Optimization of integrated observation station layout for terrestrial surface natural resources

Bingbo GAO; Jinfeng WANG; Maogui HU; Chengdong XU; Huilan LIU; Chenghu ZHOU

doi:10.18402/resci.2020.10.08

[1] 杨海龙, 杨艳昭, 封志明. 自然资源资产产权制度与自然资源资产负债表编制[J]. 资源科学, 2015,37(9):1732-1739. [ Yang HL, Yang YZ, Feng ZM. The property rights system of natural resources assets and balance sheet of natural resources asset compilation[J]. Resources Science, 2015,37(9):1732-1739.] [Yang H L, Yang Y Z, Feng Z M. The property rights system of natural resources assets and balance sheet of natural resources asset compilation[J]. Resources Science, 2015, 37(9): 1732-1739.]

[2] 孙鸿烈. 中国自然资源科学百科全书[M]. 北京: 中国大百科全书出版社, 2000. [ Sun HL. China Encyclopedia of Resources Science[M]. Beijing: Encyclopedia of China Publishing House, 2000.] [Sun H L. China Encyclopedia of Resources Science[M]. Beijing: Encyclopedia of China Publishing House, 2000.]

[3] 封志明. 资源科学导论[M]. 北京: 科学出版社, 2004. [ Feng ZM. Introduction to Resources Science[M]. Beijing: Science Press, 2004.] [Feng Z M. Introduction to Resources Science[M]. Beijing: Science Press, 2004.]

[4] 成升魁. 资源科学几个问题探讨[J]. 资源科学, 1998,20(2):1-10. [ Cheng SQ. Approach to issues of resources science[J]. Resources Science, 1998,20(2):1-10.] [Cheng S Q. Approach to issues of resources science[J]. Resources Science, 1998, 20(2): 1-10.]

[5] 李青青, 朱泰玉, 刘伯恩. 关于我国自然资源监管体制改革问题的思考[J/OL]. 中国国土资源经济, (2020-08-21) [2020-09-02]. https://doi.org/10.19676/j.cnki.1672-6995.000517. [ Li QQ, Zhu TY, Liu BE.. Thoughts on reform of the supervision system of natural resource in China[J/OL]. Natural Resource Economics of China, (2020-08-21) [2020-09-02]. https://doi.org/10.19676/j.cnki.1672-6995.000517.] [Li Q Q, Zhu T Y, Liu B E. Thoughts on reform of the supervision system of natural resource in China[J/OL]. Natural Resource Economics of China, (2020-08-21) [2020-09-02]. https://doi.org/10.19676/j.cnki.1672-6995.000517.] https://doi.org/10.19676/j.cnki.1672-6995.000517

[6] 叶远智, 张朝忙, 邓轶, 等. 我国自然资源、自然资源资产监测发展现状及问题分析[J]. 测绘通报, 2019, (10):23-29. [ Ye YZ, Zhang CM, DengY, et al. Research on the current situation and problems of natural resources monitoring and natural resources assets monitoring in China[J]. Bulletin of Surveying and Mapping, 2019, (10):23-29.] [Ye Y Z, Zhang C M, Deng Y, et al. Research on the current situation and problems of natural resources monitoring and natural resources assets monitoring in China[J]. Bulletin of Surveying and Mapping, 2019, (10): 23-29.]

[7] 葛良胜, 夏锐. 自然资源综合调查业务体系框架[J]. 自然资源学报, 2020,35(9):2254-2269. [ Ge LS, XiaR. Research on comprehensive investigation work system of natural resources[J]. Journal of Natural Resources, 2020,35(9):2254-2269.] [Ge L S, Xia R. Research on comprehensive investigation work system of natural resources[J]. Journal of Natural Resources, 2020, 35(9): 2254-2269.]

[8] 崔巍. 对自然资源调查与监测的辨析和认识[J]. 现代测绘, 2019,42(4):17-22. [ CuiW. Discrimination and recognition of investigation and monitoring of natural resources[J]. Modern Survey and Mapping, 2019,42(4):17-22.] [Cui W. Discrimination and recognition of investigation and monitoring of natural resources[J]. Modern Survey and Mapping, 2019, 42(4): 17-22.]

[9] 张朝忙, 叶远智, 邓轶, 等. 我国自然资源监测技术装备发展综述[J]. 国土资源遥感, 2020,32(3):8-14. [ Zhang CM, Ye YZ, DengY, et al. Review on the development of natural resources monitoring technology and equipment in China[J]. Remote Sensing for Land and Resources, 2020,32(3):8-14.] [Zhang C M, Ye Y Z, Deng Y, et al. Review on the development of natural resources monitoring technology and equipment in China[J]. Remote Sensing for Land and Resources, 2020, 32(3): 8-14.]

[10] 王玉玺, 刘晓煌, 李通国, 等. 黄河流域甘肃段自然资源要素综合调查与动态观测、监测系统建设研究[J]. 甘肃地质, 2019,28(Z2):1-10. [ Wang YX, Liu XH, Li TG, et al. Investigation of natural resource elements and construction of dynamic observing and monitoring system in Gansu section of the Yellow River Basin[J]. Gansu Geology, 2019,28(Z2):1-10.] [Wang Y X, Liu X H, Li T G, et al. Investigation of natural resource elements and construction of dynamic observing and monitoring system in Gansu section of the Yellow River Basin[J]. Gansu Geology, 2019, 28(Z2): 1-10.]

[11] Wang JF, SteinA, Gao BB et al. A review of spatial sampling[J]. Spatial Statistics, 2, 1-14(2012).

[12] Gao BB, Lu AX, Pan YC et al. Additional sampling layout optimization method for environmental quality grade classifications of farmland soil[J]. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 10, 5350-5357(2017).

[13] Gao BB, LiuY, Pan YC et al. Error index for additional sampling to map soil contaminant grades[J]. Ecological Indicators, 77, 129-138(2017).

[14] Gruijter JD, BrusD, BierkensM et al. Sampling for Natural Resource Monitoring[M]. New York: Springer(2006).

[15] 中华人民共和国国家质量监督检验检疫总局, 中国国家标准化管理委员会. GB/Z 33451-2016, 地理信息空间抽样与统计推断[EB/OL]. (2016-12-30) [2020-09-04]. http://www.doc88.com/p-1876402074737.html. [ General Administration of Quality Supervision, Inspection and Quarantine of the People’s Republic of China, Standardization Administration. GB/Z 33451-2016, Geographical Information, Spatial Sampling and Inference[EB/OL]. (2016-12-30) [2020-09-04]. http://www.doc88.com/p-1876402074737.html.] [General Administration of Quality Supervision, Inspection and Quarantine of the People’s Republic of China, Standardization Administration. GB/Z 33451-2016, Geographical Information, Spatial Sampling and Inference[EB/OL]. (2016-12-30) [2020-09-04]. http://www.doc88.com/p-1876402074737.html. ] http://www.doc88.com/p-1876402074737.html

[16] Wang JF, Gao BB, SteinA. The spatial statistic trinity: A generic framework for spatial sampling and inference[J]. Environmental Modelling and Software, 134, 104835-104853(2020).

[17] Van GroenigenJ, SteinA. Constrained optimization of spatial sampling using continuous simulated annealing[J]. Journal of Environmental Quality, 27, 1078-1086(1998).

[18] Groenigen JW. Spatial Simulated Annealing for Optimizing Sampling[A]. Soares A, Gómez-Hernandez J, Froidevaux R. geoENV I-Geostatistics for Environmental Applications[M]. Berlin: Springer Netherlands(1997).

[19] HenglT, Rossiter DG, SteinA. Soil sampling strategies for spatial prediction by correlation with auxiliary maps[J]. Australian Journal of Soil Reaserch, 41, 1403-1422(2003).

[20] McKayM, BeckmanR, ConoverW. A comparison of three methods for selecting values of input variables in the analysis of output from a computer code[J]. Technometrics, 42, 55-61(2000).

[21] MinasnyB, McBratney AB. A conditioned Latin hypercube method for sampling in the presence of ancillary information[J]. Computers & Geosciences, 32, 1378-1388(2006).

[22] Gao BB, Pan YC, Chen ZY et al. A spatial conditioned Latin hypercube sampling method for mapping using ancillary data[J]. Transactions in GIS, 20, 735-754(2016).

[23] Brus DJ, HeuvelinkG. Optimization of sample patterns for universal Kriging of environmental variables[J]. Geoderma, 138, 86-95(2007).

[24] 郑度, 李炳元, 吴绍洪, 等. 中国生态地理区域系统研究[M]. 北京: 商务印书馆, 2008. [ ZhengD, Li BY, Wu SH, et al. Eco-geographical Region System of China[M]. Beijing: The Commercial Press, 2008.] [Zheng D, Li B Y, Wu S H, et al. Eco-geographical Region System of China[M]. Beijing: The Commercial Press, 2008.]

[25] Gao BB, Hu MG, Wang JF et al. Spatial interpolation of marine environment data using P-MSN[J]. International Journal of Geographical Information Science, 34, 577-603(2020).

[26] Wang JF, ChristakosG, Hu MG. Modeling spatial means of surfaces with stratified nonhomogeneity[J]. IEEE Transactions on Geoscience and Remote Sensing, 47, 4167-4174(2010).

[27] 王劲峰, 徐成东. 地理探测器: 原理与展望[J]. 地理学报, 2017,72(1):116-134. [ Wang JF, Xu CD. Geodetector: Principle and prospective[J]. Acta Geographical Sinica, 2017,72(1):116-134.] [Wang J F, Xu C D. Geodetector: Principle and prospective[J]. Acta Geographical Sinica, 2017, 72(1): 116-134.]

[28] Wang JF, Li XH, ChristakosG et al. Geographical detectors-based health risk assessment and its application in the neural tube defects study of the Heshun Region, China[J]. International Journal of Geographical Information Science, 24, 107-127(2010).

[29] Wang JF, Zhang TL, Fu BJ. A measure of spatial stratified heterogeneity[J]. Ecological Indicators, 67, 250-256(2016).

[30] AmineK. Multiobjective simulated annealing: Principles and algorithm variants[J]. Advances in Operations Research, 1-13(2019).