地球信息科学学报 ›› 2020, Vol. 22 ›› Issue (7): 1408-1423.doi: 10.12082/dqxxkx.2020.200070
收稿日期:
2020-02-11
修回日期:
2020-06-13
出版日期:
2020-07-25
发布日期:
2020-09-25
作者简介:
邬明权(1983— ),男,湖南株洲人,博士,副研究员,主要从事工程遥感监测研究。E-mail:基金资助:
WU Mingquan1(), WANG Biaocai2, NIU Zheng1,3, HUANG Wenjiang1
Received:
2020-02-11
Revised:
2020-06-13
Online:
2020-07-25
Published:
2020-09-25
Contact:
WU Mingquan
Supported by:
摘要:
空间信息是工程项目建设的基础。测绘、遥感、GPS和GIS等空间信息采集技术在支撑工程项目向更高、更大、更安全等方向发展中发挥了重要作用。随着信息采集技术的迅速发展,大数据技术推动了各行各业迈入了新台阶。海量的空间信息正促进工程项目建设向更智能、更科学、更环保发展。在大数据时代,如何开展工程项目的大数据监测与分析成为了工程遥感监测领域新的研究方向。与此同时,“一带一路”倡议提出以来,迅猛发展的我国境外工程项目对工程项目的投资决策、建设与运营管理都提出了更高的要求。地球大数据技术可以为境外工程项目的前期规划、可行性研究、设计、安全风险评估、施工、后期运营管养及监管提供新技术、新方法和新手段。围绕工程项目大数据监测与分析的理论方法体系与科学问题,面向我国境外工程项目建设中对大数据分析技术的迫切需求,本文系统性的阐述了工程项目地球大数据监测与分析的概念、用户需求、研究内容、主要技术方法和远景目标,以期为未来相关研究工作提供指引。在此基础上,总结了工程项目地球大数据监测与分析的研究进展。研究发现:① 空间信息采集技术的快速发展,使得工程建设比任何时候都能获得更准确、更及时、更丰富的空间信息,工程项目的大数据监测与分析这一新的研究方向应孕而生,可促进工程项目向更智能、更科学、更环保发展;② 工程项目的现状调查、规划、可行性研究、勘察设计、施工和运营与监管等各个环节都对地球大数据监测技术有大量的需求;③ 地球大数据技术在我国工程项目建设中应用的相关研究还处于较为初级的具体技术服务阶段,还难以为工程项目投资决策提供支持,特别是境外工程项目的相关研究尚处于起步阶段,而我国境外工程项目建设存在基础数据匮乏、项目总体规划和模拟水平较低、监管能力弱和人文政治鸿沟风险高等问题,迫切需要开展地球大数据监测与分析,提高投资决策科学水平,降低境外投资风险。
邬明权, 王标才, 牛铮, 黄文江. 工程项目地球大数据监测与分析理论框架及研究进展[J]. 地球信息科学学报, 2020, 22(7): 1408-1423.DOI:10.12082/dqxxkx.2020.200070
WU Mingquan, WANG Biaocai, NIU Zheng, HUANG Wenjiang. Theoretical Framework and Research Progress of Big Earth Data Technology in Projects Construction[J]. Journal of Geo-information Science, 2020, 22(7): 1408-1423.DOI:10.12082/dqxxkx.2020.200070
表1
不同用户在不同工程建设阶段对地球大数据技术的需求及境内外研究进展
工程阶段 | 用户 | 用户需求 | 境内进展 | 境外进展 | |||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
公路 | 铁路 | 港口 | 机场 | 产业园区 | 能源 | 水电站 | 矿山 | 公路 | 铁路 | 港口 | 机场 | 产业园区 | 能源 | 水电站 | 矿山 | ||||
现状调查与更新 | 政府部门 | 目标识别与更新 | L3[ | L1 | L3[ | L3[ | L1 | L2[ | L1 | L3[ | L2[ | L2[ | L2[ | L1 | L2[ | L2[ | L2[ | L2[ | |
整体网络规划 | 政府部门 | 基础数据支持 | L3[ | L3 | L3[ | L1 | L1 | L2[ | L1 | L1 | L2[ | L2[ | L1 | L1 | L1 | L1 | L1 | L1 | |
项目模拟分析 | L1 | L1 | L1 | L1 | L1 | L1 | L1 | L1 | L1 | L2[ | L1 | L1 | L1 | L1 | L1 | L1 | |||
单个项目规划 | 建设单位 | 基础数据支持 | L3 | L3 | L3 | L1 | L2[ | L1 | L2[ | L1 | L1 | L1 | L1 | L1 | L1 | L1 | L1 | L1 | |
项目模拟分析 | L1 | L1 | L1 | L1 | L1 | L1 | L2[ | L1 | L1 | L1 | L1 | L1 | L1 | L1 | L1 | L1 | |||
项目建议书阶段 | 编制单位 | 基础数据支持 | L1 | L1 | L1 | L1 | L1 | L1 | L1 | L1 | L1 | L1 | L1 | L1 | L1 | L1 | L1 | L1 | |
可行性研究阶段 | 编制单位 | 基础数据支持 | L1 | L1 | L1 | L1 | L1 | L1 | L1 | L1 | L1 | L1 | L1 | L1 | L1 | L1 | L1 | L1 | |
勘察设计阶段 | 建设单位 | 选线、选址 | L3[ | L3[ | L1 | L3[ | L1 | L2[ | L2[ | L1 | L1 | L1 | L1 | L1 | L1 | L1 | L1 | L1 | |
地质勘察 | L3[ | L3[ | L1 | L2[ | L1 | L1 | L2 | L3[ | L1 | L3[ | L1 | L1 | L1 | L1 | L2[ | L1 | |||
地理信息产品生产 | L3[ | L3[ | L2[ | L3[ | L1 | L1 | L3[ | L3[ | L3[ | L3[ | L1 | L1 | L1 | L1 | L1 | L1 | |||
环境影响预估 | L1 | L1 | L1 | L2[ | L1 | L1 | L2[ | L1 | L1 | L1 | L1 | L1 | L1 | L1 | L1 | L1 | |||
施工场地设计 | L2 | L2 | L1 | L1 | L1 | L1 | L1 | L1 | L1 | L1 | L1 | L1 | L1 | L1 | L1 | L1 | |||
建设准备阶段 | 建设单位 | 拆迁与安置 | L2 | L2 | L1 | L1 | L1 | L1 | L3[ | L1 | L1 | L1 | L1 | L1 | L1 | L1 | L1 | L1 | |
工程施工阶段 | 监理单位 投资单位 政府部门 | 工程进度监理 | L2[ | L1 | L3[ | L1 | L3[ | L2[ | L1 | L1 | L1 | L1 | L3[ | L1 | L1 | L1 | L1 | L1 | |
环境影响监理 | L3[ | L3[ | L1 | L1 | L1 | L1 | L1 | L3[ | L1 | L1 | L1 | L1 | L1 | L1 | L1 | L1 | |||
项目核查 | L3[ | L1 | L1 | L1 | L1 | L1 | L1 | L1 | L1 | L1 | L1 | L1 | L1 | L1 | L1 | L1 | |||
竣工验收交付 使用阶段 | 投资方 | 环境评价 | L1 | L2[ | L1 | L1 | L1 | L2[ | L2[ | L1 | L1 | L1 | L1 | L1 | L1 | L1 | L1 | L1 | |
运营维护阶段 | 运营单位 政府部门 | 土地复垦和生态 环境影响监测 | L3[ | L3[ | L2[ | L1 | L3[ | L2[ | L3[ | L3[ | L1 | L1 | L1 | L1 | L1 | L1 | L1 | L1 | |
运营单位 | 地质灾害调查与预警 | L3[ | L3[ | L1 | L1 | L1 | L1 | L3[ | L3[ | L1 | L1 | L1 | L1 | L1 | L1 | L1 | L1 | ||
管理:安全防护等 | L1 | L3[ | L1 | L1 | L2[ | L2[ | L2[ | L2[ | L1 | L1 | L1 | L1 | L1 | L1 | L1 | L1 | |||
设施状况评估 | L2[ | L1 | L1 | L1 | L3[ | L1 | L1 | L1 | L1 | L1 | L1 | L1 | L1 | L1 | L1 | L1 | |||
运营单位 政府部门 | 管理监测系统 | L2[ | L2 | L1 | L1 | L4[ | L1 | L1 | L4[ | L1 | L1 | L1 | L1 | L1 | L1 | L1 | L1 | ||
政府部门 投资单位 | 社会经济影响评估 | L1 | L1 | L2[ | L1 | L1 | L1 | L1 | L1 | L1 | L1 | L1 | L1 | L1 | L1 | L1 | L1 |
[1] | 肖子坤. 居民消费支出、固定资产投资与经济增长动态关系研究[J]. 现代商贸工业, 2018,39(22):95-97. |
[ Xiao Z K. Research on the dynamic relationship between consumer spending, fixed asset investment and economic growth[J]. Modern Commercial Industry, 2018,39(22):95-97. ] | |
[2] | 商务部. 2018年1-12月我国对“一带一路”沿线国家投资合作情况[EB/OL]. http://fec.mofcom.gov.cn/article/fwydyl/tjsj/201901/20190102829089.shtml. |
[ Ministry of Commerce. China's investment and cooperation with countries along the “Belt and Road” from January to December 2018 [EB/OL]. http://fec.mofcom.gov.cn/article/fwydyl/tjsj/201901/20190102829089.shtml. ] | |
[3] | 国家开发银行,联合国开发计划署. 融合投融资规则——促进“一带一路”可持续发展[R]. 2019-08-23. |
[ China Development Bank, United Nations Development Programme. Harmonizing investment and financing standards towards sustainable development along the Belt and Road[R]. 2019-08-23. ] | |
[4] | 中国商务部. 2018年中国对外投资合作发展报告[R]. 2018. |
[ Ministry of Commerce of China. 2018 China foreign investment cooperation development report[R]. 2018. ] | |
[5] | 冯红红. 无人机低空遥感技术在大比例尺地形图测绘中的应用[J]. 世界有色金属, 2019(10):209-210. |
[ Feng H H. Application of low altitude remote sensing technology of uav in large scale topographic mapping[J]. World Nonferrous Metals, 2019(10):209-210. ] | |
[6] | 曹志国, 王瑞国, 何瑞敏. 基于WEB-GIS的矿区生态监测与管理信息系统[J]. 煤炭工程, 2018,50(3):161-163,168. |
[ Cao Z G, Wang R G, He R M. Ecological environment monitoring and management information system of coal mining area based on WEB-GIS[J]. Coal Engineering, 2018,50(3):161-163,168. ] | |
[7] | 玛依努尔, 赵军. “一带一路”倡议下中国铁路“走出去”面临的障碍及应对之策[J]. 对外经贸实务, 2018(9):8-11. |
[ Mainur, Zhao J. One belt one road initiative and the obstacles and Countermeasures for the "going out" of China's railways[J]. Foreign economic and trade practice, 2018(9):8-11. ] | |
[8] |
刘卫东, 宋周莺, 刘志高, 等. “一带一路”建设研究进展[J]. 地理学报, 2018,73(4):620-636.
doi: 10.11821/dlxb201804003 |
[ Liu W D, Song Z Y, Liu Z G, et al. Progress in research on the Belt and Road Initiative[J]. Acta Geographica Sinica, 2018,73(4):620-636. ] | |
[9] | 郭华东. 地球大数据科学工程[J]. 中国科学院院刊, 2018,33(8):818-824. |
[ Guo H D. Big earth data science engineering[J]. Journal of Chinese Academy of Sciences, 2018,33(8):818-824. ] | |
[10] | 金飞, 王龙飞, 刘智, 等. 一种双U-Net的遥感影像道路提取方法[J/OL]. 测绘科学技术学报, 2019(4):377-381,387. |
[ Jin F, Wang L F, Liu Z, et al. A double u-net method for road extraction from remote sensing image[J/OL]. Journal of Surveying and Mapping Science and Technology, 2019(4):377-381, 387. ] | |
[11] | 王芳. 高分遥感技术在古交市路网规划中的应用[J]. 山西交通科技, 2018(4):55-58. |
[ Wang F. The application of high-score remote sensing technology in the road network planning of Gujia[J]. Shanxi Science and Technology of Communications, 2018(4):55-58. ] | |
[12] | 张山. 虚拟地理信息技术支持下的公路路线设计[J]. 交通世界, 2019(21):40-41. |
[ Zhang S. Highway route design supported by virtual geographic information technology[J]. Transportation World, 2019(21):40-41. ] | |
[13] | 张奎. 公路工程各阶段地质勘察的内容及方法思考[J]. 资源信息与工程, 2019,34(2):139-140. |
[ Zhang K. Contents and methods of geological survey in various stages of highway engineering[J]. Resource Information and Engineering, 2019,34(2):139-140. ] | |
[14] | 刘志远. 公路工程各阶段地质勘察的内容及方法分析[J]. 住宅与房地产, 2017(30):191. |
[ Liu Z Y. Analysis of contents and methods of geological survey in various stages of highway engineering[J]. Housing and Real Estate, 2017(30):191. ] | |
[15] | 王天河. 基于多源遥感的康定—炉霍拟建高速公路地质灾害危险性评价及线路优化分析[D]. 成都:成都理工大学, 2019. |
[ Wang T H. Risk assessment of geological hazards and route optimization analysis of Kangding-Luhuo proposed expressway based on multi-source remote sensing[D]. Chengdu: Chengdu University of technology, 2019. ] | |
[16] | 贾永红, 周伟伟, 周明婷. 结合规划矢量的高分辨率遥感道路施工进度监测[J/OL]. 测绘地理信息, 2020, 1-6. |
[ Jia Y H, Zhou W W, Zhou M T. High resolution remote sensing road construction progress monitoring combined with planning vector[J/OL]. Mapping Geographic Information, 2020, 1-6. ] | |
[17] | 杨晶, 王丽园, 罗丰. 基于遥感技术的公路路域生态环境监测与评价[J]. 公路, 2019,64(12):260-265. |
[ Yang J, Wang L Y, Luo F. Monitoring and evaluation of road ecological environment based on remote sensing technology[J]. Road, 2019,64(12):260-265. ] | |
[18] | 张东, 王赵明, 袁旻忞. 基于遥感技术的公路工程环境监理方法研究[J]. 公路, 2019,64(5):194-199. |
[ Zhang D, Wang Z M, Yuan W M. Study on environmental supervision method of highway engineering based on remote sensing technology[J]. Highway, 2019,64(5):194-199. ] | |
[19] | 田仁喜. 探索无人机遥感系统在高速公路建设过程中的水土保持监管应用[J]. 低碳世界, 2019,9(9):267-268. |
[ Tian R X. Exploring the application of UAV remote sensing system in the supervision of soil and water conservation in the process of highway construction[J]. Low carbon world, 2019,9(9):267-268. ] | |
[20] | 李程. 遥感技术在农村公路核查中的应用研究[J]. 测绘与空间地理信息, 2018,41(5):48-49,52. |
[ Li C. Application of remote sensing technology in rural road verification[J]. Geomatics and Spatial Information Technology, 2018,41(5):48-49,52. ] | |
[21] | 张志兰, 刘益军, 罗力, 等. 基于遥感影像的弃渣场规划后评价研究——以重庆绕城高速公路北碚区段为例[J]. 水利技术监督, 2019(5):262-266. |
[ Zhang Z L, Liu Y J, Luo L, et al. Study on post evaluation of waste disposal site planning based on remote sensing Image: Taking Beibei section of Chongqing Ring expressway as an example[J]. Water Conservancy Technical Supervision, 2019(5):262-266. ] | |
[22] | 徐瑗瑗. 公路建设项目生态环境影响评价[D]. 南京:东南大学, 2005. |
[ Xu Y Y. Ecological environment impact assessment of highway construction project[D]. Nanjing: Southeast University, 2005. ] | |
[23] | 赵飞, 吕建国. 基于指标排序法冰川泥石流预警研究——以天山地区独库公路为例[J]. 冰川冻土, 2019,41(4):892-899. |
[ Zhao F, Lv J G. Early warning of glacier debris flow based on index ranking method: Taking Duku highway in Tianshan area as an example[J]. Glacial frozen soil, 2019,41(4):892-899. ] | |
[24] | 吴淼. 基于RS的冰川泥石流信息提取与动态监测[D]. 湘潭:湘潭大学, 2018. |
[ Wu M. Glacier debris flow information extraction and dynamic monitoring based on RS[D]. Xiangtan: Xiangtan University, 2018. ] | |
[25] | 潘一凡, 张显峰, 童庆禧, 等. 公路路面质量遥感监测研究进展[J]. 遥感学报, 2017,21(5):796-811. |
[ Pan Y F, Zhang X F, Tong Q X, et al. Progress on road pavement condition detection based on remote sensing monitoring[J]. Journal of Remote Sensing, 2017,21(5):796-811. ] | |
[26] | 马骁, 王臻, 张龙, 等. 基于新一代信息技术的农村公路基础设施数据更新管理系统功能架构研究[J]. 交通运输研究, 2018,4(5):63-70. |
[ Ma X, Wang Z, Zhang L, et al. Functional architecture of rural road infrastructure data updated management system based on new generation information technology[J]. Transport Research, 2018,4(5):63-70. ] | |
[27] | 吕希奎. 基于遥感信息的选线系统地理环境建模方法及应用研究[D]. 成都:西南交通大学, 2008. |
[ Lu X K. Research on modeling method and application of geographical environment of route selection system based on remote sensing information[D]. Chengdu: Southwest Jiaotong University, 2008. ] | |
[28] | 高山. 遥感技术在铁路勘察体系中的功能定位研究[J]. 铁道工程学报, 2016,33(12):14-18. |
[ Gao S. Research on the functional orientation of remote sensing technology in railway survey system[J]. Journal of Railway Engineering, 2016,33(12):14-18. ] | |
[29] | 刘桂卫, 李国和, 陈则连, 等. 多源遥感技术在艰险山区铁路地质勘察中应用[J]. 铁道工程学报, 2019,36(8):4-8. |
[ Liu G W, Li G H, Chen Z L, et al. Application of multi-source remote sensing technology in railway geological survey in mountainous areas[J]. Journal of Railway Engineering, 2019,36(8):4-8. ] | |
[30] | 张莹, 李星, 王焕萍. 无人机遥感技术在铁路勘测设计中的应用[J]. 测绘标准化, 2018,34(4):63-64. |
[ Zhang Y, Li X, Wang H P. Application of UAV remote sensing technology in railway surveying and designing[J]. Standardization of Surveying and Mapping, 2018,34(4):63-64. ] | |
[31] | 宋珺. 铁路建设项目生态环境影响监测指标及技术方法研究[J]. 铁路节能环保与安全卫生, 2018,8(2):61-63,106. |
[ Song J. Monitoring index and technical methods of ecological environmental impact of railway construction project[J]. Railway Energy Conservation, Environmental Protection, Safety and Health, 2018,8(2):61-63,106. ] | |
[32] | 徐建超. 无人机遥感技术在铁路竣工环保验收中的应用[J]. 环境保护与循环经济, 2018,38(3):28-30. |
[ Xu J C. Application of UAV Remote sensing technology in environmental protection acceptance of railway completion[J]. Environmental Protection and Circular Economy, 2018,38(3):28-30. ] | |
[33] | 于胜利, 李茂, 王保江, 等. 卫星遥感技术在铁路沿线环境防护中的应用[J]. 中国安全科学学报, 2018,28(S2):88-92. |
[ Yu S L, Li M, Wang B J, et al. Application of satellite remote sensing technology in environmental protection along railway lines[J]. China Safety Science Journal, 2018,28(S2):88-92. ] | |
[34] | 唐尧, 王立娟, 王志军, 等. “8.14”成昆铁路山体崩塌灾害应急遥感监测及其应用思考[J]. 国土资源信息化, 2019(5):22-28. |
[ Tang Y, Wang L J, Wang Z J, et al. Application of remote sensing to the emergency monitoring of the mountain collapse of Chengdu-Kunming railway on August 14[J]. Land and Resources Informatization, 2019(5):22-28. ] | |
[35] | 张晓荔. 遥感技术在渝怀铁路重庆段地质灾害解译中的应用[J]. 四川建材, 2018,44(4):49-52. , . |
[ Zhang X L. Application of remote sensing technology in interpretation of geological disasters in Chongqing section of Chongqing HuaihuaRailway[J]. Sichuan Building Materials, 2018,44(4):49-52. ] | |
[36] | 蒋丽丽, 封博卿. 京沪高铁周边环境安全隐患智能监测体系研究[J]. 铁路计算机应用, 2018,27(11):48-51,59. |
[ Jiang L L, Feng B Q. Intelligent monitoring system for surrounding environment safety hazard of Beijing-Shanghai High-speed Railway. Railway Computer Application, 2018,27(11):48-51,59. ] | |
[37] | 龙广昕, 冯甜甜, 张绍明, 等. 利用可分图斑的高分遥感影像港口检测方法[J]. 遥感信息, 2018,33(4):80-85. |
[ Long G X, Feng T T, Zhang S M, et al. Harbor detection based on discriminative patches using high-resolution remote sensing images[J]. Remote Sensing Information, 2018,33(4):80-85. ] | |
[38] | 左天立, 齐越, 董敏, 等. 遥感影像技术在港口规划中的应用探索[J]. 港工技术, 2017,54(4):13-17. |
[ Zuo T L, Qi Y, Dong M, et al. Application of remote sensing image technology in port planning[J]. Port engineering technology, 2017,54(4):13-17. ] | |
[39] | 李紫薇, 曹红杰, 刘煜彤, 等. 无人机海监测绘遥感系统的应用前景[J]. 遥感信息, 1998(4):34-35. |
[ Li Z W, Cao H J, Liu Y T, et al. Application prospect of UAV Marine Surveillance mapping remote sensing system[J]. Remote Sensing Information, 1998(4):34-35. ] | |
[40] | 隋玉正, 黄韦艮, 张华国, 李淑娟. 基于遥感的海岛填海造地时空变化研究[J]. 海洋环境科学, 2013,32(4):594-598. |
[ Sui Y Z, Huang W G, Zhang H G, et al. Research on spatial-temporal changes in island land reclamation with remote sensing. Marine Environmental Science, 2013,32(4):594-598. ] | |
[41] | 魏冰. 港口生态系统风险评价LPA-RRM双层模型研究[D]. 大连:大连理工大学, 2015. |
[ Wei B. A Bi-layer model LPA-RRM to evaluate port ecosystem risk[D]. Dalian: Dalian University of technology, 2015. ] | |
[42] | 李序春. 基于高分辨率遥感影像的港口空间格局及使用效率评估研究[D]. 大连:辽宁师范大学, 2019. |
[ Li X C. Study on the evaluation of port spatial pattern and utilization efficiency based on high-resolution remote sensing images[D]. Dalian: Liaoning Normal University, 2019. ] | |
[43] | 李序春, 徐惠民, 索安宁. 基于高空间分辨率遥感影像的港口区集约利用监测与评估——以渤海5个典型港区为例[J]. 应用海洋学学报, 2019,38(1):126-134. |
[ Li X C, Xu H M, Suo A N. Monitoring and assessment of intensive utilization of port area based on high spatial resolution remote sensing image[J]. Journal of Applied Oceanography, 2019,38(1):126-134. ] | |
[44] | 陈稳. 基于光学和SAR遥感影像融合的典型目标检测识别研究[D]. 哈尔滨:哈尔滨工业大学, 2019. |
[ Chen W. Research on typical target detection and recognition based on optical and SAR remote sensing image fusion[D]. Harbin: Harbin University of technology, 2019. ] | |
[45] | 马兰. 热红外遥感图像典型目标识别技术研究[D]. 郑州:解放军信息工程大学, 2017. |
[ Ma L. Research on the Technology of Typical-Target Recognition in thermal Infrared Remotely Sensed Images[D]. Zhengzhou: PLA University of Information Engineering, 2017. ] | |
[46] | 马腾飞. 高分二号卫星影像在机场选址中的应用[D]. 长春:吉林大学, 2018. |
[ Ma T F. Application of GF-2 Data in the Site Selection of Airport[D]. Changchun: Jilin University, 2018. ] | |
[47] | 刘汉湖, 杨武年, 夏涛. 高精度遥感三维可视化在岩溶地区工程初勘调查中的应用——以云南小哨机场为例[J]. 测绘科学, 2007(5):111-113,205. |
[ Liu H H, Yang W N, Xia T. Application of high-precision 3D visualization of remote sensing in the preliminary exploration and investigation of karst area engineering: Taking Xiaoshao airport in Yunnan as an example[J]. Surveying and Mapping Science, 2007(05):111-113,205. ] | |
[48] | 丁亚进. 敏感地区地形图更新测绘方法研究[J]. 北京测绘, 2018,32(10):1197-1201. |
[ Ding Y J. Research on topographic map in sensitive area update surveying and mapping method[J]. Beijing Surveying and Mapping, 2018,32(10):1197-1201. ] | |
[49] | 宋南奇, 王诺, 吴暖. 基于数值模拟与卫星遥感的填海施工悬浮物监测——以大连海上人工岛机场建设为背景[J]. 海洋通报, 2018,37(2):201-208. |
[ Song N Q, Wang N, Wu N. Monitoring of suspended particulate matter diffusion during reclamation construction based on numerical model and satellite remote sensing: Taking the Dalian Offshore Airport as the background[J]. Marine Science Bulletin, 2018,37(2):201-208. ] | |
[50] | 徐红. 遥感与GIS技术在工业园规划中的应用研究[D]. 北京:中国地质大学(北京), 2011. |
[ Xu H. Remote sensing and GIS technology in the industrial park planning[D]. Beijing: China University of Geosciences (Beijing), 2011. ] | |
[51] | 屈颖, 李若, 田超, 等. 基于遥感影像的三星工业园区建设进展及区域功能置换监测研究[J]. 测绘与空间地理信息, 2015,38(12):87-92. |
[ Qu Y, Li R, Tian C, et al. Construction progress and regional functional replacement monitoring of samsung industrial park based on remote sensing images[J]. Geomatics and Spatial Information Technology, 2015,38(12):87-92. ] | |
[52] | 姚建华. 宁东能源化工基地生态环境遥感监测评价[J]. 水土保持应用技术, 2012(4):7-10. |
[ Yao J H. Remote sensing monitoring and evaluation of ecological environment in Ningdong energy and chemical industry base[J]. Applied Technology of Soil and Water Conservation, 2012(4):7-10. ] | |
[53] | 唐尧, 王立娟, 贾虎军, 等. 基于“高分+”的化工园区安全防控GIS应用研究[J]. 城市与减灾, 2019(1):39-44. |
[ Tang Y, Wang L J, Jia H J, et al. GIS Application research on safety prevention and control of chemical industry park based on "high score +"[J]. City and Disaster Reduction, 2019(1):39-44. ] | |
[54] | 夏珩杰. 基于GIS的重庆秀山工业园区土地集约利用评价[J]. 湖北农业科学, 2018,57(S2):67-72. |
[ Xia H J. Evaluation of land intensive use in Xiushan Industrial Park of Chongqing Based on GIS[J]. Hubei Agricultural Science, 2018,57(S2):67-72. ] | |
[55] | 陈芬. 3S技术在农业科技园区信息化管理中的应用研究[D]. 昆明:云南大学, 2016. |
[ Chen F. Application of 3S technology in information management of agricultural science and Technology Park[D]. Kunming: Yunnan University, 2016. ] | |
[56] | 周炼清. 基于WebGIS的现代农业园区管理系统关键技术及其应用研究[D]. 杭州:浙江大学, 2004. |
[ Zhou L Q. Key technologies of WebGIS-based Modern agriculture management system and its application[D]. Hangzhou: Zhejiang University, 2004. ] | |
[57] | 王胜利. 机器学习方法在光伏电站遥感提取中的应用[D]. 徐州:江苏师范大学, 2018. |
[ Wang S L. Application of Machine Learning Method in Remote Sensing Extraction of Photovoltaic Power Plants[D]. Xuzhou: Jiangsu Normal University, 2018. ] | |
[58] |
张乾, 辛晓洲, 张海龙, 等. 基于遥感数据和多因子评价的中国地区建设光伏电站的适宜性分析[J]. 地球信息科学学报, 2018,20(1):119-127.
doi: 10.12082/dqxxkx.2018.170393 |
[ Zhang Q, Qin X Z, Zhang H L, et al. Suitability analysis of photovoltaic power plants in China using remote sensing data and multi-criteria evaluation[J]. Journal of Geo-information Science, 2018,20(1):119-127. ] | |
[59] | 刘超群. 基于RS和GIS的风电场宏观选址研究[D]. 昆明:昆明理工大学, 2018. |
[ Liu C Q. Study on macro location of wind farm based on RS and GIS[D]. Kunming: Kunming University of Technology, 2018. ] | |
[60] | 孙超. 长时间序列多源遥感影像支持下南海油气开发活动监测研究[D]. 南京:南京大学, 2018. |
[ Sun C. Dynamic monitoring of oil/gas evelopment in te South China Sea based on long-period time-series and multi-source remote sensing images[D]. Nanjing: Nanjing University, 2018. ] | |
[61] | 朱京海, 王晓臣, 问鼎, 等. 无人机遥感技术在风电场竣工环保验收中的应用[J]. 环境影响评价, 2014(3):41-44. |
[ Zhu J H, Wang X C, Wen D, et al. Application of UAV Remote Sensing Technology in environmental protection acceptance of wind farm completion[J]. Environmental impact Assessment, 2014(3):41-44. ] | |
[62] | 王金相. 西北地区典型能源工业基地排放对局地环境空气质量的影响[D]. 兰州:兰州大学, 2018. |
[ Wang J J. Impact of emission from typical energy industry base on local air quality in northwest China[D]. Lanzhou: Lanzhou University, 2018. ] | |
[63] | 陆云, 陈捷. 无人机遥感技术在电站锅炉防磨防爆检查中的应用[J]. 电力与能源, 2019,40(1):81-84. |
[ Lu Y, Chen J. Application of UAV remote sensing technology in abrasion and explosion proof inspection of power station boiler[J]. Power and Energy, 2019,40(1):81-84. ] | |
[64] | 许辉熙. 空间信息技术在水电开发工程预可研中的决策支持[D]. 成都:成都理工大学, 2008. |
[ Xu H X. >Decision-making support of the spatial information Technology for the Pre-feasibility Research on Hydroelectric Project[D]. Chengdu: Chengdu University of Technology, 2008. ] | |
[65] | 代德富, 张升波, 刘伶, 等. 遥感技术在水电站地址勘察中的应用[J]. 能源与环保, 2018,40(5):151-156,162. |
[ Dai D F, Zhang S B, Liu L, et al. Application of remote sensing technology in hydropower station address investigation[J]. Energy and Environmental Protection, 2018,40(05):151-156,162. ] | |
[66] | 李毅. 基于可拓评价方法的水电站规划阶段流域工程地质评价研究[D]. 成都:成都理工大学, 2016. |
[ Li Y. Study on basin engineering geological evaluation of hydropower station planning stage based on extension evaluation method[D]. Chengdu: Chengdu University of technology, 2016. ] | |
[67] | 黄文钰, 尚海兴, 王明. 高分辨率遥感立体像对在水电站测图中的应用[J]. 西北水电, 2018(6):44-46. |
[ Huang W Y, Shang H X, Wang M. Application of high-resolution remote sensing stereo image pair in mapping of hydropower stations[J]. Northwest hydropower, 2018(6):44-46. ] | |
[68] | 张力, 白峰, 高圣益. 三维遥感解译技术在移民调查中的研究与应用——以乌东德水电站移民调查为例[J]. 人民长江, 2014,45(20):117-121. |
[ Zhang L, Bai F, Gao S Y. Application of 3D remote sensing interpretation in reservoir resettlement investigation: A case of Wudongde Hydropower Station[J]. Yangtze river, 2014,45(20):117-121. ] | |
[69] | 陈吉斌. 水利水电建设项目竣工生态验收方法研究[D]. 武汉:华中师范大学, 2009. |
[ Chen J B. Water conservancy and hydropower construction projects completed in the ecological method of acceptance[D]. Wuhan: Central China Normal University, 2009. ] | |
[70] | 吴柏清. “3S”技术支持下的水电开发环境影响回顾评价[D]. 成都:成都理工大学, 2010. |
[ Wu B Q. Environmental impact retrospective evaluation of hydropower development based on “3S” technologies[D]. Chengdu: Chengdu University of Technology, 2010. ] | |
[71] | 罗骑龙. 基于RS和GIS龚嘴电站库区地质灾害危险性评价[D]. 成都:成都理工大学, 2011. |
[ Luo Q L. Geological hazard risk assessment on the reservoir region of Gongzui hydropower station based on RS and GIS[D]. Chengdu: Chengdu University of Technology, 2011. ] | |
[72] | 徐黎明. 基于突变理论的乌东德水电站近坝区泥石流风险评价与防治研究[D]. 长春:吉林大学, 2013. |
[ Xu L M. risk assessment and study on prevention of Debris flows near the dam of Wudongde hydropower station based on catastrophe theory[D]. Changchun: Jilin University, 2013. ] | |
[73] | 王超, 姚翠霞. 3S集成技术在大丫口水电站水库区渗漏问题调查中的应用[J]. 中国高新科技, 2018(24):71-74. |
[ Wang C, Yao C X. Application of 3S integrated technology in leakage investigation of Dayakou hydropower station reservoir area[J]. China Hi tech, 2018(24):71-74. ] | |
[74] | 刘君成, 林美娇, 穆振北, 等. 三明市矿化蚀变信息遥感提取及预测矿区选址[J]. 三明学院学报, 2019,36(6):94-100. |
[ Liu J C, Lin M J, Mu Z B, et al. Remote sensing extraction of mineralized alteration information based on crosta method and prediction of site selection in Sanming City[J]. Journal of Sanming University, 2019,36(06):94-100. ] | |
[75] | 吴小雷, 徐庆鸿, 刘耀辉, 等. 西藏哈海岗钨钼矿区综合信息找矿模型及靶区预测[J]. 有色金属工程, 2019,9(11):75-84. |
[ Wu X L, Xu Q H, Liu Y H, et al. Comprehensive information prospecting model and target prediction for the hahaigangtunsten and molybdenum polymetallic deposit in Tibet[J]. Nonferrous Metals Engineering, 2019,9(11):75-84. ] | |
[76] | 陈喆, 陈建平. 遥感技术在斑岩铜矿勘查中的应用[J]. 地质学刊, 2019,43(3):481-490. |
[ Chen Z, Chen J P. Application of remote sensing in porphyry copper exploration[J]. Journal of Geology, 2019,43(3):481-490. ] | |
[77] | 汪卫星. 论无人机遥感技术在矿山测量中的应用[J]. 世界有色金属, 2019(17):20-21. |
[ Wang W X. Application of UAV remote sensing technology in mine surveying[J]. World Nonferrous Metals, 2019(17):20-21. ] | |
[78] | 李燕婷, 张文, 宁黎平, 等. 基于RS与GIS江仓露天矿区生态环境评价体系研究[J]. 煤炭工程, 2016,48(12):120-123. |
[ Li Y T, Zhang W, Ning L P, et al. Study on the ecological environment assessment system of Jiangcang open pit mine based on RS and GIS[J]. Coal Engineering, 2016,48(12):120-123. ] | |
[79] | 王昊, 杨金中, 邵治涛, 等. 无人机在矿产资源开发环境遥感调查中的应用[J]. 环境与发展, 2019,31(10):97-99. |
[ Wang H, Yang J Z, Shao Z T, et al. Application of UAV in remote sensing survey of mineral resources development environment[J]. Environment and Development, 2019,31(10):97-99. ] | |
[80] | 刘淑慧. 矿山地质环境保护与治理恢复中无人机遥感技术的应用实践[J]. 中国锰业, 2018,36(5):192-195. |
[ Liu S H. Application practice of remote sensing technology of UAV in mine geological environment protection and rehabilitation[J]. China's Manganese Industry, 2018,36(05):192-195. ] | |
[81] | 周斌, 李雨鸿, 李辑, 等. 岫岩偏岭矿区植被修复生态环境监测评估[J]. 航天返回与遥感, 2019,40(3):103-110. |
[ Zhou B, Li Y H, Li Ji, et al. Monitoring and assessment of vegetation restoration ecology environment in xiuyanpianling-mining area[J]. Spacecraft Recovery & Remote sensing, 2019,40(3):103-110. ] | |
[82] | 康日斐, 吴泉源, 王菲, 等. 基于D-InSAR技术的龙口矿区地表沉降遥感监测研究[J]. 土壤通报, 2016,47(5):1049-1055. |
[ Kang R F, Wu Q Y, Wang F, et al. Remote sensing monitoring of surface subsidence in Longkou mining area based on D-InSAR[J]. Chinese Journal of Soil Science, 2016,47(5):1049-1055. ] | |
[83] |
王瑞国. 基于WorldView-2数据的乌东煤矿地质灾害遥感调查及成因分析[J]. 国土资源遥感, 2016,28(2):132-138.
doi: 10.6046/gtzyyg.2016.02.21 |
[ Wang R G. Remote sensing investigation and analysis of geological disasters in the Wudong coal mine based on WorldView-2 data[J]. Remote Sensing for Land and Resources, 2016,28(2):132-138. ] | |
[84] | 赵家乐, 陈浩. 高分遥感影像煤矿非法开采动态监测应用[J]. 卫星应用, 2019(7):18-23. |
[ Zhao J L, Chen H. Dynamic monitoring application of high-resolution remote sensing image in illegal coal mining[J]. Satellite Application, 2019(7):18-23. ] | |
[85] | 贾战海, 邬明权, 牛铮. 2006-2019年中国境外公路项目信息数据集[J/OL]. 中国科学数据, 2019,4(4).(2019-12-24).DOI: 10.11922/csdata.2019.0050.zh. |
[ Jia Z H, Wu M Q, Niu Z. A dataset of China's overseas highway project information from 2006 to 2019[J/OL]. Science Data Bank, 2019,4(4).(2019-12-24). ] | |
[86] | 雷洋, 马军海, 张玉春, 等. “一带一路”沿线公路交通基础设施发展战略研究[J]. 中国工程科学, 2019,21(4):14-21. |
[ Lei Y, Ma J H, Zhang Y C, et al. Development of Highway Transport Infrastructure along the Belt and Road[J]. Chinese Engineering Science, 2019,21(4):14-21. ] | |
[87] |
寇培颖, 牛铮, 刘正佳, 等. 基于自发地理信息的“一带一路”区域陆路交通状况分析[J]. 地球信息科学学报, 2018,20(8):1074-1082.
doi: 10.12082/dqxxkx.2018.180090 |
[ Kou P Y, Niu Z, Liu Z J, et al. Analyzing the land transportation conditions in the Belt and Road Area based on VGI. Journal of Geo-information Science, 2018,20(8):1074-1082. ] | |
[88] | 郑亮, 董卫艳, 原保成. 无人机遥感在海外高速公路勘测中的应用[J]. 测绘通报, 2017(7):81-84. |
[ Zheng L, Dong W Y, Yuan B C. Application of UAV remote sensing in overseas highway reconnaissance[J]. Mapping Bulletin, 2017(7):81-84. ] | |
[89] | 肖建华, 邬明权, 尹富杰, 等. 2007-2019年中国海外铁路项目信息数据集[J/OL]. 中国科学数据, 2019,4(4).(2019-12-24).DOI: 10.11922/csdata.2019.0065.zh. |
[ Xiao J H, Wu M M, Yin F J, et al. A dataset of China's overseas railway projects from 2007 to 2019[J/OL]. Science Data Bank, 2019,4(4).(2019-12-24). ] | |
[90] |
陆梦秋, 陈娱, 陆玉麒, 等. “一带一路”倡议下欧亚大陆陆海运输的空间均衡分析[J]. 地理学报, 2018,73(8):1526-1539.
doi: 10.11821/dlxb201808010 |
[ Lu M Q, Chen Y, Lu Y Q, et al. The spatial balance pattern between land and sea transport in Europe-Asia under the Belt and Road Initiative[J]. Acta Geographica Sinica, 2018,73(8):1526-1539. ] | |
[91] | 陆梦秋, 陈娱. “一带一路”倡议下中欧集装箱潜在铁路运输流的空间格局模拟[J]. 地理科学, 2019,39(9):1416-1424. |
[ Lu M Q, Chen Y. Spatial Pattern of Po-tential Container Throughputs by Railway between China and Europe under the Belt and Road Initiative[J]. Scientia Geographica Sinica, 2019,39(9):1416-1424. ] | |
[92] | 余绍淮, 陈楚江, 张霄. 基于遥感技术的中吉乌铁路地质构造分析[J]. 铁道工程学报, 2015,32(5):12-17. |
[ Yu S H, Chen C J, Zhang X. Analysis of the Geological Structure for China - Kyrgyzstan - Uzbekistan railway Based on remote Sensing[J]. Journal of Railway Engineering Society, 2015,32(5):12-17. ] | |
[93] | 任晓春, 李伟, 王玮. 高分光学遥感影像在铁路勘察中的应用及展望[J]. 测绘通报, 2019(5):44-47. |
[ Ren X C, Li W, Wang W. Application and prospect of high-resolution optical remote sensing image in railway survey and design[J]. Surveying and Mapping Bulletin, 2019(5):44-47. ] | |
[94] | 蒋俊杰. 高分辨率遥感卫星立体影像制作地形图在海外铁路勘测设计中的应用[J]. 铁道建筑技术, 2015(6):69-72. |
[ Jiang J J. Application of topographic maps from stereo images of high resolution remote sensing satellites in oversea railway survey and design[J]. Railway Construction Technology, 2015(6):69-72. ] | |
[95] | 李祜梅, 邬明权, 牛铮 等. 中国在海外建设的港口项目数据分析[J]. 全球变化数据学报, 2019. 3(3):234-243.DOI: 10.3974/geodp.2019.03.03. |
[ Li H M, Wu M Q, Niu Z, et al. Data analysis of China's overseas port projects[J]. Journal of Global Change Data, 2019. 3(3):234-243. ] | |
[96] |
葛咏, 陈跃红, 贾远信, 等. 基于多时相高分辨率遥感影像的斯里兰卡重要港口基础设施动态监测(英文)[J]. Journal of Geographical Sciences, 2018,28(7):973-984.
doi: 10.1007/s11442-018-1516-7 |
[ Ge Y, Chen Y H, Jia Y X, et al. Dynamic monitoring of important port infrastructure in Sri Lanka based on multi temporal and high resolution remote sensing images[J]. Journal of Geographical Sciences, 2018,28(7):973-984. ] | |
[97] | 李祜梅, 邬明权, 牛铮, 等. 1992—2018年中国境外产业园区信息数据集[J/OL]. 中国科学数据, 2019,4(4).(2019-12-24).DOI: 10.11922/csdata.2019.0028.zh. |
[ Li H M, Wu M Q, Niu Z, et al. Information dataset of China's overseas industrial parks from 1992 to 2018[J/OL]. Science Data Bank, 2019,4(4).(2019-12-11). ] | |
[98] | 蒋瑜, 邬明权, 黄长军, 等. 2000—2019年中国海外电力项目信息数据集[J/OL]. 中国科学数据, 2019,4(4).(2019-12-28).DOI: 10.11922/csdata.2019.0069.zh. |
[ Jiang Y, Wu M Q, Huang C J, et al. A dataset of China's overseas power projects (2000-2019)[J/OL]. Science Data Bank, 2019,4(4).(2019-12-28). ] | |
[99] | 尹富杰, 邬明权, 肖建华, 等. 2002-2019年中国境外水电站项目信息数据集[J/OL]. 中国科学数据, 2019,4(4).(2019-12-16).DOI: 10.11922/csdata.2019.0066.zh. |
[ Yin F J, Wu M Q, Xiao J H, et al. A dataset of China's overseas hydropower projects (2002-2019)[J/OL]. Science Data Bank, 2019,4(4).(2019-12-16). ] | |
[100] | 周华冰, 郭波, 潘义辉. 非洲宗格鲁水电站勘察实践[J]. 云南水力发电, 2015,31(5):109-111. |
[ Zhou H B, Guo B, Pan Y H. Survey practice of zonggelu hydropower station in Africa[J]. Yunnan Hydropower, 2015,31(5):109-111. ] | |
[101] | 杜玉龙, 方维萱. 玻利维亚盆山原镶嵌构造区特殊景观区沟系次生晕—遥感—构造岩相学综合评价技术组合研发与应用效果[J]. 物探与化探, 2019,43(5):932-947. |
[ Du Y L, Fang W X. Research, development and application effect of comprehensive evaluation technique of valley system secondary halo-remote sensing-tectonic lithofacies in basin-orogen-plateau inlaid structure and special landscape zone, Bolivia[J]. Geophysical and Geochemical Exploration, 2019,43(5):932-947. ] | |
[102] | 贾大成, 穆宏玉, 姜琦刚, 等. 玻利维亚优势矿种成矿带划分和基于遥感地质解译的找矿预测[J]. 地质通报, 2017,36(12):2322-2331. |
[ Jia D C, Mu H Y, Jiang Q G, et al. Metallogenic belt division and prospecting prediction for the advantageous ores in Bolivia based on remote sensing geological interpretations[J]. Geological Bulletin of China, 2017,36(12):2322-2331. ] | |
[103] | 邱超凡. 提高科技成果熟化程度促进科技成果转移转化[J]. 科技中国, 2019(11):37-40. |
[ Qiu C F. Improving the maturity of scientific and technological achievements and promoting the transfer and transformation of scientific and technological achievements[J]. Science and Technology China, 2019(11):37-40. ] | |
[104] | 刘玲, 孟庆昕, 刘晓东. 高分卫星遥感技术在公路地质灾害损毁评估中的应用[J]. 公路, 2014,59(4):159-165. |
[ Liu L, Meng Q X, Liu X D. Application of high-resolution satellite remote sensing technology in damage assessment of highway geological disasters[J]. Highway, 2014,59(4):159-165. ] | |
[105] | 李星悦. 基于深度学习的遥感图像目标检测研究[D]. 合肥:中国科学技术大学, 2019. |
[ Li X Y. Object detection in remote sensing images based on deep learning[D]. Hefei: University of Science and Technology of China, 2019. ] | |
[106] | 李天华, 廖崇高, 杨武年, 等. 多类型遥感影像在高原机场选址中的应用初探[J]. 地质找矿论丛, 2006(03):220-223. |
[ Li T H, Liao G G, Yang W N, et al. Discussion on application of diverse remote sensing images in choosing location of altiplanoaerodrome[J]. Geological Prospecting Cluster, 2006(3):220-223. ] | |
[107] |
杨海军, 黄耀欢. 化工污染气体无人机遥感监测[J]. 地球信息科学学报, 2015,17(10):1269-1274.
doi: 10.3724/SP.J.1047.2015.01269 |
[ Yang H J, Huang Y H. Evaluating atmospheric pollution of chemical plant based on unmanned aircraft vehicle (UAV)[J]. Journal of Earth Information Science, 2015,17(10):1269-1274. ] | |
[108] | 张翀. 生态脆弱区能源开发生态效应测评与生态安全评价[D]. 西安:陕西师范大学, 2015. |
[ Zhang Y. The evaluation of ecological effect and ecological security under energy development in ecological fragile zone[D]. Xi'an: Shaanxi Normal University, 2015. ] | |
[109] | 李静, 王昌佐, 万华伟. 基于遥感技术的水电梯级开发及对生态系统影响遥感监测[J]. 环境与可持续发展, 2016,41(3):38-40. |
[ Li J, Wang C Z, Wan H W. Monitoring on cascade hydropower development and its ecosystem impact by remote sensing[J]. Environment and Sustainable Development, 2016,41(3):38-40. ] | |
[110] | 耿盼. 流域水电梯级开发陆生生态环境影响研究[D]. 西安:西北大学, 2016. |
[ Geng P. Study on terrestrial eco-environment impact assessment of cascade hydropower development in drainage area[D]. Xi'an: Northwest University, 2016. ] | |
[111] | 高俊宏, 孙禾. “一带一路”倡议背景下中国建设标准在埃塞俄比亚属地化应用探讨[J]. 公路, 2019,64(7):203-206. |
[ Gao J H, Sun H. Discussion on the application of Chinese construction standards in Ethiopia under the background of "one belt and one road" initiative[J]. Highway, 2019,64(7):203-206. ] | |
[112] | WWF. WWF and Greening the Belt and Road Initiative[R]. 02 November 2017. Available online: https://www.wwf.org.hk/news/featuredstories/? 19680/Feature-Story-WWF-and-Greening-the-Belt-and-Road-Initiative (accessed on March 15 2020). |
[113] | WWF. The Belt and Road Initiative - WWF Recommendations and Spatial Analysis[R]. May 2017. Available online: http://awsassets.panda.org/downloads/the_belt_and_road_initiative___wwf_recommendations_and_spatial_ an-alysis___may_2017.pdf (accessed on March 15 2020). |
[114] | 环境保护部,外交部,发展改革委,商务部. 关于推进绿色“一带一路”建设的指导意见[EB/OL]. http://www.scio.gov.cn/xwfbh/xwbfbh/wqfbh/37601/38609/xgzc38 615/Document/1633106/1633106.htm. |
[ Ministry of Environmental Protection, Ministry of Foreign Affairs, Development and Reform Commission, Ministry of Commerce. Guiding Opinions on Promoting the Construction of Green "One Belt and One Road"[EB/OL]. http://www.scio.gov.cn/xwfbh/xwbfbh/wqfbh/37601/38609/xgzc38615/Document/1633106/1633106.htm. ] | |
[115] | 环境保护部. “一带一路”生态环境保护合作规划[EB/OL]. http://www.mee.gov.cn/gkml/hbb/bwj/201705/t201 70516_414102.htm. |
[ Ministry of Environmental Protection. "Belt and Road" Ecological Environmental Protection Cooperation Plan [EB/OL]. http://www.mee.gov.cn/gkml/hbb/bwj/201705/t20170516_414102.htm. ] | |
[116] |
Liu X, Blackburn T, Song T J, et al. Risks of Biological Invasion on the Belt and Road[J]. Current Biology, 2019,29.
doi: 10.1016/j.cub.2019.10.044 pmid: 31813610 |
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