{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,25]],"date-time":"2025-11-25T06:52:19Z","timestamp":1764053539168,"version":"build-2065373602"},"reference-count":23,"publisher":"MDPI AG","issue":"4","license":[{"start":{"date-parts":[[2017,11,12]],"date-time":"2017-11-12T00:00:00Z","timestamp":1510444800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["J. Imaging"],"abstract":"<jats:p>The Internet of Things includes all the technologies allowing the connection of everyday objects to the Internet, in order to gather measurements of physical quantities and interact with the surrounding environments through telecommunication devices with embedded sensing and actuating units. The measurements carried out with different LEDs demonstrate the possibility of using these devices both as transmitters and as optical sensors, in addition to their ability to discriminate incident wavelengths, thus making them bi-directional transceivers for Internet of Things (IoT) applications, particularly suitable in the context of Visible Light Communication (VLC). In particular, a methodological tool is provided for selecting the LED sensor for VLC applications.<\/jats:p>","DOI":"10.3390\/jimaging3040050","type":"journal-article","created":{"date-parts":[[2017,11,13]],"date-time":"2017-11-13T11:12:36Z","timestamp":1510571556000},"page":"50","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":9,"title":["Sensing Light with LEDs: Performance Evaluation for IoT Applications"],"prefix":"10.3390","volume":"3","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-9692-582X","authenticated-orcid":false,"given":"Lorenzo","family":"Incipini","sequence":"first","affiliation":[{"name":"Department of Information Engineering, Polytechnic University of Marche, Via Brecce Bianche 12, 60131 Ancona (AN), Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6142-0987","authenticated-orcid":false,"given":"Alberto","family":"Belli","sequence":"additional","affiliation":[{"name":"Department of Information Engineering, Polytechnic University of Marche, Via Brecce Bianche 12, 60131 Ancona (AN), Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2851-3310","authenticated-orcid":false,"given":"Lorenzo","family":"Palma","sequence":"additional","affiliation":[{"name":"Department of Information Engineering, Polytechnic University of Marche, Via Brecce Bianche 12, 60131 Ancona (AN), Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mauro","family":"Ballicchia","sequence":"additional","affiliation":[{"name":"Department of Information Engineering, Polytechnic University of Marche, Via Brecce Bianche 12, 60131 Ancona (AN), Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1436-8864","authenticated-orcid":false,"given":"Paola","family":"Pierleoni","sequence":"additional","affiliation":[{"name":"Department of Information Engineering, Polytechnic University of Marche, Via Brecce Bianche 12, 60131 Ancona (AN), Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"1968","published-online":{"date-parts":[[2017,11,12]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"72","DOI":"10.1109\/MCOM.2012.6163585","article-title":"IEEE 802.15.7 visible light communication: modulation schemes and dimming support","volume":"50","author":"Rajagopal","year":"2012","journal-title":"IEEE Commun. Mag."},{"key":"ref_2","unstructured":"IEEE (2011). IEEE Standard for Local and Metropolitan Area Networks\u2013Part 15.7: Short-Range Wireless Optical Communication Using Visible Light, IEEE. IEEE Standard 802.15.7."},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"7861","DOI":"10.1038\/srep07861","article-title":"Humans perceive flicker artifacts at 500 Hz","volume":"5","author":"Davis","year":"2015","journal-title":"Sci. Rep."},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"2053","DOI":"10.1109\/JLT.2014.2314358","article-title":"Design and implementation of color-shift keying for visible light communications","volume":"32","author":"Monteiro","year":"2014","journal-title":"J. Lightw. Technol."},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"191","DOI":"10.1049\/iet-opt.2014.0124","article-title":"Low-complexity colour-shift keying-based visible light communications system","volume":"9","author":"Guerra","year":"2015","journal-title":"IET Optoelectron."},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"222","DOI":"10.1016\/j.opelre.2017.06.009","article-title":"Photo-reception properties of common LEDs","volume":"25","author":"Kowalczyk","year":"2017","journal-title":"Opto-Electron. Rev."},{"key":"ref_7","unstructured":"Holcomb, M.O., Mueller-Mach, R., Mueller, G.O., Collins, D., Fletcher, R.M., Steigerwald, D.A., Eberle, S., Lim, Y.K., Martin, P.S., and Krames, M. (2003, January 6). The LED lightbulb: Are we there yet? progress and challenges for solid state illumination. Proceedings of the 2003 CLEO \u201903 Conference on Lasers and Electro-Optics, Baltimore, MD, USA."},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"1369","DOI":"10.1109\/TIA.2014.2365357","article-title":"LED Lighting for Oil and Gas Facilities","volume":"51","author":"Loiselle","year":"2015","journal-title":"IEEE Trans. Ind. Appl."},{"key":"ref_9","first-page":"482","article-title":"Led based visible light communication: Technology, applications and challenges-a survey","volume":"8","author":"Medina","year":"2015","journal-title":"Int. J. Adv. Eng. Technol."},{"key":"ref_10","doi-asserted-by":"crossref","unstructured":"Schmid, S., Corbellini, G., Mangold, S., and Gross, T.R. (2014, January 17). Continuous synchronization for LED-to-LED visible light communication networks. Proceedings of the 2014 3rd International Workshop in Optical Wireless Communications (IWOW), Funchal, Portugal.","DOI":"10.1109\/IWOW.2014.6950774"},{"key":"ref_11","doi-asserted-by":"crossref","unstructured":"Li, S., Huang, B., and Xu, Z. (arXiv, 2017). Full Duplex MIMO VLC Using Trichromatic LEDs as Transmitters and Receivers, arXiv.","DOI":"10.1109\/GLOCOMW.2017.8269140"},{"key":"ref_12","unstructured":"Chun, H., Rajbhandari, S., Faulkner, G., Tsonev, D., Haas, H., and O\u2019Brien, D. (2014, January 12\u201316). Demonstration of a Bi-directional visible light communication with an overall sum-rate of 110 Mb\/s using LEDs as emitter and detector. Proceedings of the 2014 IEEE Photonics Conference (IPC), San Diego, CA, USA."},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"740","DOI":"10.1109\/TCOMM.2016.2626362","article-title":"Two-way visible light communication and illumination with LEDs","volume":"65","author":"Li","year":"2017","journal-title":"IEEE Trans. Commun."},{"key":"ref_14","doi-asserted-by":"crossref","unstructured":"Dietz, P., Yerazunis, W., and Leigh, D. (2003, January 16\u201319). Very low-cost sensing and communication using bidirectional LEDs. Proceedings of the International Conference on Ubiquitous Computing, Innsbruck, Austria.","DOI":"10.1007\/978-3-540-39653-6_14"},{"key":"ref_15","first-page":"966205","article-title":"Influence of reverse bias on the LEDs properties used as photo-detectors in VLC systems","volume":"Volume 9662","author":"Kowalczyk","year":"2015","journal-title":"Photonics Applications in Astronomy, Communications, Industry, and High-Energy Physics Experiments 2015"},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"123","DOI":"10.1109\/TIM.2005.861501","article-title":"Optical in situ characterization of isotactic polypropylene crystallization using an LED array in avalanche-photoreceiver mode","volume":"55","author":"Ferrara","year":"2006","journal-title":"IEEE Trans. Instrum. Meas."},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"78","DOI":"10.1016\/j.dcan.2016.07.004","article-title":"Visible light communication: Applications, architecture, standardization and research challenges","volume":"3","author":"Khan","year":"2016","journal-title":"Digit. Commun. Netw."},{"key":"ref_18","doi-asserted-by":"crossref","unstructured":"Giustiniano, D., Tippenhauer, N.O., and Mangold, S. (2012, January 21\u201323). Low-complexity Visible Light Networking with LED-to-LED communication. Proceedings of the 2012 IFIP Wireless Days, Dublin, Ireland.","DOI":"10.1109\/WD.2012.6402861"},{"key":"ref_19","unstructured":"Schmid, S., Corbellini, G., Mangold, S., and Gross, T.R. (August, January 29). LED-to-LED visible light communication networks. Proceedings of the fourteenth ACM international symposium on Mobile ad hoc networking and computing, Bangalore, India."},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"64","DOI":"10.1109\/MCOM.2016.7402263","article-title":"Coexistence of WiFi and LiFi toward 5G: Concepts, opportunities, and challenges","volume":"54","author":"Ayyash","year":"2016","journal-title":"IEEE Commun. Mag."},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"6116","DOI":"10.1109\/JSEN.2015.2453408","article-title":"LED-based color sensing and control","volume":"15","author":"Li","year":"2015","journal-title":"IEEE Sens. J."},{"key":"ref_22","unstructured":"Kasap, S.O. (2006). Principles of Electronic Materials and Devices, McGraw-Hill."},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"3751","DOI":"10.1063\/1.1149174","article-title":"Using a light-emitting diode as a high-speed, wavelength selective photodetector","volume":"69","author":"Miyazaki","year":"1998","journal-title":"Rev. Sci. 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