Identification of illumination source types using nighttime light images from SDGSAT-1

References

• Boeing, Geoff. 2019. “Urban Spatial Order: Street Network Orientation, Configuration, and Entropy.” Applied Network Science 4 (1): 67. https://doi.org/10.1007/s41109-019-0189-1.
   Google Scholar
• Breiman, L. 2001. “Random Forests.” Machine Learning 45 (1): 5–32. https://doi.org/10.1023/A:1010933404324.
   Web of Science ®Google Scholar
• Brons, J. A., J. D. Bullough, and D. C. Frering. 2021. “Rational Basis for Light Emitting Diode Street Lighting Retrofit Luminaire Selection.” Transportation Research Record 2675 (9): 634–638. https://doi.org/10.1177/03611981211003890.
   Web of Science ®Google Scholar
• Chen, T. Q., C. Guestrin, and Machinery Assoc Comp. 2016. “XGBoost: A Scalable Tree Boosting System.” Paper Presented at the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD), San Francisco, CA, August 13–17.
   Google Scholar
• Cheng, B., Z. Q. Chen, B. L. Yu, Q. X. Li, C. X. Wang, B. B. Li, B. Wu, Y. Li, and J. P. Wu. 2020. “Automated Extraction of Street Lights from JL1-3B Nighttime Light Data and Assessment of their Solar Energy Potential.” Ieee Journal of Selected Topics in Applied Earth Observations and Remote Sensing 13:675–684. https://doi.org/10.1109/JSTARS.2020.2971266.
   Web of Science ®Google Scholar
• Davies, Thomas W., Jonathan Bennie, Richard Inger, Natalie Hempel Ibarra, and Kevin J. Gaston. 2013. “Artificial Light Pollution: Are Shifting Spectral Signatures Changing the Balance of Species Interactions?” Global Change Biology 19 (5): 1417–1423. https://doi.org/10.1111/gcb.12166.
   PubMed Web of Science ®Google Scholar
• Decker, A. G., T. J. Malthus, M. M. Wijnen, and E. Seyhan. 1992. “The Effect of Spectral Bandwidth and Positioning on the Spectral Signature Analysis of Inland Waters.” Remote Sensing of Environment 41 (2–3): 211–225. https://doi.org/10.1016/0034-4257(92)90079-Y.
   Web of Science ®Google Scholar
• Dixon, M. E. 1965. “The Two-colour Diagram as a Key to Past Rates of Star Formation and Past Rates of Maetal Enrichment of the Interstellar Medium.” Monthly Notices of the Royal Astronomical Society 129 (1): 51–61. https://doi.org/10.1093/mnras/129.1.51.
   Google Scholar
• Djuretic, A., and M. Kostic. 2018. “Actual Energy Savings When Replacing High-pressure Sodium with LED Luminaires in Street Lighting.” Energy 157:367–378. https://doi.org/10.1016/j.energy.2018.05.179.
   Web of Science ®Google Scholar
• Dobler, G., M. Ghandehari, S. E. Koonin, and M. S. Sharma. 2016. “A Hyperspectral Survey of New York City Lighting Technology.” Sensors 16 (12): 2047. https://doi.org/10.3390/s16122047.
   PubMed Web of Science ®Google Scholar
• Elvidge, C. D., P. Cinzano, D. R. Pettit, J. Arvesen, P. Sutton, C. Small, R. Nemani, et al. 2007. “The Nightsat Mission Concept.” International Journal of Remote Sensing 28 (12): 2645–2670. https://doi.org/10.1080/01431160600981525.
   Web of Science ®Google Scholar
• Elvidge, C. D., D. M. Keith, B. T. Tuttle, and K. E. Baugh. 2010. “Spectral Identification of Lighting Type and Character.” Sensors 10 (4): 3961–3988. https://doi.org/10.3390/s100403961.
   PubMed Web of Science ®Google Scholar
• Falchi, F., and S. Bara. 2020. “A Linear Systems Approach to Protect the Night Sky: Implications for Current and Future Regulations.” Royal Society Open Science 7 (12): 201501. https://doi.org/10.1098/rsos.201501.
   PubMed Web of Science ®Google Scholar
• Falchi, F., R. Furgoni, T. A. Gallaway, N. A. Rybnikova, B. A. Portnov, K. Baugh, P. Cinzano, and C. D. Elvidge. 2019. “Light Pollution in USA and Europe: The Good, the Bad and the Ugly.” Journal of Environmental Management 248:109227. https://doi.org/10.1016/j.jenvman.2019.06.128.
   PubMed Web of Science ®Google Scholar
• Gaston, K. J., T. W. Davies, J. Bennie, and J. Hopkins. 2012. “REVIEW: Reducing the Ecological Consequences of Night-time Light Pollution: Options and Developments.” Journal of Applied Ecology 49 (6): 1256–1266. https://doi.org/10.1111/j.1365-2664.2012.02212.x.
   PubMed Web of Science ®Google Scholar
• Gaston, K. J., and A. S. de Miguel. 2022. “Environmental Impacts of Artificial Light at Night.” Annual Review of Environment and Resources 47 (1): 373–398. https://doi.org/10.1146/annurev-environ-112420-014438.
   Google Scholar
• Gaston, K. J., J. P. Duffy, S. Gaston, J. Bennie, and T. W. Davies. 2014. “Human Alteration of Natural Light Cycles: Causes and Ecological Consequences.” Oecologia 176 (4): 917–931. https://doi.org/10.1007/s00442-014-3088-2.
   PubMed Web of Science ®Google Scholar
• Gregorutti, B., B. Michel, and P. Saint-Pierre. 2017. “Correlation and Variable Importance in Random Forests.” Statistics and Computing 27 (3): 659–678. https://doi.org/10.1007/s11222-016-9646-1.
   Web of Science ®Google Scholar
• Grubisic, M., R. H. A. van Grunsven, A. Manfrin, M. T. Monaghan, and F. Holker. 2018. “A Transition to White LED Increases Ecological Impacts of Nocturnal Illumination on Aquatic Primary Producers in a Lowland Agricultural Drainage Ditch.” Environmental Pollution 240:630–638. https://doi.org/10.1016/j.envpol.2018.04.146.
   PubMed Web of Science ®Google Scholar
• Grundland, M., and N. A. Dodgson. 2007. “Decolorize: Fast, Contrast Enhancing, Color to Grayscale Conversion.” Pattern Recognition 40 (11): 2891–2896. https://doi.org/10.1016/j.patcog.2006.11.003.
   Web of Science ®Google Scholar
• Guo, H. D., C. Y. Dou, H. Y. Chen, J. B. Liu, B. H. Fu, X. M. Li, Z. M. Zou, and D. Liang. 2023. “SDGSAT-1: The World's First Scientific Satellite for Sustainable Development Goals.” Science Bulletin 68 (1): 34–38. https://doi.org/10.1016/j.scib.2022.12.014.
   PubMed Web of Science ®Google Scholar
• Guo, Biyun, Deyong Hu, and Qiming Zheng. 2023. “Potentiality of SDGSAT-1 Glimmer Imagery to Investigate the Spatial Variability in Nighttime Lights.” International Journal of Applied Earth Observation and Geoinformation 119:103313. https://doi.org/10.1016/j.jag.2023.103313.
   Web of Science ®Google Scholar
• Hale, J. D., G. Davies, A. J. Fairbrass, T. J. Matthews, C. D. F. Rogers, and J. P. Sadler. 2013. “Mapping Lightscapes: Spatial Patterning of Artificial Lighting in an Urban Landscape.” PLoS One 8 (5): e61460. https://doi.org/10.1371/journal.pone.0061460.
   PubMed Web of Science ®Google Scholar
• Hall-Beyer, M. 2017. “Practical Guidelines for Choosing GLCM Textures to Use in Landscape Classification Tasks Over a Range of Moderate Spatial Scales.” International Journal of Remote Sensing 38 (5): 1312–1338. https://doi.org/10.1080/01431161.2016.1278314.
   Web of Science ®Google Scholar
• Han, P. P., J. L. Huang, R. D. Li, L. H. Wang, Y. X. Hu, J. L. Wang, and W. Huang. 2014. “Monitoring Trends in Light Pollution in China Based on Nighttime Satellite Imagery.” Remote Sensing 6 (6): 5541–5558. https://doi.org/10.3390/rs6065541.
   Web of Science ®Google Scholar
• Haralick, Robert M., K. Shanmugam, and Its'Hak Dinstein. 1973. “Textural Features for Image Classification.” IEEE Transactions on Systems, Man, and Cybernetics SMC-3 (6): 610–621. https://doi.org/10.1109/TSMC.1973.4309314.
   Web of Science ®Google Scholar
• Hatori, Megumi, Claude Gronfier, Russell N. Van Gelder, Paul S. Bernstein, Josep Carreras, Satchidananda Panda, Frederick Marks, et al. 2017. “Global Rise of Potential Health Hazards Caused by Blue Light-induced Circadian Disruption in Modern Aging Societies.” NPJ Aging and Mechanisms of Disease 3 (1): 9–9. https://doi.org/10.1038/s41514-017-0010-2.
   PubMedGoogle Scholar
• Hu, X. F., C. Z. Hu, H. C. Xu, Y. C. He, and D. W. Tang. 2023. “Polyethersulfone Wick and Metal Wick Based Loop Heat Pipe for LED Street Light Thermal Management.” Case Studies in Thermal Engineering 49:103175. https://doi.org/10.1016/j.csite.2023.103175.
   Web of Science ®Google Scholar
• IEA. 2006. Light's Labour's Lost. Paris: IEA.
   Google Scholar
• Iqbal, N., R. Mumtaz, U. Shafi, and S. M. H. Zaidi. 2021. “Gray Level Co-occurrence Matrix (GLCM) Texture Based Crop Classification Using Low Altitude Remote Sensing Platforms.” Peerj Computer Science, e536. https://doi.org/10.7717/peerj-cs.536.
   PubMed Web of Science ®Google Scholar
• Javed, A., Q. M. Cheng, H. Peng, O. Altan, Y. Li, I. Ara, E. Huq, Y. Ali, and N. Saleem. 2021. “Review of Spectral Indices for Urban Remote Sensing.” Photogrammetric Engineering and Remote Sensing 87 (7): 513–524. https://doi.org/10.14358/PERS.87.7.513.
   Web of Science ®Google Scholar
• Kaiser, Henry F. 1970. “A Second Generation Little Jiffy.” Psychometrika 35 (4): 401–415. https://doi.org/10.1007/BF02291817.
   Web of Science ®Google Scholar
• Kaiser, Henry F., and Rice John. 1974. “Little Jiffy, Mark Iv.” Educational and Psychological Measurement 34 (1): 111–117. https://doi.org/10.1177/001316447403400115.
   Web of Science ®Google Scholar
• Kobav, M. B., and G. Bizjak. 2012. “Led Spectra and Melatonin Suppression Action Function.” Light & Engineering 20 (3): 15–22.
   Web of Science ®Google Scholar
• Kruse, F. A., and C. D. Elvidge. 2011. “Identification and Mapping of Night Lights Signatures Using Hyperspectral Data.” Paper Presented at the Conference on Algorithms and Technologies for Multispectral, Hyperspectral, and Ultraspectral Imagery XVII, Orlando, FL, April 25–28.
   Google Scholar
• Kuechly, H. U., C. C. M. Kyba, T. Ruhtz, C. Lindemann, C. Wolter, J. Fischer, and F. Holker. 2012. “Aerial Survey and Spatial Analysis of Sources of Light Pollution in Berlin, Germany.” Remote Sensing of Environment 126:39–50. https://doi.org/10.1016/j.rse.2012.08.008.
   Web of Science ®Google Scholar
• Kyba, C. C. M. 2018. “Is Light Pollution Getting Better or Worse?” Nature Astronomy 2 (4): 267–269. https://doi.org/10.1038/s41550-018-0402-7.
   Web of Science ®Google Scholar
• Kyba, C. C. M., T. Kuester, A. S. de Miguel, K. Baugh, A. Jechow, F. Holker, J. Bennie, C. D. Elvidge, K. J. Gaston, and L. Guanter. 2017. “Artificially Lit Surface of Earth at Night Increasing in Radiance and Extent.” Science Advances 3 (11). https://doi.org/10.1126/sciadv.1701528.
   PubMed Web of Science ®Google Scholar
• Levin, N., C. C. M. Kyba, Q. L. Zhang, A. S. de Miguel, M. O. Roman, X. Li, B. A. Portnov, et al. 2020. “Remote Sensing of Night Lights: A Review and an Outlook for the Future.” Remote Sensing of Environment 237:111443. https://doi.org/10.1016/j.rse.2019.111443.
   Web of Science ®Google Scholar
• Lillesand, Thomas, Ralph W Kiefer, and Jonathan Chipman. 2015. Remote Sensing and Image Interpretation. New York: John Wiley & Sons.
   Google Scholar
• Longcore, T., A. Rodriguez, B. Witherington, J. F. Penniman, L. Herf, and M. Herf. 2018. “Rapid Assessment of Lamp Spectrum to Quantify Ecological Effects of Light at Night.” Journal of Experimental Zoology Part a-Ecological and Integrative Physiology 329 (8–9): 511–521. https://doi.org/10.1002/jez.2184.
   PubMed Web of Science ®Google Scholar
• Ma, H. K., and Y. T. Li. 2015. “Thermal Performance of a Dual-sided Multiple Fans System with a Piezoelectric Actuator on LEDs.” International Communications in Heat and Mass Transfer 66:40–46. https://doi.org/10.1016/j.icheatmasstransfer.2015.05.008.
   Web of Science ®Google Scholar
• Moghtaderi, A., F. Moore, and A. Mohammadzadeh. 2007. “The Application of Advanced Space-borne Thermal Emission and Reflection (ASTER) Radiometer Data in the Detection of Alteration in the Chadormalu Paleocrater, Bafq Region, Central Iran.” Journal of Asian Earth Sciences 30 (2): 238–252. https://doi.org/10.1016/j.jseaes.2006.09.004.
   Web of Science ®Google Scholar
• Munyati, Christopher. 2004. “Use of Principal Component Analysis (PCA) of Remote Sensing Images in Wetland Change Detection on the Kafue Flats, Zambia.” Geocarto International 19 (3): 11–22. https://doi.org/10.1080/10106040408542313.
   Google Scholar
• Öhman, Yngve. 1949. “Photoelectric Work by the Flicker Method.” Stockholms Observatoriums Annaler 15:8.1–8.46.
   Google Scholar
• Puschnig, J., T. Posch, and S. Uttenthaler. 2014. “Night Sky Photometry and Spectroscopy Performed at the Vienna University Observatory.” Journal of Quantitative Spectroscopy & Radiative Transfer 139:64–75. https://doi.org/10.1016/j.jqsrt.2013.08.019.
   Web of Science ®Google Scholar
• Rybnikova, N., A. S. de Miguel, S. Rybnikov, and A. Brook. 2021. “A New Approach to Identify On-ground Lamp Types from Night-time ISS Images.” Remote Sensing 13 (21): 4413. https://doi.org/10.3390/rs13214413.
   Web of Science ®Google Scholar
• Sánchez de Miguel, Alejandro, Christopher C. M. Kyba, Martin Aubé, Jaime Zamorano, Nicolas Cardiel, Carlos Tapia, Jon Bennie, and Kevin J. Gaston. 2019. “Colour Remote Sensing of the Impact of Artificial Light at Night (I): The Potential of the International Space Station and Other DSLR-Based Platforms.” Remote Sensing of Environment 224:92–103. https://doi.org/10.1016/j.rse.2019.01.035.
   Web of Science ®Google Scholar
• Schroer, Sibylle, and Franz Hölker. 2016. “Impact of Lighting on Flora and Fauna.” In Handbook of Advanced Lighting Technology, edited by Robert Karlicek, Ching-Cherng Sun, Georges Zissis, and Ruiqing Ma, 1–33. Cham: Springer International Publishing.
   Google Scholar
• Schulte-Römer, Nona, Josiane Meier, Max Söding, and Etta Dannemann. 2019. “The LED Paradox: How Light Pollution Challenges Experts to Reconsider Sustainable Lighting.” Sustainability 11 (21): 6160. https://doi.org/10.3390/su11216160.
   Web of Science ®Google Scholar
• Shanmuganathan, Subana. 2016. “Artificial Neural Network Modelling: An Introduction.” In Artificial Neural Network Modelling, edited by Subana Shanmuganathan and Sandhya Samarasinghe, 1–14. Cham: Springer International Publishing.
   Google Scholar
• Tardà, Anna, Vicenç Palà, Roman Arbiol, Fernando Pérez, Oriol Viñas, Luca Pipia, and Lucas Martínez. 2011. Detección de la iluminación exterior urbana nocturna con el sensor aerotransportado CASI-550. Barcelona, Spain: Internation Geomatic Week.
   Google Scholar
• Wang, M., Q. Q. Li, Q. W. Hu, and M. Zhou. 2013. “Quality Analysis of Open Street Map Data.” 8th International Symposium on Spatial Data Quality XL-2/W1:155–158. https://doi.org/10.5194/isprsarchives-XL-2-W1-155-2013.
   Google Scholar
• Wang, Jinfeng, and Chengdong Xu. 2017. “Geodetector: Principle and Prospective.” Acta Geographica Sinica 72 (1): 116–134.
   Google Scholar
• Wang, J. F., T. L. Zhang, and B. J. Fu. 2016. “A Measure of Spatial Stratified Heterogeneity.” Ecological Indicators 67:250–256. https://doi.org/10.1016/j.ecolind.2016.02.052.
   Web of Science ®Google Scholar
• Wang, F. Y., K. Zhou, M. C. Wang, and Q. Wang. 2020. “The Impact Analysis of Land Features to JL1-3B Nighttime Light Data at Parcel Level: Illustrated by the Case of Changchun, China.” Sensors 20 (18): 5447. https://doi.org/10.3390/s20185447.
   PubMed Web of Science ®Google Scholar
• Wright, Raymond E.. 1995. “Logistic Regression.” In Reading and understanding multivariate statistics, edited by Grimm Laurence G and Yarnold Paul R, 217–244. Washington, DC: American Psychological Association.
   Google Scholar
• Xiaona, Li, and Luo Nianxue. 2019. “Positional Accuracy Analysis Method and Experiment of OSM Planar Elements Based on Geometric Integrity.” Journal of Geomatics 44 (2): 101–104. https://doi.org/10.14188/j.2095-6045.2017081.
   Google Scholar
• Yin, S. R., T. Oliveira, A. Murthy, and ACM. 2017. “Automated Lamp-Type Identification for City-Wide Outdoor Lighting Infrastructures.” Paper Presented at the 18th International Workshop on Mobile Computing Systems and Applications (HotMobile), Sonoma, CA, February 21–22.
   Google Scholar
• Yu, B., F. Chen, C. Ye, Z. W. Li, Y. Dong, N. Wang, and L. Wang. 2023. “Temporal Expansion of the Nighttime Light Images of SDGSAT-1 Satellite in Illuminating Ground Object Extraction by Joint Observation of NPP-VIIRS and Sentinel-2A Images.” Remote Sensing of Environment 295:113691. https://doi.org/10.1016/j.rse.2023.113691.
   Web of Science ®Google Scholar
• Zhang, D. G., B. Cheng, L. Shi, J. Gao, T. F. Long, B. Chen, and G. Z. Wang. 2022. “A Destriping Algorithm for SDGSAT-1 Nighttime Light Images Based on Anomaly Detection and Spectral Similarity Restoration.” Remote Sensing 14 (21): 5544. https://doi.org/10.3390/rs14215544.
   Web of Science ®Google Scholar
• Zhao, M., Y. Y. Zhou, X. C. Li, W. T. Cao, C. Y. He, B. L. Yu, X. Li, C. D. Elvidge, W. M. Cheng, and C. H. Zhou. 2019. “Applications of Satellite Remote Sensing of Nighttime Light Observations: Advances, Challenges, and Perspectives.” Remote Sensing 11 (17): 1971. https://doi.org/10.3390/rs11171971.
   Web of Science ®Google Scholar
• Zheng, Qiming, Qihao Weng, Lingyan Huang, Ke Wang, Jinsong Deng, Ruowei Jiang, Ziran Ye, and Muye Gan. 2018. “A New Source of Multi-spectral High Spatial Resolution Night-Time Light Imagery—JL1-3B.” Remote Sensing of Environment 215:300–312. https://doi.org/10.1016/j.rse.2018.06.016
   Web of Science ®Google Scholar