{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,26]],"date-time":"2026-06-26T01:09:35Z","timestamp":1782436175056,"version":"3.54.5"},"reference-count":38,"publisher":"MDPI AG","issue":"4","license":[{"start":{"date-parts":[[2018,3,23]],"date-time":"2018-03-23T00:00:00Z","timestamp":1521763200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Sensors"],"abstract":"<jats:p>We introduce current home Internet of Things (IoT) technology and present research on its various forms and applications in real life. In addition, we describe IoT marketing strategies as well as specific modeling techniques for improving air quality, a key home IoT service. To this end, we summarize the latest research on sensor-based home IoT, studies on indoor air quality, and technical studies on random data generation. In addition, we develop an air quality improvement model that can be readily applied to the market by acquiring initial analytical data and building infrastructures using spectrum\/density analysis and the natural cubic spline method. Accordingly, we generate related data based on user behavioral values. We integrate the logic into the existing home IoT system to enable users to easily access the system through the Web or mobile applications. We expect that the present introduction of a practical marketing application method will contribute to enhancing the expansion of the home IoT market.<\/jats:p>","DOI":"10.3390\/s18040959","type":"journal-article","created":{"date-parts":[[2018,4,4]],"date-time":"2018-04-04T03:43:51Z","timestamp":1522813431000},"page":"959","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":16,"title":["Sensor-Based Optimization Model for Air Quality Improvement in Home IoT"],"prefix":"10.3390","volume":"18","author":[{"given":"Jonghyuk","family":"Kim","sequence":"first","affiliation":[{"name":"Big Data Analytics Team, Kolon Benit Co., Ltd., 11 Kolon-ro, Gwacheon-si 13837, Gyeonggi-do, Korea"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6649-2587","authenticated-orcid":false,"given":"Hyunwoo","family":"Hwangbo","sequence":"additional","affiliation":[{"name":"Big Data Analytics Team, Kolon Benit Co., Ltd., 11 Kolon-ro, Gwacheon-si 13837, Gyeonggi-do, Korea"},{"name":"Department of Data & Knowledge Service Engineering, Dankook University, 152, Jukjeon-ro, Suji-gu, Yongin-si 16890, Gyeonggi-do, Korea"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1968","published-online":{"date-parts":[[2018,3,23]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"2347","DOI":"10.1109\/COMST.2015.2444095","article-title":"Internet of things: A survey on enabling technologies, protocols, and applications","volume":"17","author":"Guizani","year":"2015","journal-title":"IEEE Commun. Surv. Tutor."},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"468","DOI":"10.1109\/TSG.2014.2342796","article-title":"Last-meter smart grid embedded in an Internet-of-Things platform","volume":"6","author":"Niccolini","year":"2015","journal-title":"IEEE Trans. Smart Grid"},{"key":"ref_3","doi-asserted-by":"crossref","unstructured":"Alirezaie, M., Renoux, J., K\u00f6ckemann, U., Kristoffersson, A., Karlsson, L., Blomqvist, E., Tsiftes, N., Voigt, T., and Loutfi, A. (2017). An ontology-based context-aware system for smart homes: E-care@ home. Sensors, 17.","DOI":"10.3390\/s17071586"},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"3755","DOI":"10.1007\/s10916-012-9848-9","article-title":"Improved particle swarm optimization algorithm for android medical care IOT using modified parameters","volume":"36","author":"Sung","year":"2012","journal-title":"J. Med. Syst."},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"146","DOI":"10.1016\/j.comnet.2014.11.008","article-title":"Security, privacy and trust in Internet of Things: The road ahead","volume":"76","author":"Sicari","year":"2015","journal-title":"Comput. Netw."},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"1645","DOI":"10.1016\/j.future.2013.01.010","article-title":"Internet of Things (IoT): A vision, architectural elements, and future directions","volume":"29","author":"Gubbi","year":"2013","journal-title":"Future Gener. Comput. Syst."},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"396","DOI":"10.1016\/j.buildenv.2012.06.010","article-title":"The impact of a photocatalytic paint on indoor air pollutants: Sensory assessments","volume":"57","author":"Kolarik","year":"2012","journal-title":"Build. Environ."},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"62","DOI":"10.1016\/j.enbuild.2011.10.045","article-title":"Optimum energy use to satisfy indoor air quality needs","volume":"46","author":"Joo","year":"2012","journal-title":"Energy Build."},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"2233","DOI":"10.1109\/TII.2014.2300753","article-title":"Internet of things in industries: A survey","volume":"10","author":"Xu","year":"2014","journal-title":"IEEE Trans. Ind. Inform."},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.comcom.2014.09.008","article-title":"The Internet of Things vision: Key features, applications and open issues","volume":"54","author":"Borgia","year":"2014","journal-title":"Comput. Commun."},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"431","DOI":"10.1016\/j.bushor.2015.03.008","article-title":"The Internet of Things (IoT): Applications, investments, and challenges for enterprises","volume":"58","author":"Lee","year":"2015","journal-title":"Bus. Horiz."},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"5","DOI":"10.1016\/j.comcom.2016.03.015","article-title":"A gap analysis of Internet-of-Things platforms","volume":"89","author":"Mineraud","year":"2016","journal-title":"Comput. Commun."},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"579","DOI":"10.3233\/AIS-150323","article-title":"Reasoning for sensor data interpretation: An application to air quality monitoring","volume":"7","author":"Alirezaie","year":"2015","journal-title":"J. Ambient Intell. Smart Environ."},{"key":"ref_14","unstructured":"Alirezaie, M., and Loutfi, A. (arXiv, 2014). Reasoning for improved sensor data interpretation in a Smart Home, arXiv."},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"97","DOI":"10.1109\/MCOM.2014.6710070","article-title":"From \u201csmart objects\u201d to \u201csocial objects\u201d: The next evolutionary step of the internet of things","volume":"52","author":"Atzori","year":"2014","journal-title":"IEEE Commun. Mag."},{"key":"ref_16","doi-asserted-by":"crossref","unstructured":"Mennicken, S., Vermeulen, J., and Huang, E.M. (2014, January 13\u201317). From today\u2019s augmented houses to tomorrow\u2019s smart homes: New directions for home automation research. Proceedings of the 2014 ACM International Joint Conference on Pervasive and Ubiquitous Computing, Seattle, WA, USA.","DOI":"10.1145\/2632048.2636076"},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"3846","DOI":"10.1109\/JSEN.2013.2263379","article-title":"Towards the implementation of IoT for environmental condition monitoring in homes","volume":"13","author":"Kelly","year":"2013","journal-title":"IEEE Sens. J."},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"102","DOI":"10.1109\/MCOM.2013.6525602","article-title":"Enabling smart cities through a cognitive management framework for the internet of things","volume":"51","author":"Vlacheas","year":"2013","journal-title":"IEEE Commun. Mag."},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"359","DOI":"10.1111\/j.1460-2466.2012.01626.x","article-title":"Social media and political change: Capacity, constraint, and consequence","volume":"62","author":"Howard","year":"2012","journal-title":"J. Commun."},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"856","DOI":"10.1038\/ng.3598","article-title":"Meta-analysis of 375,000 individuals identifies 38 susceptibility loci for migraine","volume":"48","author":"Gormley","year":"2016","journal-title":"Nat. Genet."},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"954808","DOI":"10.1155\/2015\/954808","article-title":"The rationale, feasibility, and optimal training of the non-physician medical nutrition scientist","volume":"2015","author":"Ettinger","year":"2015","journal-title":"J. Biomed. Educ."},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"628","DOI":"10.1016\/j.ijheh.2013.11.003","article-title":"Use of electronic cigarettes (e-cigarettes) impairs indoor air quality and increases FeNO levels of e-cigarette consumers","volume":"217","author":"Schober","year":"2014","journal-title":"Int. J. Hyg. Environ. Health"},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"71","DOI":"10.1001\/jamapsychiatry.2013.266","article-title":"Traffic-related air pollution, particulate matter, and autism","volume":"70","author":"Volk","year":"2013","journal-title":"JAMA Psychiatry"},{"key":"ref_24","doi-asserted-by":"crossref","unstructured":"Paulos, E., Honicky, R., and Hooker, B. (2008). Citizen science: Enabling participatory urbanism. Urban Informatics: Community Integration and Implementation, IGI Global.","DOI":"10.4018\/978-1-60566-152-0.ch028"},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"562","DOI":"10.1007\/s11036-009-0217-y","article-title":"Noisespy: A real-time mobile phone platform for urban noise monitoring and mapping","volume":"15","author":"Kanjo","year":"2010","journal-title":"Mob. Netw. Appl."},{"key":"ref_26","doi-asserted-by":"crossref","unstructured":"Lohani, D., and Acharya, D. (2016, January 13\u201316). Smartvent: A context aware iot system to measure indoor air quality and ventilation rate. Proceedings of the 2016 17th IEEE International Conference on Mobile Data Management (MDM), Porto, Portugal.","DOI":"10.1109\/MDM.2016.91"},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"10752","DOI":"10.3390\/s101210752","article-title":"Study of the ubiquitous hog farm system using wireless sensor networks for environmental monitoring and facilities control","volume":"10","author":"Hwang","year":"2010","journal-title":"Sensors"},{"key":"ref_28","doi-asserted-by":"crossref","unstructured":"Wang, W., Wang, N., Jafer, E., Hayes, M., O\u2019Flynn, B., and O\u2019Mathuna, C. (2010, January 17\u201318). Autonomous wireless sensor network based building energy and environment monitoring system design. Proceedings of the 2010 International Conference on Environmental Science and Information Application Technology (ESIAT), Wuhan, China.","DOI":"10.1109\/ESIAT.2010.5568311"},{"key":"ref_29","doi-asserted-by":"crossref","unstructured":"P\u00f6tsch, A., Haslhofer, F., and Springer, A. (2017, January 22\u201325). Advanced remote debugging of LoRa-enabled IoT sensor nodes. Proceedings of the Seventh International Conference on the Internet of Things, Linz, Austria.","DOI":"10.1145\/3131542.3140259"},{"key":"ref_30","doi-asserted-by":"crossref","unstructured":"Malm, W.C., Schichtel, B.A., Pitchford, M.L., Ashbaugh, L.L., and Eldred, R.A. (2004). Spatial and monthly trends in speciated fine particle concentration in the United States. J. Geophys. Res. Atmos., 109.","DOI":"10.1029\/2003JD003739"},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"351","DOI":"10.1016\/j.egypro.2017.11.148","article-title":"How to control the Indoor Environmental Quality through the use of the Do-It-Yourself approach and new pervasive technologies","volume":"140","author":"Salamone","year":"2017","journal-title":"Energy Procedia"},{"key":"ref_32","doi-asserted-by":"crossref","unstructured":"Salamone, F., Belussi, L., Danza, L., Galanos, T., Ghellere, M., and Meroni, I. (2017). Design and development of a nearable wireless system to control indoor air quality and indoor lighting quality. Sensors, 17.","DOI":"10.3390\/s17051021"},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"183","DOI":"10.1007\/s10664-006-9026-0","article-title":"Empirical evaluation of optimization algorithms when used in goal-oriented automated test data generation techniques","volume":"12","author":"Xiao","year":"2007","journal-title":"Empir. Softw. Eng."},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"3161","DOI":"10.1016\/j.cor.2007.01.016","article-title":"Observations in using parallel and sequential evolutionary algorithms for automatic software testing","volume":"35","author":"Alba","year":"2008","journal-title":"Comput. Oper. Res."},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.swevo.2011.11.005","article-title":"Local search based hybrid particle swarm optimization algorithm for multiobjective optimization","volume":"3","author":"Mousa","year":"2012","journal-title":"Swarm Evol. Comput."},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"95","DOI":"10.1002\/spe.684","article-title":"Evolutionary test data generation: A comparison of fitness functions","volume":"36","author":"Watkins","year":"2006","journal-title":"Softw. Pract. Exp."},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"674","DOI":"10.1109\/34.192463","article-title":"A theory for multiresolution signal decomposition: The wavelet representation","volume":"11","author":"Mallat","year":"1989","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"key":"ref_38","unstructured":"Gerald, C.F. (2004). Applied Numerical Analysis, Pearson Education India."}],"container-title":["Sensors"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/1424-8220\/18\/4\/959\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,11]],"date-time":"2025-10-11T14:58:19Z","timestamp":1760194699000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/1424-8220\/18\/4\/959"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018,3,23]]},"references-count":38,"journal-issue":{"issue":"4","published-online":{"date-parts":[[2018,4]]}},"alternative-id":["s18040959"],"URL":"https:\/\/doi.org\/10.3390\/s18040959","relation":{},"ISSN":["1424-8220"],"issn-type":[{"value":"1424-8220","type":"electronic"}],"subject":[],"published":{"date-parts":[[2018,3,23]]}}}