248
Views
0
CrossRef citations to date
0
Altmetric
Research Article

A spatiotemporal comprehensive constraint interpolation method for missing values in monthly composite Suomi-NPP VIIRS Cloud Mask images

, , , &
Article: 2328365 | Received 24 Nov 2023, Accepted 05 Mar 2024, Published online: 29 Apr 2024

References

  • Chen, M. L., and H. Y. Cai. 2019. “Interpolation Methods Comparison of VIIRS/DNB Nighttime Light Monthly Composites: A Case Study of Beijing.” Progress in Geography 38 (01): 126–138. https://doi.org/10.18306/dlkxjz.2019.01.011.
  • Chen, D. B., Z. H. Zheng, Z. F. Wu, and Q. L. Qian. 2019. “Review and Prospect of Application of Nighttime Light Remote Sensing Data.” Progress in Geography 38 (02): 205–223. https://doi.org/10.18306/dlkxjz.2019.02.005.
  • Elvidge, C. D., K. Baugh, M. Zhizhin, F. C. Hsu, and T. Ghosh. 2017. “VIIRS Night-Time Lights International.” Journal of Remote Sensing 38 (21): 5860–5879. https://doi.org/10.1080/01431161.2017.1342050.
  • Elvidge, C. D., T. Ghosh, F. C. Hsu, M. Zhizhin, and M. Bazilian. 2020. “The Dimming of Lights in China During the COVID-19 Pandemic.” Remote Sensing 12 (17): 2851. https://doi.org/10.3390/rs12172851.
  • Elvidge, C. D., P. C. Sutton, T. Ghosh, B. T. Tuttle, K. E. Baugh, B. Bhaduri, and E. Bright. 2009. “A Global Poverty Map Derived from Satellite Data.” Computers & Geosciences 35 (8): 1652–1660. https://doi.org/10.1016/j.cageo.2009.01.009.
  • Elvidge, C. D., M. Zhizhin, T. Ghosh, F. C. Hsu, and J. Taneja. 2021. “Annual Time Series of Global VIIRS Nighttime Lights Derived from Monthly Averages: 2012 to 2019.” Remote Sensing 13 (5): 922. https://doi.org/10.3390/rs13050922.
  • Elvidge, C. D., M. Zhizhin, D. Keith, S. D. Miller, F. C. Hsu, T. Ghosh, S. J. Anderson, et al. 2022. “The VIIRS Day/Night Band: A Flicker Meter in Space?” Remote Sensing 14: 1316. https://doi.org/10.3390/rs14061316.
  • Fan, J. F., H. X. He, T. Y. Hu, P. Zhang, X. Yu, and Y. K. Zhou. 2019. “Estimation of Landscape Pattern Changes in BRICS from 1992 to 2013 Using DMSP-OLS NTL Images.” Journal of the Indian Society of Remote Sensing 47 (5). https://doi.org/10.1007/s12524-019-00963-1.
  • Fan, J. F., Q. Y. Liu, Z. P. Ren, Z. Chen, W. Q. Li, Y. Yu, and Y. K. Zhou. 2022. “Nighttime Luminosity Transitions are Tightly Spatiotemporally Correlated with Land Use Changes: A Pixelwise Case Study in Beijing, China.” Ecological Indicators 145: 109649. https://doi.org/10.1016/j.ecolind.2022.109649.
  • Fan, J. F., T. Ma, C. H. Zhou, Y. K. Zhou, and T. Xu. 2014. “Comparative Estimation of Urban Development in China’s Cities Using Socioeconomic and DMSP/OLS Night Light Data.” Remote Sensing 6 (8): 7840–7856. https://doi.org/10.3390/rs6087840.
  • Fan, J. F., P. Zhang, J. H. Chen, B. Li, L. S. Han, and Y. K. Zhou. 2020. “Quantitative Estimation of Missing Value Interpolation Methods for Suomi-NPP VIIRS/DNB Nighttime Light Monthly Composite Images.” IEEE Access 8: 199266–199288. https://doi.org/10.1109/ACCESS.2020.3035408.
  • Fritsch, F. N., and R. E. Carlson. 1980. “Monotone Piecewise Cubic Interpolation.” SIAM Journal on Numerical Analysis 17 (2): 238–246. https://doi.org/10.1137/0717021.
  • Gaston, K. J., J. Bennie, T. W. Davies, and J. Hopkins. 2013. “The Ecological Impacts of Nighttime Light Pollution: A Mechanistic Appraisal.” Biological Reviews 88 (4): 912–927. https://doi.org/10.1111/brv.12036.
  • Guo, W., D. S. Lu, Y. L. Wu, and J. X. Zhang. 2015. “Mapping Impervious Surface Distribution with Integration of SNNP VIIRS-DNB and MODIS NDVI Data.” Remote Sensing 7 (9): 12459–12477. https://doi.org/10.3390/rs70912459.
  • Han, X. 2018. “Shape-preserving Piecewise Rational Interpolation with Higher Order Continuity.” Applied Mathematics and Computation 337: 1–13. https://doi.org/10.1016/j.amc.2018.05.019.
  • Imhoff, M. L., W. T. Lawrence, D. C. Lawrence, D. C. Stutzer, and C. D. Elvidge. 1997. “A Technique for Using Composite DMSP/OLS “City Lights” Satellite Data to Map Urban Area.” Remote Sensing of Environment 61 (3): 361–370. https://doi.org/10.1016/S0034-4257(97)00046-1.
  • Jiang, M. D., L. Chen, Y. Q. He, X. Q. Hu, M. Q. Liu, and P. Zhang. 2022. “Nighttime Aerosol Optical Depth Retrievals from VIIRS Day/Night Band Data.” National Remote Sensing Bulletin 26 (03): 493–504. https://doi.org/10.11834/jrs.20229104.
  • Levin, N. 2017. “The Impact of Seasonal Changes on Observed Nighttime Brightness from 2014 to 2015 Monthly VIIRS DNB Composites.” Remote Sensing of Environment 193: 150–164. https://doi.org/10.1016/j.rse.2017.03.003.
  • Levin, N., C. C. M. Kyba, Q. Zhang, A. S. D. Miguel, and C. D. Elvidge. 2020. “Remote Sensing of Night Lights: A Review and an Outlook for the Future.” Remote Sensing of Environment 237 (C): 111443. https://doi.org/10.1016/j.rse.2019.111443.
  • Li, D. R., and X. Li. 2015. “An Overview on Data Mining of Nighttime Light Remote Sensing.” Acta Geodaetica et Cartographica Sinica 44 (06): 591–601. https://doi.org/10.11947/j.AGCS.2015.20150149.
  • Liu, Q. Y., J. F. Fan, Z. Chen, B. Li, and L. S. Han. 2022. “Expansion Analysis of Chengdu-Chongqing Urban Agglomeration Under Nighttime Light Remote Sensing Data Consistency Correction.” Science of Surveying and Mapping 47 (06): 99–108. https://doi.org/10.16251/j.cnki.1009-2307.2022.06.013.
  • Liu, Q. Y., J. F. Fan, J. W. Zuo, P. Li, Y. P. Shen, Z. P. Ren, and Y. Zhang. 2023. “A Spatiotemporally Constrained Interpolation Method for Missing Pixel Values in the Suomi-NPP VIIRS Monthly Composite Images: Taking Shanghai as an Example.” Remote Sensing 15 (9): 2480. https://doi.org/10.3390/rs15092480.
  • Liu, Z. Y., Y. Fei, H. D. Shi, L. Mo, J. X. Qi, and C. Wang. 2021. “Source Apportionment of Soil Heavy Metals in Rucheng Country of Hunan Province Based on UNMIX Model Combined with Moran Index.” Research of Environmental Sciences 34 (10): 13. https://doi.org/10.13198/j.issn.1001-6929.2021.05.25.
  • Ma, T., C. H. Zhou, T. Pei, S. S. Haynie, and J. F. Fan. 2012. “Quantitative Estimation of Urbanization Dynamics Using Time Series of DMSP/OLS Nighttime Light Data: A Comparative Case Study from China’s Cities.” Remote Sensing of Environment 124. https://doi.org/10.1016/j.rse.2012.04.018.
  • Ma, T., C. H. Zhou, T. Pei, S. Haynie, and J. F. Fan. 2014. “Responses of Suomi-NPP VIIRS-Derived Nighttime Lights to Socioeconomic Activity in China’s Cities.” Remote Sensing Letters 5 (2): 165–174. https://doi.org/10.1080/2150704X.2014.890758.
  • Man, D. C., Tsubasa. Hirakawa, and F. K. Hiromichi. 2021. “Normalization of VIIRS DNB Images for Improved Estimation of Socioeconomic Indicators.” International Journal of Digital Earth 14 (5): 540–554. https://doi.org/10.1080/17538947.2020.1849438.
  • Mills, S., S. Weiss, and C. Liang. 2013. “VIIRS Day/Night Band (DNB) Stray Light Characterization and Correction.” Proceedings of SPIE - The International Society for Optical Engineering, 8866. https://doi.org/10.1117/12.2023107.
  • Shi, Y., and D. N. Jin. 2013. “Electrocardiogram Pattern Recognition Method Combining Bezier Curve Fitting.” Computer Engineering and Design 34 (04): 1437–1441. https://doi.org/10.16208/j.issn1000-7024.2013.04.011.
  • Sun, G. W., M. Z. Zhang, J. F. Fan, Q. Jiang, J. H. Chen, and P. P. Zhang. 2021. “A Comparative Study on the Characteristics of the Urbanization Processes Between China and India from 1992 to 2013 Using DMSP-OLS NTL Images.” Journal of the Indian Society of Remote Sensing 49 (12): 3059–3070. https://doi.org/10.1007/s12524-021-01443-1.
  • Tian, S. C. 2015. “The Least Squares Method of Statistical Principles and Applications in Agricultural Pilot Study.” Mathematics in Practice and Theory 45 (04): 124–133. https://kns.cnki.net/kcms/detail/detail.aspx?FileName=SSJS201504017&DbName=CJFQ2015
  • Tveit, T., E. Skoufias, and E. Strobl. 2022. “Using VIIRS Nightlights to Estimate the Impact of the 2015 Nepal Earthquakes.” Geoenvironmental Disasters 9 (1): 1–13. https://doi.org/10.1186/s40677-021-00204-z.
  • Ustaoglu, E., R. Bovkır, and A. C. Aydınoglu. 2021. “Spatial Distribution of GDP Based on Integrated NPS-VIIRS Nighttime Light and MODIS EVI Data: A Case Study of Turkey.” Environment, Development and Sustainability 23: 10309–10343. https://doi.org/10.1007/s10668-020-01058-5.
  • Wang, B. B., and H. J. Li. 2015. “Temperature Compensation of Piezoresistive Pressure Sensor Based on the Interpolation of Third Order Splines.” Chinese Journal of Sensors and Actuators 28 (7). https://doi.org/10.3969/j.issn.1004-1699.2015.07.011.
  • Wang, L., Q. Zhang, G. W. Huang, and J. Tian. 2017. “GPS Satellite Clock Bias Prediction Based on Exponential Smoothing Method.” Geomatics and Information Science of Wuhan University 42 (7): 995–1001. https://doi.org/10.13203/j.whugis20150089.
  • Zhao, N. Z., F. C. Hsu, G. F. Cao, and E. L. Samson. 2017. “Improving Accuracy of Economic Estimations with VIIRS DNB Image Products.” International Journal of Remote Sensing 38 (21): 5899–5918. https://doi.org/10.1080/01431161.2017.1331060.
  • Zhao, N. Z., Y. Y. Zhou, and E. L. Samson. 2014. “Correcting Incompatible DN Values and Geometric Errors in Nighttime Lights Time-Series Images.” IEEE Transactions on Geoscience and Remote Sensing 53 (4): 2039–2049. https://doi.org/10.1109/TGRS.2014.2352598.
  • Zheng, Q. M., K. C. Seto, Y. Y. Zhou, S. X. You, and Q. H. Weng. 2023. “Nighttime Light Remote Sensing for Urban Applications: Progress, Challenges, and Prospects.” ISPRS Journal of Photogrammetry and Remote Sensing 202: 125–141. https://doi.org/10.1016/j.isprsjprs.2023.05.028.
  • Zhu, A. X., G. N. Lv, C. H. Zhou, and C. Z. Qin. 2020. “Geographic Similarity: Third Law of Geography?” Journal of Geo-Information Science 22 (4): 673–679. https://doi.org/10.12082/dqxxkx.2020.200069.