{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,14]],"date-time":"2026-01-14T17:08:30Z","timestamp":1768410510032,"version":"3.49.0"},"reference-count":46,"publisher":"Springer Science and Business Media LLC","issue":"5","license":[{"start":{"date-parts":[[2015,6,26]],"date-time":"2015-06-26T00:00:00Z","timestamp":1435276800000},"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":["Soft Comput"],"published-print":{"date-parts":[[2016,5]]},"DOI":"10.1007\/s00500-015-1751-0","type":"journal-article","created":{"date-parts":[[2015,6,25]],"date-time":"2015-06-25T07:32:46Z","timestamp":1435217566000},"page":"1695-1711","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":9,"title":["Embedding intelligent eco-aware systems within everyday things to increase people\u2019s energy awareness"],"prefix":"10.1007","volume":"20","author":[{"given":"Diego","family":"Casado-Mansilla","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Juan","family":"L\u00f3pez-de-Armentia","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Daniela","family":"Ventura","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Pablo","family":"Garaizar","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Diego","family":"L\u00f3pez-de-Ipi\u00f1a","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2015,6,26]]},"reference":[{"key":"1751_CR1","doi-asserted-by":"crossref","unstructured":"Adebiyi AA, Adewumi AO, Ayo CK (2014) Comparison of ARIMA and artificial neural networks models for stock price prediction. J Appl Math 2014. doi: 10.1155\/2014\/614342","DOI":"10.1155\/2014\/614342"},{"key":"1751_CR2","doi-asserted-by":"crossref","unstructured":"Arroyo E, Bonanni L, Selker T (2005) Waterbot: exploring feedback and persuasive techniques at the sink. In: Proc. of CHI\u201905, pp 631\u2013639","DOI":"10.1145\/1054972.1055059"},{"key":"1751_CR3","volume-title":"Time series analysis, forecasting and control","author":"GEP Box","year":"1990","unstructured":"Box GEP, Jenkins G (1990) Time series analysis, forecasting and control. Holden-Day, San Francisco"},{"key":"1751_CR4","doi-asserted-by":"crossref","unstructured":"Broms L, Katzeff C et al. (2010) Coffee maker patterns and the design of energy feedback artefacts. In: Proc. of DIS\u201910, ACM, pp 93\u2013102","DOI":"10.1145\/1858171.1858191"},{"key":"1751_CR5","unstructured":"Brynjarsd\u00f3ttir H, H\u00e5kansson M, Baumer E, DiSalvo C, Sengers P (2012) Pierce, James, sustainably unpersuaded: how persuasion narrows our vision of sustainability. In: Proc. of CHI\u201912. ACM, pp 947\u2013956"},{"key":"1751_CR6","unstructured":"Bush, E., Nipkow, J., Josephy, B., Heutling, S., Griesshammer, R.: Strategies to enhance energy efficiency of coffee machines. In: Proc. of EEDAL\u201909 (2009)"},{"key":"1751_CR7","unstructured":"CarbonTrust (2013) CarbonTrust: employee awareness and office energy efficiency. http:\/\/tiny.cc\/o5p5tw . Accessed 30 Sep 2014"},{"issue":"1","key":"1751_CR8","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.jenvp.2010.11.004","volume":"31","author":"AR Carrico","year":"2011","unstructured":"Carrico AR, Riemer M (2011) Motivating energy conservation in the workplace: An evaluation of the use of group-level feedback and peer education. J Environ Psychol 31(1):1\u201313","journal-title":"J Environ Psychol"},{"key":"1751_CR9","doi-asserted-by":"crossref","unstructured":"Casado-Mansilla D, L\u00f3pez-De-Armentia J, Garaizar P, L\u00f3pez-De-Ipi\u00f1a D (2014) To switch the coffee maker or not: that is the question to be energy efficient at work. In: Proc. of E.A. of CHI\u201914 (publication pending). ACM, New York","DOI":"10.1145\/2559206.2581152"},{"issue":"3","key":"1751_CR10","doi-asserted-by":"crossref","first-page":"1247","DOI":"10.5194\/gmd-7-1247-2014","volume":"7","author":"T Chai","year":"2014","unstructured":"Chai T, Draxler RR (2014) Root mean square error (rmse) or mean absolute error (mae)? Arguments against avoiding rmse in the literature. Geosci Model Dev 7(3):1247\u20131250","journal-title":"Geosci Model Dev"},{"key":"1751_CR11","volume-title":"Emotionally durable design: objects, experiences and empathy","author":"J Chapman","year":"2005","unstructured":"Chapman J (2005) Emotionally durable design: objects, experiences and empathy. Earthscan LLC, London"},{"key":"1751_CR12","doi-asserted-by":"crossref","unstructured":"Chetty M, Tran D, Grinter RE (2008) Getting to green: understanding resource consumption in the home. In: Proc. of UbiComp\u201908. ACM, pp 242\u2013251","DOI":"10.1145\/1409635.1409668"},{"key":"1751_CR13","doi-asserted-by":"crossref","unstructured":"Costanza E, Ramchurn SD, Jennings NR (2012) Understanding domestic energy consumption through interactive visualisation. In: Proc. of UbiComp\u201912. ACM, pp 216\u2013225","DOI":"10.1145\/2370216.2370251"},{"key":"1751_CR14","unstructured":"Crosbie T, Houghton M (2012) Sustainability in the workplace. In: Technical report, sustainability at work"},{"issue":"2","key":"1751_CR15","doi-asserted-by":"crossref","first-page":"229","DOI":"10.1177\/00139160121972963","volume":"33","author":"DDL Daamen","year":"2001","unstructured":"Daamen DDL, Staats H, Wilke HAM, Engelen M (2001) Improving environmental behavior in companies:the effectiveness of tailored versus nontailored interventions. J Environ Behav 33(2):229\u2013248","journal-title":"J Environ Behav"},{"key":"1751_CR16","unstructured":"Darby S (2006) The effectiveness of feedback on energy consumption: a review for DEFRA of the literature on metering, billing and direct displays. In: Technical report. University of Oxford, Oxford"},{"key":"1751_CR17","doi-asserted-by":"crossref","first-page":"277","DOI":"10.1037\/h0025589","volume":"8","author":"JM Darley","year":"1968","unstructured":"Darley JM, Latane B (1968) Bystander intervention in emergencies: diffusion of responsibility. J Personal Soc Psychol 8:277\u2013281","journal-title":"J Personal Soc Psychol"},{"key":"1751_CR18","doi-asserted-by":"crossref","unstructured":"DiSalvo C, Sengers P, Brynjarsdttir H (2010), Mapping the landscape of sustainable HCI. In: Proc. of (CHI\u201910). ACM, pp 1975\u20131984","DOI":"10.1145\/1753326.1753625"},{"key":"1751_CR19","unstructured":"Efficiency Energy, Energy Renewable (2008) Energy efficiency trends in residential and commercial buildings. In: Technical report, US, DoE"},{"key":"1751_CR20","unstructured":"EU-Comission (2008) Directive 2008\/98\/EC of the European parliament and of the council of 19 November 2008 on waste and repealing certain Directives. Technical report, European Comission. http:\/\/bit.ly\/RdWxOj"},{"key":"1751_CR21","unstructured":"Farber D (2012) CNET news: twitter hits 400 million tweets per day, mostly mobile. http:\/\/cnet.co\/KHlg8q . Accessed 30 Sep 2014"},{"issue":"1","key":"1751_CR22","doi-asserted-by":"crossref","first-page":"79","DOI":"10.1007\/s12053-008-9009-7","volume":"1","author":"C Fischer","year":"2008","unstructured":"Fischer C (2008) Feedback on household electricity consumption: a tool for saving energy? J Energy Effic 1(1):79\u2013104","journal-title":"J Energy Effic"},{"key":"1751_CR23","doi-asserted-by":"crossref","unstructured":"Fogg BJ (2003) Persuasive technology: using computers to change what we think and do. Ubiquity. doi: 10.1145\/764008.763957","DOI":"10.1145\/764008.763957"},{"key":"1751_CR24","doi-asserted-by":"crossref","unstructured":"Fogg BJ (2009) A behavior model for persuasive design. In: Proc. of PERSUASIVE\u201909. Springer, Berlin, pp 40\u20131407","DOI":"10.1145\/1541948.1541999"},{"key":"1751_CR25","doi-asserted-by":"crossref","unstructured":"Foster D, Lawson S, Blythe M, Cairns P (2010) Wattsup?: motivating reductions in domestic energy consumption using social networks. In: Proc. NordiCHI\u201910. ACM, pp 178\u2013187","DOI":"10.1145\/1868914.1868938"},{"key":"1751_CR26","doi-asserted-by":"crossref","unstructured":"Foster D, Lawson S, Wardman J, Blythe M, Linehan C (2012) \u201cWatts in it for me?\u201d: design implications for implementing effective energy interventions in organisations. In Proc. of CHI\u201912. ACM, pp 2357\u20132366. 978-1-4503-1015-4","DOI":"10.1145\/2207676.2208396"},{"key":"1751_CR27","doi-asserted-by":"crossref","unstructured":"Froehlich J, Findlater L, Landay J (2010) The design of eco-feedback technology. In: Proc. of CHI\u201910. ACM, pp 1999\u20132008","DOI":"10.1145\/1753326.1753629"},{"key":"1751_CR28","doi-asserted-by":"crossref","unstructured":"Gustafsson A, Gyllenswrd M (2005) The power-aware cord: energy awareness through ambient information display. In: EA of CHI\u201905. ACM, pp 1423\u20131426","DOI":"10.1145\/1056808.1056932"},{"key":"1751_CR29","doi-asserted-by":"crossref","first-page":"359","DOI":"10.1016\/0893-6080(89)90020-8","volume":"2","author":"K Hornik","year":"1989","unstructured":"Hornik K, Stinchcombe M, White H (1989) Multilayer feedforward networks are universal approximators. J Neural Netw 2:359\u2013366","journal-title":"J Neural Netw"},{"key":"1751_CR30","doi-asserted-by":"crossref","unstructured":"Jahn M, Schwartz T, Simon J, Jentsch M (2011) EnergyPULSE: tracking sustainable behavior in office environments. In: Proc. of e-Energy\u201911. ACM, pp 87\u201396","DOI":"10.1145\/2318716.2318733"},{"key":"1751_CR31","doi-asserted-by":"crossref","unstructured":"J\u00f6nsson L, Broms L, Katzeff C (2010) Watt-Lite: energy statistics made tangible. In: Proc. of DIS\u201910. ACM, pp 240\u2013243","DOI":"10.1145\/1858171.1858214"},{"key":"1751_CR32","doi-asserted-by":"crossref","first-page":"479","DOI":"10.1016\/j.eswa.2009.05.044","volume":"37","author":"M Khashei","year":"2010","unstructured":"Khashei M, Bijari M (2010) An artificial neural network (p, d, q) model for timeseries forecasting. Expert Syst Appl 37:479\u2013489","journal-title":"Expert Syst Appl"},{"key":"1751_CR33","first-page":"79","volume":"10","author":"J L\u00f3pez-de-Armentia","year":"2014","unstructured":"L\u00f3pez-de-Armentia J, Casado-Mansilla D, L\u00f3pez-de-Ipi\u00f1a D (2014) Reducing energy waste through eco-aware every-day things. J Mob Inf Syst 10:79\u2013103","journal-title":"J Mob Inf Syst"},{"issue":"6","key":"1751_CR34","doi-asserted-by":"crossref","first-page":"669","DOI":"10.1006\/ijhc.1996.0073","volume":"45","author":"C Nass","year":"1996","unstructured":"Nass C, Fogg BJ, Moon Y (1996) Can computers be teammates? Int J Hum-Comput Stud 45(6):669\u2013678","journal-title":"Int J Hum-Comput Stud"},{"key":"1751_CR35","doi-asserted-by":"crossref","unstructured":"Pierce J, Paulos E (2012) Beyond energy monitors: interaction, energy, and emerging energy systems. In: Proc. of CHI\u201912. ACM, pp 665\u2013674","DOI":"10.1145\/2207676.2207771"},{"key":"1751_CR36","unstructured":"R-Core Team (2013) R: a language and environment for statistical computing. R foundation for statistical computing, Vienna, Austria. ISBN 3-900051-07-0. http:\/\/www.R-project.org\/ . Accessed 19 June"},{"key":"1751_CR37","doi-asserted-by":"crossref","unstructured":"Schmidt A, Gellersen H-W, Beigl M (1999) Matching information and ambient media. In: Cooperative buildings. Integrating information, organizations, and architecture. Springer, Berlin, pp 140\u2013149","DOI":"10.1007\/10705432_13"},{"key":"1751_CR38","doi-asserted-by":"crossref","unstructured":"Schwartz T, Betz M, Ramirez L, Stevens G (2010) Sustainable energy practices at work: understanding the role of workers in energy conservation. In: Proc. of NordiCHI\u201910. ACM, pp 452\u2013462","DOI":"10.1145\/1868914.1868966"},{"issue":"3","key":"1751_CR39","doi-asserted-by":"crossref","first-page":"235","DOI":"10.1006\/jevp.1996.0019","volume":"16","author":"FW Siero","year":"1996","unstructured":"Siero FW, Bakker AB, Dekker GB, Van-den-Burg MTC (1996) Changing organizational energy consumption behaviour through comparative feedback. J Environ Psychol 16(3):235\u2013246","journal-title":"J Environ Psychol"},{"issue":"4","key":"1751_CR40","doi-asserted-by":"crossref","first-page":"539","DOI":"10.2307\/1556354","volume":"43","author":"M Starik","year":"2000","unstructured":"Starik M, Marcus AA (2000) Introduction to the special research forum on the management of organizations in the natural environment. J Acad Manag 43(4):539\u2013547","journal-title":"J Acad Manag"},{"key":"1751_CR41","doi-asserted-by":"crossref","unstructured":"Thieme A, Comber R, Miebach J, Weeden J, Kraemer N, Lawson S, Olivier P (2012) We\u2019ve bin watching you: designing for reflection and social persuasion to promote sustainable lifestyles. In: Proc. of CHI\u201912. ACM, pp 2337\u20132346","DOI":"10.1145\/2207676.2208394"},{"key":"1751_CR42","doi-asserted-by":"crossref","unstructured":"Ventura D, Casado-Mansilla D, L\u00f3pez-de-Armentia J, Garaizar P, Catania V, L\u00f3pez-de-Ipi\u00f1a D (2014) ARIIMA: a real IoT implementation of a machine-learning architecture for reducing energy consumption. In: Proc. of UCAm I\u201914, LNCS","DOI":"10.1007\/978-3-319-13102-3_72"},{"issue":"2","key":"1751_CR43","doi-asserted-by":"crossref","first-page":"173","DOI":"10.1901\/jaba.1979.12-173","volume":"12","author":"RA Winett","year":"1979","unstructured":"Winett RA, Neale MS, Grier HC (1979) Effects of self-monitoring and Feedback on Residential Electricity Consumption. J Appl Behav Anal 12(2):173\u2013184","journal-title":"J Appl Behav Anal"},{"key":"1751_CR44","doi-asserted-by":"crossref","unstructured":"Yang R, Newman MW (2013) Learning from a learning thermostat: lessons for intelligent systems for the home. In: Proc. of UbiComp\u201913. ACM, pp 93\u2013102","DOI":"10.1145\/2493432.2493489"},{"key":"1751_CR45","doi-asserted-by":"crossref","unstructured":"Yun R, Lasternas B, Aziz A, Loftness V, Scupelli P, Rowe A, Kothari R, Marion F, Zhao J (2013b) Toward the design of a dashboard to promote environmentally sustainable behavior among office workers. In: Proc. of PERSUASIVE\u201913. Springer, Berlin, pp 246\u2013252","DOI":"10.1007\/978-3-642-37157-8_29"},{"key":"1751_CR46","doi-asserted-by":"crossref","unstructured":"Yun R, Scupelli P, Aziz A, Loftness V (2013a) Sustainability in the workplace: nine intervention techniques for behavior change. In: Proc. of PERSUASIVE\u201913. Springer, Berlin, pp 253\u2013265","DOI":"10.1007\/978-3-642-37157-8_30"}],"container-title":["Soft Computing"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s00500-015-1751-0.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s00500-015-1751-0\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s00500-015-1751-0","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,5,29]],"date-time":"2019-05-29T01:43:49Z","timestamp":1559094229000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s00500-015-1751-0"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2015,6,26]]},"references-count":46,"journal-issue":{"issue":"5","published-print":{"date-parts":[[2016,5]]}},"alternative-id":["1751"],"URL":"https:\/\/doi.org\/10.1007\/s00500-015-1751-0","relation":{},"ISSN":["1432-7643","1433-7479"],"issn-type":[{"value":"1432-7643","type":"print"},{"value":"1433-7479","type":"electronic"}],"subject":[],"published":{"date-parts":[[2015,6,26]]}}}