{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,31]],"date-time":"2025-10-31T13:37:17Z","timestamp":1761917837883,"version":"build-2065373602"},"reference-count":39,"publisher":"MDPI AG","issue":"2","license":[{"start":{"date-parts":[[2017,2,9]],"date-time":"2017-02-09T00:00:00Z","timestamp":1486598400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61501016"],"award-info":[{"award-number":["61501016"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Sensors"],"abstract":"<jats:p>An imaging sensor-based intelligent Light Emitting Diode (LED) lighting system for desk use is proposed. In contrast to the traditional intelligent lighting system, such as the photosensitive resistance sensor-based or the infrared sensor-based system, the imaging sensor can realize a finer perception of the environmental light; thus it can guide a more precise lighting control. Before this system works, first lots of typical imaging lighting data of the desk application are accumulated. Second, a series of subjective and objective Lighting Effect Evaluation Metrics (LEEMs) are defined and assessed for these datasets above. Then the cluster benchmarks of these objective LEEMs can be obtained. Third, both a single LEEM-based control and a multiple LEEMs-based control are developed to realize a kind of optimal luminance tuning. When this system works, first it captures the lighting image using a wearable camera. Then it computes the objective LEEMs of the captured image and compares them with the cluster benchmarks of the objective LEEMs. Finally, the single LEEM-based or the multiple LEEMs-based control can be implemented to get a kind of optimal lighting effect. Many experiment results have shown the proposed system can tune the LED lamp automatically according to environment luminance changes.<\/jats:p>","DOI":"10.3390\/s17020321","type":"journal-article","created":{"date-parts":[[2017,2,10]],"date-time":"2017-02-10T05:27:09Z","timestamp":1486704429000},"page":"321","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":17,"title":["Intelligent Luminance Control of Lighting Systems Based on Imaging Sensor Feedback"],"prefix":"10.3390","volume":"17","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-2537-6138","authenticated-orcid":false,"given":"Haoting","family":"Liu","sequence":"first","affiliation":[{"name":"School of Biological Science and Medical Engineering, Beihang University, Beijing 100191, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5814-2429","authenticated-orcid":false,"given":"Qianxiang","family":"Zhou","sequence":"additional","affiliation":[{"name":"School of Biological Science and Medical Engineering, Beihang University, Beijing 100191, China"}]},{"given":"Jin","family":"Yang","sequence":"additional","affiliation":[{"name":"Astronaut Research and Training Center of China, Beijing 100094, China"}]},{"given":"Ting","family":"Jiang","sequence":"additional","affiliation":[{"name":"Astronaut Research and Training Center of China, Beijing 100094, China"}]},{"given":"Zhizhen","family":"Liu","sequence":"additional","affiliation":[{"name":"Astronaut Research and Training Center of China, Beijing 100094, China"}]},{"given":"Jie","family":"Li","sequence":"additional","affiliation":[{"name":"Astronaut Research and Training Center of China, Beijing 100094, China"}]}],"member":"1968","published-online":{"date-parts":[[2017,2,9]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","unstructured":"Nefedov, E., Maksimainen, M., Sierla, S., Yang, C.-W., Flikkema, P., Kosonen, I., and Luttinen, T. (2014, January 1\u20134). Energy efficient traffic-based street lighting automation. Proceedings of the IEEE 23rd International Symposium on Industrial Electronics, Istanbul, Turkey.","DOI":"10.1109\/ISIE.2014.6864874"},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"21","DOI":"10.1109\/TPWRD.2012.2212215","article-title":"Remote-Control system of high efficiency and intelligent street lighting using a ZigBee network of devices and sensors","volume":"28","author":"Leccese","year":"2013","journal-title":"IEEE Trans. Power Del."},{"key":"ref_3","doi-asserted-by":"crossref","unstructured":"Pamungkas, D.S., and Ward, K. (2013, January 12\u201315). Tele-Operation of a robot arm with electro tactile feedback. Proceedings of the IEEE\/ASME International Conference on Advanced Intelligent Mechatronics, Vollongong, Australia.","DOI":"10.1109\/AIM.2013.6584175"},{"key":"ref_4","doi-asserted-by":"crossref","unstructured":"Kar, A., and Kar, A. (2014, January 1\u20132). New generation illumination engineering\u2014An overview of recent trends in science & technology. Proceedings of the International Conference on Automation, Control, Energy and Systems, West Bengal, India.","DOI":"10.1109\/ACES.2014.6807997"},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"1101","DOI":"10.1109\/TIP.2014.2383327","article-title":"3D visual discomfort predictor: Analysis of disparity and neural activity statistics","volume":"24","author":"Jincheol","year":"2015","journal-title":"IEEE Trans. Image Process."},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"153","DOI":"10.1142\/S0219467811004044","article-title":"Image quality feedback based adaptive video definition enhancement technique for space manipulation task","volume":"11","author":"Liu","year":"2011","journal-title":"Int. J. Image Graph."},{"key":"ref_7","first-page":"122","article-title":"Research on effect factors to function of human-machine system as displaying with LCD","volume":"22","author":"Li","year":"2009","journal-title":"Space Med. Med. Eng."},{"key":"ref_8","unstructured":"Lavric, A., and Popa, V. (2013, January 23\u201325). Hardware design of a street lighting control system with vehicle and malfunction detection. Proceedings of the 8th International Symposium on Advanced Topics in Electrical Engineering, Bucharest, Romania."},{"key":"ref_9","first-page":"19","article-title":"Intelligent lighting system of fuzzy control","volume":"20","author":"Feng","year":"2009","journal-title":"J. Guangxi Univ. Technol."},{"key":"ref_10","unstructured":"Caicedo, D., and Pandharipande, A. (2012, January 27\u201331). Ultrasonic array sensor for indoor presence detection. Proceedings of the 20th European Signal Processing Conference, Bucharest, Romania."},{"key":"ref_11","first-page":"42","article-title":"Color CCD imaging method for measuring light pollution","volume":"25","author":"Li","year":"2012","journal-title":"Urban Environ. Urban Ecol."},{"key":"ref_12","doi-asserted-by":"crossref","unstructured":"Bernardo, M.V., Pinheiro, A.M.G., Pereira, M., and Fiadeiro, P.T. (2013, January 15\u201319). Objective evaluation of chromatic quality assessment. Proceedings of the 2013 IEEE International Conference on Multimedia and Expo, San Jose, CA, USA.","DOI":"10.1109\/ICME.2013.6607544"},{"key":"ref_13","doi-asserted-by":"crossref","unstructured":"Gao, C., Panetta, K., and Agaian, S. (2013, January 13\u201315). No reference color image quality measures. Proceedings of the IEEE International Conference on Cybernetics, Geneva, Switzerland.","DOI":"10.1109\/CYBConf.2013.6617445"},{"key":"ref_14","doi-asserted-by":"crossref","unstructured":"Wang, X., Tian, B., Liang, C., and Shi, D. (2008, January 27\u201328). Blind image quality assessment for measuring image blur. Proceedings of the International Congress on Image and Signal Processing, Hainan, China.","DOI":"10.1109\/CISP.2008.371"},{"key":"ref_15","doi-asserted-by":"crossref","unstructured":"Arnal, E., Anthierens, C., and Bideaux, E. (2011, January 3\u20137). Consideration of glare from daylight in the control of the luminous atmosphere in buildings. Proceedings of the IEEE\/ASME International Conference on Advanced Intelligent Mechatronics, Budapest, Hungary.","DOI":"10.1109\/AIM.2011.6027070"},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"390","DOI":"10.1109\/TIP.2014.2378061","article-title":"CID2013: A database for evaluating no-reference image quality assessment algorithms","volume":"24","author":"Virtanen","year":"2015","journal-title":"IEEE Trans. Image Process."},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"24408","DOI":"10.3390\/s141224408","article-title":"A smart city application: A fully controlled street lighting Isle based on Raspherry-Pi card, a ZigBee sensor network and WiMax","volume":"14","author":"Leccese","year":"2014","journal-title":"Sensors"},{"key":"ref_18","doi-asserted-by":"crossref","unstructured":"Leccese, F., and Leonowicz, Z. (2012, January 18\u201325). Intelligent wireless street lighting system. Proceedings of the 11th International Conference on Environment and Electrical Engineering, Venice, Italy.","DOI":"10.1109\/EEEIC.2012.6221515"},{"key":"ref_19","doi-asserted-by":"crossref","unstructured":"Grana, C., Pellacani, G., Seidenari, S., and Cucchiara, R. (2004, January 23\u201326). Color calibration for a dermatological video camera system. Proceedings of the 17th International Conference on Pattern Recognition, Cambridge, UK.","DOI":"10.1109\/ICPR.2004.1334649"},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"880","DOI":"10.3390\/s150100880","article-title":"Fast image restoration for spatially varying defocus blur of imaging sensor","volume":"15","author":"Cheong","year":"2015","journal-title":"Sensors"},{"key":"ref_21","doi-asserted-by":"crossref","unstructured":"Sirisha, B., and Sandhya, B. (2013, January 29\u201331). Evaluation of color spaces for feature point detection in image matching application. Proceedings of the 3rd International Conference on Advances in Computing and Communications, Kerala, India.","DOI":"10.1109\/ICACC.2013.50"},{"key":"ref_22","doi-asserted-by":"crossref","unstructured":"Liu, H., Li, F., and Lu, H. (2010, January 24\u201328). Imaging air quality evaluation using definition metrics and detrended fluctuation analysis. Proceedings of the 10th International Conference on Signal Processing, Beijing, China.","DOI":"10.1109\/ICOSP.2010.5655838"},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"174","DOI":"10.1109\/TSMCB.2007.909440","article-title":"Human visual system-based image enhancement and logarithmic contrast measure","volume":"38","author":"Panetta","year":"2008","journal-title":"IEEE Trans. Syst. Man Cybern. B Cybern."},{"key":"ref_24","doi-asserted-by":"crossref","unstructured":"Goto, H., and Aso, H. (2004, January 23\u201326). Screen pattern removal for character pattern extraction from high-resolution color document images. Proceedings of the 17th International Conference on Pattern Recognition, Cambridge, UK.","DOI":"10.1109\/ICPR.2004.1334173"},{"key":"ref_25","first-page":"3466","article-title":"Based on the color filter array fabric image moir\u00e9 fringe elimination algorithm","volume":"13","author":"Liu","year":"2013","journal-title":"Sci. Technol. Eng."},{"key":"ref_26","doi-asserted-by":"crossref","unstructured":"Bellia, L., Cesarano, A., Iuliano, G.F., and Spada, G. (2009, January 5\u20137). HDR luminance mapping analysis system for visual comfort evaluation. Proceedings of the International Instrumentation and Measurement Technology Conference, Singapore.","DOI":"10.1109\/IMTC.2009.5168590"},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"31314","DOI":"10.3390\/s151229858","article-title":"Physical human activity recognition using wearable sensors","volume":"15","author":"Attal","year":"2015","journal-title":"Sensors"},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"26430","DOI":"10.3390\/s151026430","article-title":"Development of kinematic 3D laser scanning system for indoor mapping and as-built BIM using constrained SLAM","volume":"15","author":"Jung","year":"2015","journal-title":"Sensors"},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"564","DOI":"10.1109\/TMM.2013.2292590","article-title":"On designing paired comparison experiments for subjective multimedia quality assessment","volume":"16","author":"Lee","year":"2014","journal-title":"IEEE Trans. Multimed."},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"269","DOI":"10.1016\/j.smrv.2009.11.002","article-title":"The role of environment light in sleep and health: Effects of ocular aging and cataract surgery","volume":"14","author":"Turner","year":"2010","journal-title":"Sleep Med. Rev."},{"key":"ref_31","doi-asserted-by":"crossref","unstructured":"Wang, S., Deng, C., Lin, W., Zhao, B., and Chen, J. (2013, January 15\u201318). A novel SVD-based image quality assessment metric. Proceedings of the IEEE International Conference on Image Processing, Melbourne, Australia.","DOI":"10.1109\/ICIP.2013.6738087"},{"key":"ref_32","unstructured":"Shen, T., Zhao, J., and Li, H. (2011, January 19\u201322). The development and application of a testing system of reaction time based on mesopic vision. Proceedings of the International Conference on Mechatronic Science, Electric Engineering and Computer, Jilin, China."},{"key":"ref_33","unstructured":"Yao, Q. (2012). Ergonomics Research on Application of LED in Civil Cockpit Lighting. [Ph.D. Thesis, Dept. Elect. Eng., Fudan Univ.]."},{"key":"ref_34","unstructured":"International Commission on Illumination (1994). Glare Evaluation System for Use within Outdoor Sports and Area Lighting, International Commission on Illumination. CIE 112."},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"1275","DOI":"10.1109\/TASE.2014.2339354","article-title":"Brain machine interface system automation considering user preferences and error perception feedback","volume":"11","author":"Penaloza","year":"2014","journal-title":"IEEE Trans. Autom. Sci. Eng."},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"354","DOI":"10.1109\/TPAMI.2012.104","article-title":"CoSLAM: Collaborative visual SLAM in dynamic environments","volume":"35","author":"Zou","year":"2013","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"4893","DOI":"10.1109\/TIP.2014.2352851","article-title":"Robust 3D reconstruction with an RGB-D camera","volume":"23","author":"Wang","year":"2014","journal-title":"IEEE Trans. Image Process."},{"key":"ref_38","doi-asserted-by":"crossref","unstructured":"Shimizu, S., Kadogawa, T., Kikuchi, S., and Hashizume, T. (2014, January 14\u201316). Quantitative analysis of tennis experts\u2019 eye movement skill. Proceedings of the IEEE 13th International Workshop on Advanced Motion Control, Yokohama, Japan.","DOI":"10.1109\/AMC.2014.6823282"},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"121","DOI":"10.1109\/TBME.2010.2077291","article-title":"Driver drowsiness classification using fuzzy wavelet-packet-based feature-extraction algorithm","volume":"58","author":"Khushaba","year":"2011","journal-title":"IEEE Trans. Biomed. Eng."}],"container-title":["Sensors"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/1424-8220\/17\/2\/321\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,11]],"date-time":"2025-10-11T18:27:50Z","timestamp":1760207270000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/1424-8220\/17\/2\/321"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2017,2,9]]},"references-count":39,"journal-issue":{"issue":"2","published-online":{"date-parts":[[2017,2]]}},"alternative-id":["s17020321"],"URL":"https:\/\/doi.org\/10.3390\/s17020321","relation":{},"ISSN":["1424-8220"],"issn-type":[{"type":"electronic","value":"1424-8220"}],"subject":[],"published":{"date-parts":[[2017,2,9]]}}}