胡茂桂，男，中国科学院地理科学与资源研究所，地理信息科学与技术全国重点实验室副研究员、硕士生导师

研究领域与研究方向：

    研究领域：地理信息科学；

    主要研究方向：时空大数据挖掘、地统计学

教育背景：（倒序排列）

　　2007－2010年，中科院地理科学与资源研究所，博士

　　2004－2007年，中科院东北地理与农业生态研究所，硕士

    2000－2004年，安徽师范大学，学士

工作经历：（倒序排列）

   2014.01~至今，中国科学院地理科学与资源研究所，副研究员

   2010.07－2013.12，中科院地理科学与资源研究所，助理研究员

科研业绩：

    发展了以空间自相关性和分异性为理论基础的总体估计、时空分布、样本优化及尺度转换MSN系列方法。承担和参加国家自然科学基金课题、国家科技重大专项项目任务、国家重点基础研究发展计划项目专题、国家重点研发项目子课题、环保部公益性项目任务等课题20余项；发表学术论文80余篇，起草发布国家标准5项，授权发明专利2项，获软件著作权3项。相关研究成果应用于国家海洋局、中国国家气象局、国家减灾中心、中国疾病预防控制中心等部门。

国家标准

国家标准GB/Z 33451-2016 地理信息 空间抽样与统计推断（2/16）

国家标准GB/T 39468-2020 陆地定量遥感产品真实性检验通用方法（2/11）

国家标准GB/T 32853-2016 地理信息 要素概念字典与注册簿（8/9）

国家标准GB/T 41472.2-2022 / ISO 19150-2: 2015 地理信息 本体 第2部分：网络本体语言（OWL）本体开发规则（5/13）

国家标准GB/T 33181.1-2016 地理信息 简单要素访问（12/12）

科研奖励

2023年，中华预防医学会科学技术奖三等奖（202311282001-3-G0806）

2022年，北京市科学技术自然科学奖二等奖（917-2022-Z010）

2021年，测绘科学技术奖特等奖（2021-01-00-02）

2016年，北京市科学技术奖二等奖（2016医-2-003-06）

科研项目:

1.国家重点研发项目子课题：工业集聚区复合污染精准源解析技术体系（2023YFC3706404）/污染溯源及动态监测三维全息可视化引擎技术，2023-2026。

2.中国科学院基础与交叉前沿先导专项B类专题任务：数据驱动地理知识发现（XDB0740100）/地理要素高维探测与聚合衍生/高维时空统计推断GeoAI方法研究与知识发现, 2023-2028。

3.国家自然科学基金重点项目课题：典型山区过渡性地理空间人文自然复合演化过程及其模拟研究（41930651）/太行山地区过渡性地理空间编码与解码方法研究，2020-2024。

4.国家自然科学基金面上项目：基于时空大数据的中国区域小时级精细分辨率PM2.5浓度分布研究（41771434），2018-2021。

5.国家自然科学基金重点项目课题：基于“三位一体”空间抽样理论研究及其二联查找表研建（41531179）/ MSN三位一体空间抽样与统计推断研究，2016-2020。

6.国家科技重大专项子课题：艾滋病和病毒性肝炎等重大传染病防治（2017ZX10201302）/我国结核病热点分布及变化规律的研究，2018-2021。

7.国家自然科学基金青年基金：复杂区域多目标总体估计空间抽样优化研究（41301425），2014-2016。

代表性论著：

1.Zhang RC, Hu MG*, Sheng AJ, Deng W, Zhang SY, Liu JT. Construction of ecological security network in mountainous transitional geospace using circuit theory and morphological spatial pattern analysis: a case study of Taihang mountain area. Sustainability, 2025, 17: 1743.

2.Wang JF, Haining R, Zhang TL, Xu CD, Hu MG, Yin Q, Li LF, Zhou CH, Li GQ, Chen HY. Statistical modeling of spatially stratified heterogeneous data. Annals of the American Association of Geographers, 2024, 114:3, 499-519.

3.Wang L, Xu CD, Hu MG, Wang JF, Qiao JJ, Chen W, Zhu QK, Wang ZP. Modeling tuberculosis transmission flow in China, 2010-2012. BMC Infectious Diseases, 2024, 24:784.

4.Shen FB, Fang TT, Xu CD, Zhu XB, Wang JF, Cao HY, Hu MG, Tao H, Guo GL, Hou YX. A new method for spatial three-dimensional prediction of soil heavy metals contamination. Catena, 2024, 235:107658.

5.Feng YQ, Hu MG#, Xu CD, Zhou L, Nie J. Exploring the spatial pattern of house collapse rates caused by extreme rainfall in central China: The role of natural and social factors. Science of the Total Environment, 2023, 897:165411.

6.Shen FB, Xu CD, Hu MG. Comparison of approaches to spatiotemporally interpolate land surface air temperature for the Qinghai–Tibet Plateau. Environmental Earth Sciences, 2023, 82:452.

7.Chen MX, Chen LK, Zhou Y, Hu MG, Jiang YP, Huang DP, Gong YH, Xian Y. Rising vulnerability of compound risk inequality to ageing and extreme heatwave exposure in global cities. npj Urban Sustainability, 2023, 3:38.

8.Chen MX, Xian Y, Huang YH, Zhang XP, Hu MG*, Guo SS, Chen LK, Liang LW. Fine-scale population spatialization data of China in 2018 based on real location-based big data. Scientific Data, 2022, 9:624.

9.Hu MG, Wang JF, Lin H, Ruktanonchai CW, Xu CD, Meng B, Zhang X, Carioli A, Feng YQ, Yin Q, Floyd JR, Ruktanonchai NW, Li ZJ, Yang WZ, Tatem AT, Lai SJ. Risk of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) transmission among air passengers in China. Clinical Infectious Diseases, 2022, 75(1): e234-e240.

10.Feng YQ, Wei J, Hu MG*, Xu CD, Li T, Wang JF, Chen W. Lagged effects of exposure to air pollutants on the risk of pulmonary tuberculosis in a highly polluted region. International Journal of Environmental Research and Public Health, 2022, 19(9): 5752.

11.Hu MG, Feng YQ, Li T, Zhao Y, Wang JF, Xu CD, Chen W. Unbalanced risk of pulmonary tuberculosis in China at the subnational scale: spatiotemporal analysis. JMIR Public Health and Surveillance, 2022, 8(7): e36242

12.Xu CD, Wang JF, Hu MG*, Wang W. A new method for interpolation of missing air quality data at monitor stations. Environment International, 2022, 169: 107538.

13.Gao BB, Chen ZY, Gao YB, Hu MG, Li XL, Pan YC. Optimization of the sampling design for multiobjective soil mapping using the multiple path SSA (MP-SSA) method. Catena, 2022, 217: 106479.

14.Hu MG, Lin H, Wang JF, Xu CD, Tatem AJ, Meng B, Zhang X, Liu YF, Wang PD, Wu GZ, Xie HY, Lai SJ. Risk of coronavirus disease 2019 transmission in train passengers: an epidemiological and modeling study. Clinical Infectious Diseases, 2021, 72(4): 604–10.

15.Wu HS, Hu MG*, Zhang YP, Han Y. An empirical mode decomposition for establishing spatiotemporal air quality trends in Shandong province, China. Sustainability, 2021, 13(22): 12901.

16.Wu HS, Hong S, Hu MG, Li YS, Yun WZ. Assessment of the factors influencing sulfur dioxide emissions in Shandong, China. Atmosphere, 2022, 13, 142.

17.Wang L, Xu CD, Hu MG*, Qiao JJ, Chen W, et al. Spatio-temporal variation in tuberculosis incidence and risk factors for the disease in a region of unbalanced socio-economic development. BMC Public Health, 2021, 21: 1817.

18.Chen MX, Zhou Y, Hu MG*, Zhou YL. Influence of urban scale and urban expansion on the urban heat island effect in metropolitan areas: case study of Beijing–Tianjin–Hebei urban agglomeration. Remote Sensing, 2020, 12(21): 3491.

19.Lv Y, Li GQ, Hu MG#, Xu CD, Lu HY, Chen L, Xing Y, Liang S, Ma YL, Liang SJ, Zhuang MH, Li L, Huang C, Bai YQ, Zhang LQ, Jiang Y. Anonymous linkage between college students and HIV facilities: systematic evaluation of urine self-collection for HIV testing initiative in China. Clinical Infectious Diseases, 2020, DOI: 10.1093/cid/ciaa1816.

20.Wang MY, Qi XM, Li ZH, Hu MG. Evaluation of climatic condition suitability for elderly care industry development in prefecture-level cities in China. Sustainability, 2020, 12: 9308.

21.Chen MX, Luo XY, Hu MG, Zhang XP. Club Characteristic and the Proximity Effect of Travel Links between Cities in China. Complexity, 2020, 1: 1-13.

22.Chen MX, Guo SS, Hu MG, Zhang XP. The spatiotemporal evolution of population exposure to PM2.5 within the Beijing-Tianjin-Hebei urban agglomeration, China. Journal of Cleaner Production, 2020, 265: 121708.

23.Hu MG, Huang YW. atakrig: An R package for multivariate area-to-area and area-to-point kriging predictions. Computers and Geosciences, 2020, 139: 104471. 

24Fan HM, Wang JX, Hu MG*, Li ZE, Jiang XS, Wang JF. Spatiotemporal assessment of marine environmental monitoring program based on DIN concentration in the Yangtze River estuary and its adjacent sea. Science of The Total Environment, 2020, 707: 135527.

25.Hu MG, Xu CD, Wang JF. Spatiotemporal analysis of men who have sex with men in mainland China: social app capture-recapture method. JMIR mHealth and uHealth, 2020, 8(1): e14800.

26.Gao BB, Hu MG#, Wang JF, Xu CD, Chen ZY, Fan HM, Haiyuan Ding. Spatial interpolation of marine environment data using P-MSN. International Journal of Geographical Information Science, 2020, 34(3): 577-603.

27.Wang JX, Hu MG*, Gao BB, Fan HM, Wang JF. A spatiotemporal interpolation method for the assessment of pollutant concentrations in the Yangtze River estuary and adjacent areas from 2004 to 2013. Environmental Pollution, 2019, 252: 501-510.

28.Hu MG. Visualizing the largest annual human migration during the Spring Festival travel season in China. Environment and Planning A, 2019, 51(8): 1618-1621.

29.Zhu Z, Wang JX, Hu MG*, Jia L. Geographical detection of groundwater pollution vulnerability and hazard in karst areas of Guangxi Province, China. Environmental Pollution, 2019, 245: 627-633.

30.Xin HL, Yu JX, Hu MG#, Jiang FC, Li XJ, Wang LP, Huang JL, Wang JF, Sun JL, Li ZJ. Evaluation of scrub typhus diagnosis in China: analysis of nationwide surveillance data from 2006 to 2016. Infectious Diseases of Poverty, 2019, 8:59.

31.Yang J, Hu MG*. Filling the missing data gaps of daily MODIS AOD using spatiotemporal interpolation. Science of The Total Environment, 2018, 633: 677-683.

32.Wang JX, Hu MG*, Zhang FS, Gao BB. Influential factors detection for surface water quality with geographical detectors in China. Stochastic Environmental Research and Risk Assessment, 2018, 32(9): 2633-2645.

33.Fan HM, Gao BB, Wang JF, Qin XG, Liu PX, Hu MG, and Xu P. Optimization of Shanghai marine environmental monitoring sites in the identification of boundaries of different water quality grades. Journal of Ocean University of China, 2018, 17(4): 846-854.

34.Ren ZP, Zhu J, Gao YF, Yin Q, Hu MG, Dai L, Deng CF, Yi L, Deng K, Wang YP, Li XH, Wang JF. Maternal exposure to ambient PM10 during pregnancy increases the risk of congenital heart defects: Evidence from machine learning models. Science of The Total Environment, 2018, 630: 1-10.

35.Wang JF, Xu CD, Hu MG, Li QX, Yan ZW, Jones P. Global Land Surface Air Temperature Dynamics since 1880. International Journal of Climatology, 2018, 38(S1): e466-e474, doi: 10.1002/joc.5384.

36.Zhang ZH, Hu MG*, Ren J, Zhang ZY, Christakos G, Wang JF. Probabilistic assessment of high concentrations of particulate matter (PM10) in Beijing, China. Atmospheric Pollution Research, 2017, 8(6): 1143-1150.

37.Cai Y, Xue M, Chen WQ, Hu MG, Miao ZW, Lan L, Zheng RS, Meng Q. Expenditure of hospital care on cancer in China, from 2011 to 2015. Chinese Journal of Cancer Research, 2017, 29(3): 1-10.

38Li J, Wang JF, Xu CD, Yin Q, Hu MG, Sun ZJ, Shao DW. Hand, foot, and mouth disease in mainland China before it was listed as category C disease in May, 2008. The Lancet Infectious Diseases, 2017, 17(10): 1017-1018.

39.Wang JF, Yin Q, Tong SL, Ren ZP, Hu MG, Zhang HR. 2017. Prolonged continuous exposure to high fine particulate matter associated with cardiovascular and respiratory disease mortality in Beijing, China. Atmospheric Environment, 2017, 168: 1-7.

40.Huang DC, Wang JF, Huang JX, Sui DZ, Zhang HY, Hu MG, Xu CD. Towards identifying and reducing the bias of disease information extracted from search engine data. PLOS Computational Biology, 2016, 12(6): e1004876.

41.Yin Q, Wang JF, Hu MG, Wong H. Estimation of daily PM2.5 concentration and its relationship with meteorological conditions in Beijing. Journal of Environmental Sciences, 2016, 48: 161-168.

42.Li MS, Jia L, Zhang FY, Hu MG*, Shi Y, Chen X. Characteristics of haze weather in Chongqing, China and its determinants analysis based on automatic monitoring stations. Atmospheric Pollution Research 2016, 7(4): 638-646.

43.Hu MG, Li W, Li LF, Houston D, Wu J. Refining time-activity classification of human subjects using the global positioning system. PLoS ONE 2016, 11(2): e0148875.

44.Mu XH, Hu MG*, Song WJ, Ruan GY, Ge Y, Wang JF, Huang S, Yan GJ. Evaluation of sampling methods for validation of remotely sensed fractional vegetation cover. Remote Sensing 2015, 7(12): 16164-16182.

45.Hu MG, Wang JH, Ge Y, Liu MX, Liu SM, Xu ZW, Xu TR. Scaling flux tower observations of sensible heat flux using weighted area-to-area regression kriging. Atmosphere 2015, 6(8): 1032-1044.

46.Gao BB, Wang JF, Fan HM, Kan Xu, Hu MG, Chen ZY. A stratified optimization method for a multivariate marine environmental monitoring network in the Yangtze River estuary and its adjacent sea. International Journal of Geographical Information Science 2015, 29(8): 1332-1349.

47.Huang JX, Zhigui Xia, Zhou SS, Pu XJ, Hu MG, Huang DC, Ren ZP, Zhang SS, Yang MN, Wang DQ, Wang JF. Spatio-temporal analysis of malaria vectors in national malaria surveillance sites in China. Parasites & Vectors, 2015, 8:146.

48.Xu CD, Wang JF, Hu MG, Li QX. Estimation of uncertainty in temperature observations made in meteorological stations using a probabilistic spatiotemporal approach. Journal of Applied Meteorology and Climatology, 2014, 53(6): 1538-1546.

49.Ding YL, Ge Y, Hu MG, Wang JF, Wang JH, Zheng XM, Zhao K. Comparison of spatial sampling strategies for ground sampling and validation of MODIS LAI products. International Journal of Remote Sensing, 2014, 35(20): 7230-7244.

50.Yang F, Ren HY, Li XY, Hu MG, Yang YP. Assessment of MODIS, MERIS, GEOV1 FPAR products over northern China with ground measured data and by analyzing residential effect in mixed pixel. Remote Sensing, 2014, 6(6): 5428-5451.

51.Huang JX, Wang JF, Bo YC, Xu CD, Hu MG, Huang DC. Identification of health risks of hand, foot and mouth disease in China using the geographical detector technique. International Journal of Environmental Research and Public Health, 2014, 11(3): 3407-3423.

52.Wang JF, Xu CD, Hu MG, Li QX, Yan ZW, Zhao P, Jones P. A new estimate of the China temperature anomaly series and uncertainty assessment in 1900-2006. Journal of Geophysical Research – Atmospheres, 2014, 119(1): 1-9.

53.Hu MG, Wang JF, Zhao Y, Jia L. A B-SHADE based best linear unbiased estimation tool for biased samples. Environmental Modelling & Software, 2013, 48(1): 93-97.

54.Xu CD, Wang JF, Hu MG, Li QX. Interpolation of missing temperature data at meteorological stations using P-BSHADE. Journal of Climate, 2013, 26(19): 7452-7463.

55.Hu MG*, Jia L, Wang JF, Pan YP. Spatial and temporal characteristics of particulate matter in Beijing, China using the Empirical Mode Decomposition method. Science of the Total Environment, 2013, 458-460: 70-80. 

56.Wang JF, Hu MG, Xu CD, Zhao Y. Estimation of citywide air pollution in Beijing. PLoS ONE, 2013, 8(1): e53400.

57.Wang JF, Jiang CS, Hu MG, Cao ZD, Guo YS, Li LF, Liu TJ, Meng B. Design-based spatial sampling: theory and implementation. Environmental Modelling & Software, 2013, 40: 280-288.

58.Yang F, Sun JL, Fang HL, Yao ZF, Zhang JH, Zhu YQ, Song KS, Wang ZM, Hu MG. Comparison of different methods for corn LAI estimation over northeastern China. International Journal of Applied Earth Observation and Geoinformation, 2012, 18: 462-471.

59.Xie YF, Li XW, Wang JF, Christakos G, Hu MG, An LH, Li FS. Spatial estimation of antibiotic residues in surface soils in a typical intensive vegetable cultivation area in China. Science of the Total Environment, 2012, 430(1): 126-131.

60.Hu MG*, Li ZJ, Wang JF, Jia L, Liao YL, Lai SJ, Guo YS, Zhao D, Yang WZ. Determinants of the incidence of hand, foot and mouth disease in China using geographically weighted regression models. PLoS ONE, 2012, 7(6): e38978.

61.Wang JF, Liao YL, Jiaojiao Wang, Fan J, Chen T, Gao XL, Cao ZD, Hu MG, Ge Y, Zheng XY. Adaptive modeling of the human-environment relationship applied to estimation of the population carrying capacity in an earthquake zone. Population and Environment, 2012, 33(2-3): 233-242.

62.Hu MG, Wang JF. A spatial sampling optimization package using MSN theory. Environmental Modelling & Software, 2011, 26 (4): 546-548.

63.Wang JF, Reis BY, Hu MG, Christakos G, Yang WZ, Sun Q, Li ZJ, Li XZ, Lai SJ, Chen HY, Wang DC. Area disease estimation based on sentinel hospital records. PLoS ONE, 2010, 6 (8): e23428.

64.Hu MG, Wang JF, Ge Y. Super-resolution reconstruction of remote sensing images using multifractal analysis. Sensors, 2009, 9: 8669-8683.

65.Wang JF, Christakos G, Hu MG. Modeling spatial means of surfaces with tratified nonhomogeneity. IEEE Transactions on Geoscience and Remote Sensing, 2009, 47(12): 4167-4174.

研究生招生与培养:

招生专业：地图学与地理信息系统

招生方向：地理大数据时空分析与建模

联系方式：

通讯地址：北京市朝阳区大屯路甲11号 中国科学院地理科学与资源研究所

邮 编：100101

传 真：010-64889630

E-mail地址: humg@lreis.ac.cn