_1_18_1","doi-asserted-by":"publisher","DOI":"10.1109\/TPDS.2007.1046"},{"key":"e_1_2_1_19_1","doi-asserted-by":"publisher","DOI":"10.1109\/SENSORCOMM.2010.25"},{"key":"e_1_2_1_20_1","volume-title":"IEEE Global Telecommunications Conference (GLOBECOM'06)","author":"Mao G.","year":"2006"},{"key":"e_1_2_1_21_1","doi-asserted-by":"publisher","DOI":"10.1093\/comjnl\/bxp035"},{"key":"e_1_2_1_22_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2010.01.027"},{"key":"e_1_2_1_23_1","first-page":"1","article-title":"Standardized protocol stack for the internet of (important) things","volume":"99","author":"Palattella M.","year":"2012","journal-title":"IEEE Communications Surveys Tutorials"},{"key":"e_1_2_1_24_1","doi-asserted-by":"publisher","DOI":"10.1145\/984622.984627"},{"key":"e_1_2_1_25_1","volume-title":"IEEE International Conference on Research, Innovation and Vision for the Future (RIVF'08)","author":"Pham N. D.","year":"2008"},{"key":"e_1_2_1_26_1","doi-asserted-by":"crossref","volume-title":"Interpolation and Approximation by Polynomials","author":"Phillips G. M.","DOI":"10.1007\/b97417"},{"key":"e_1_2_1_27_1","doi-asserted-by":"publisher","DOI":"10.1109\/TWC.2012.081612.110612"},{"key":"e_1_2_1_28_1","doi-asserted-by":"crossref","unstructured":"K. R. Rao and P. Yip. 1990. Discrete Cosine Transform: Algorithms Advantages Applications. Academic Press San Diego CA.   K. R. Rao and P. Yip. 1990. Discrete Cosine Transform: Algorithms Advantages Applications. Academic Press San Diego CA.","DOI":"10.1016\/B978-0-08-092534-9.50007-2"},{"key":"e_1_2_1_29_1","doi-asserted-by":"publisher","DOI":"10.1109\/TMC.2010.109"},{"key":"e_1_2_1_30_1","doi-asserted-by":"publisher","DOI":"10.1145\/1182807.1182834"},{"key":"e_1_2_1_31_1","doi-asserted-by":"publisher","DOI":"10.1109\/LCN.2004.72"},{"key":"e_1_2_1_32_1","doi-asserted-by":"publisher","DOI":"10.1145\/940923.940937"},{"key":"e_1_2_1_33_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jnca.2011.03.001"},{"key":"e_1_2_1_34_1","doi-asserted-by":"publisher","DOI":"10.1145\/990680.990704"},{"key":"e_1_2_1_35_1","doi-asserted-by":"crossref","unstructured":"A. van der Byl R. Neilson and R.H. Wilkinson. 2009. An evaluation of compression techniques for wireless sensor networks. In AFRICON. DOI:http:\/\/dx.doi.org\/10.1109\/AFRCON.2009.5308078  A. van der Byl R. Neilson and R.H. Wilkinson. 2009. An evaluation of compression techniques for wireless sensor networks. In AFRICON. DOI:http:\/\/dx.doi.org\/10.1109\/AFRCON.2009.5308078","DOI":"10.1109\/AFRCON.2009.5308078"},{"key":"e_1_2_1_36_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.coldregions.2006.09.007"},{"key":"e_1_2_1_37_1","doi-asserted-by":"publisher","DOI":"10.1109\/MSSC.2010.936667"},{"key":"e_1_2_1_38_1","doi-asserted-by":"publisher","DOI":"10.1109\/30.125072"},{"key":"e_1_2_1_39_1","doi-asserted-by":"publisher","DOI":"10.1109\/MIC.2006.26"},{"key":"e_1_2_1_40_1","doi-asserted-by":"publisher","DOI":"10.1145\/1031495.1031498"},{"key":"e_1_2_1_41_1","doi-asserted-by":"publisher","DOI":"10.1109\/TMC.2011.121"},{"key":"e_1_2_1_42_1","first-page":"1567","article-title":"An energy-efficient MAC protocol for Wireless Sensor Networks","volume":"3","author":"Ye Wei","year":"2002","journal-title":"IEEE INFOCOM"},{"key":"e_1_2_1_44_1","volume-title":"Modeling and Generation of Space-Time Correlated Signals for Sensor Network Fields. In IEEE Global Telecommunications Conference (GLOBECOM)","author":"Zordan Davide","year":"2011"}],"container-title":["ACM Transactions on Sensor Networks"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/2629660","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/2629660","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,18]],"date-time":"2025-06-18T06:13:30Z","timestamp":1750227210000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/2629660"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2014,8,4]]},"references-count":40,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2014,11,7]]}},"alternative-id":["10.1145\/2629660"],"URL":"https:\/\/doi.org\/10.1145\/2629660","relation":{},"ISSN":["1550-4859","1550-4867"],"issn-type":[{"value":"1550-4859","type":"print"},{"value":"1550-4867","type":"electronic"}],"subject":[],"published":{"date-parts":[[2014,8,4]]},"assertion":[{"value":"2012-12-01","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2013-01-01","order":1,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2014-08-04","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}