Biodiv Sci ›› 2018, Vol. 26 ›› Issue (8): 819-827. DOI: 10.17520/biods.2018052
Previous Articles Next Articles
Ainong Li1,*(), Gaofei Yin1, Zhengjian Zhang1,2, Jianbo Tan1,2, Xi Nan1, Keping Ma3, Qinghua Guo3
Received:
2018-02-11
Accepted:
2018-06-24
Online:
2018-08-20
Published:
2018-09-27
Contact:
Li Ainong
About author:
# Co-first authors
Ainong Li, Gaofei Yin, Zhengjian Zhang, Jianbo Tan, Xi Nan, Keping Ma, Qinghua Guo. Space-air-field integrated biodiversity monitoring based on experimental station[J]. Biodiv Sci, 2018, 26(8): 819-827.
方法 Method | 传感器 Sensor | 空间分辨率 Spatial resolution | 光谱分辨 Spectral resolution | 监测内容 Monitoring contents | 参考文献 Reference |
---|---|---|---|---|---|
直接法 Direct approaches | |||||
天基遥感 Space-based | IKONOS Quickbird WorldView-2 吉林一号 Jilin-1 | 1-4 m 0.6-2.4 m 0.5 m, 2 m 0.72-2.88 m | 4波段 4 bands 4波段 4 bands 8波段 8 bands 4波段 4 bands | 冠层、物种信息 Canopy and species information | |
ADS40 AHS-160 CASI Lidar | 0.2 m 2.4 m 1 m | 4波段 4 bands 63波段 63 bands 288波段 288 bands | |||
地基遥感 Ground-based | 红外相机 Infrared camera 视频监控 Video monitoring 声景监控 Soundscape | 可见光、红外 Visible, infrared 可见光、红外 Visible and infrared | 物种活动场景 The behavior of species | ||
间接法 Indirect approaches | |||||
景观指数法 Landscape index | TM/ETM + HJ MODIS EO-1 Hyperion ASTER Sentinel-2 MSI SPOT CBERS-04 | 30-120 m 30-100 m 250-1 km 30 m 15 m, 30 m, 90 m 10 m, 20 m, 60 m 1.5 m, 6 m, 1 km 5-80 m | 7-9波段 7-9 bands 4波段 4 bands 36波段 36 bands 220波段 220 bands 14波段 14 bands 13波段 13 bands 4-6波段 4-6 bands 12波段 12 bands | 土地分类 Land cover classification | |
遥感指数法 Satellite index | 多样性指数 Biodiversity index | ||||
光谱变异性指数法 Spectral heterogeneity index | 光谱异质性指数 Spectral heterogeneity index | ||||
模型模拟法 Model simulation | TRMM/TMI FY-3C/VIRR | 5-72 km 1 km | 5波段 5 bands 10波段 10 bands | 物种分布 Species distribution |
Table 1 Main methods of remote sensing for biodiversity monitoring
方法 Method | 传感器 Sensor | 空间分辨率 Spatial resolution | 光谱分辨 Spectral resolution | 监测内容 Monitoring contents | 参考文献 Reference |
---|---|---|---|---|---|
直接法 Direct approaches | |||||
天基遥感 Space-based | IKONOS Quickbird WorldView-2 吉林一号 Jilin-1 | 1-4 m 0.6-2.4 m 0.5 m, 2 m 0.72-2.88 m | 4波段 4 bands 4波段 4 bands 8波段 8 bands 4波段 4 bands | 冠层、物种信息 Canopy and species information | |
ADS40 AHS-160 CASI Lidar | 0.2 m 2.4 m 1 m | 4波段 4 bands 63波段 63 bands 288波段 288 bands | |||
地基遥感 Ground-based | 红外相机 Infrared camera 视频监控 Video monitoring 声景监控 Soundscape | 可见光、红外 Visible, infrared 可见光、红外 Visible and infrared | 物种活动场景 The behavior of species | ||
间接法 Indirect approaches | |||||
景观指数法 Landscape index | TM/ETM + HJ MODIS EO-1 Hyperion ASTER Sentinel-2 MSI SPOT CBERS-04 | 30-120 m 30-100 m 250-1 km 30 m 15 m, 30 m, 90 m 10 m, 20 m, 60 m 1.5 m, 6 m, 1 km 5-80 m | 7-9波段 7-9 bands 4波段 4 bands 36波段 36 bands 220波段 220 bands 14波段 14 bands 13波段 13 bands 4-6波段 4-6 bands 12波段 12 bands | 土地分类 Land cover classification | |
遥感指数法 Satellite index | 多样性指数 Biodiversity index | ||||
光谱变异性指数法 Spectral heterogeneity index | 光谱异质性指数 Spectral heterogeneity index | ||||
模型模拟法 Model simulation | TRMM/TMI FY-3C/VIRR | 5-72 km 1 km | 5波段 5 bands 10波段 10 bands | 物种分布 Species distribution |
Fig. 1 The concepted design of biodiversity monitoring at Wanglang integrated observation and experiment station based on space-air-field integrated remote sensing observation
[1] | Bejarano S, Mumby PJ, Sotheran I (2010) Predicting structural complexity of reefs and fish abundance using acoustic remote sensing (RoxAnn). Marine Biology, 158, 489-504. |
[2] | Belluco E, Camuffo M, Ferrari S, Modenese L, Silvestri S, Marani A, Marani M (2006) Mapping salt-marsh vegetation by multispectral and hyper-spectral remote sensing. Remote Sensing of Environment, 105, 54-67. |
[3] | Burton A, Neilson E, Moreira D, Ladle A, Steenweg R, Fisher J, Bayne E, Boutin S, Stephens P (2015) Wildlife camera trapping: A review and recommendations for linking surveys to ecological processes. Journal of Applied Ecology, 52, 675-685. |
[4] | Bush A, Sollmann R, Wilting A, Bohmann K, Cole B, Balzter H, Martius C, Zlinszky A (2017) Connecting earth observation to high-throughput biodiversity data. Nature Ecology & Evolution, 1, 176. |
[5] | Cardinale J, Duffy J, Gonzalez A, Hooper D, Perrings C, Venail P, Narwani A, Mace G, Tilman D, Wardle D (2012) Biodiversity loss and its impact on humanity. Nature, 486, 59-67. |
[6] | Carlson K, Asner G, Hughes R, Ostertag RM (2007) Hyperspectral remote sensing of canopy biodiversity in Hawaiian lowland rainforests. Ecosystems, 10, 536-549. |
[7] | Ceballos G, Ehrlich P, Barnosky A, García A, Pringle R, Palmer T (2015) Accelerated modern human-induced species losses: Entering the sixth mass extinction. Science Advances, 1, e1400253. |
[8] | Cheng GD, Li X (2015) Integrated research methods in watershed science. Science China: Earth Sciences, 58, 1159-1168. (in Chinese with English abstract) |
[程国栋, 李新 (2015) 流域科学及其集成研究方法. 中国科学: 地球科学, 58, 1159-1168.] | |
[9] | Cohen WB, Maiersperger TK, Turner DP, Ritts WD, Pflugmacher D, Kennedy RE, Kirschbaum A, Running SW, Costa M, Gower ST (2006) MODIS land cover and LAI collection 4 product quality across nine sites in the western hemisphere. IEEE Transactions in Geosciences and Remote Sensing, 44, 1843-1857. |
[10] | Delalieux S, Somers B, Haest B, Spanhove T, Borre V, Mucher C (2012) Heathland conservation status mapping through integration hyperspectral mixture analysis and decision tree classifiers. Remote Sensing of Environment, 126, 222-231. |
[11] | Fang H, Liang S, Hoogenboom G (2011) Integration of MODIS LAI and vegetation index products CSM-CERES-Maize model for corn yield estimation. International Journal of Remote Sensing, 32, 1039-1065. |
[12] | Foody GM, Cutler M (2006) Mapping the species richness and composition of tropical forests from remotely sensed data with neural networks. Ecological Modelling, 195, 37-42. |
[13] | Forman R, Godron M (1986) Landscape Ecology. John Wiley & Sons, New York. |
[14] | Forzieri G, Tanteri L, Moser G, Catani F (2013) Mapping natural and urban environments using airborne multi-sensor ADS40-MIVIS-LiDAR synergies. International Journal of Applied Earth Observation and Geoinformation, 23, 313-323. |
[15] | Gillespie T (2005) Predicting woody-plant species richness in tropical dry forests: A case study from South Florida, USA. Ecological Applications, 15, 27-37. |
[16] | Gould WA, Walker MD (1997) Landscape-scale patterns in plant species richness along an arctic river. Canadian Journal of Botany, 75, 1748-1765. |
[17] | Guo QH, Liu J, Li YM, Zhai QP, Wang YC, Wu FF, Hu TY, Wan HW, Liu HM, Shen WM (2016) A near-surface remote sensing platform for biodiversity monitoring: Perspectives and prospects. Biodiversity Science, 24, 1249-1266. (in Chinese with English abstract) |
[郭庆华, 刘瑾, 李玉美, 翟秋萍, 王永财, 吴芳芳, 胡天宇, 万华伟, 刘慧明, 申文明 (2016) 生物多样性近地面遥感监测: 应用现状与前景展望. 生物多样性, 24, 1249-1266.] | |
[18] | Guyon D, Guillot M, Vitasse Y, Cardot H, Hagolle O, Dezon S, Wigneron J (2011) Monitoring elevation variations in leaf phenology of deciduous broadleaf forests from SPOT/VEGETATION time-series. Remote Sensing of Environment, 115, 615-627. |
[19] | Herrmann I, Pimstein A, Karnieli A (2011) LAI assessment of wheat and potato crops by VENlS and Sentinel-2 bands. Remote Sensing of Environment, 115, 2141-2151. |
[20] | Hooper D, Chapin I, Ewel J, Hector A, Inchausti P, Lavorel S, Lawton J, Lodge D, Loreau M, Naeem S (2005) Effects of biodiversity on ecosystem functioning: A consensus of current knowledge. Ecological Monographs, 75, 3-35. |
[21] | Hu HD, Li XY, Du YF, Zheng HF, Du BX, He XY (2012) Research advances in biodiversity remote sensing monitoring. Chinese Journal of Ecology, 31, 1591-1596. (in Chinese with English abstract) |
[胡海德, 李小玉, 杜宇飞, 郑海峰, 都本绪, 何兴元 (2012) 生物多样性遥感监测方法研究进展. 生态学杂志, 31, 1591-1596.] | |
[22] | Hu TY, Wang NN, Zhao XQ, Mi XC, Guo QH, Ma KP (2018) Advances in biodiversity observation network. Journal of Remote Sensing, 22, 708-711. (in Chinese with English abstract) |
[胡天宇, 王宁宁, 赵晓倩, 米湘成, 郭庆华, 马克平 (2018) 生物多样性监测网络建设进展. 遥感学报, 22, 708-711.] | |
[23] | Jiang ZG, Ma KP (2009) Status, challenges and strategy in Conservation Biology. Biodiversity Science, 17, 107-116. (in Chinese with English abstract) |
[蒋志刚, 马克平 (2009) 保护生物学的现状、挑战和对策. 生物多样性, 17, 107-116.] | |
[24] | Jin R, Li X, Ma MG (2017) Key methods and experiment verification for the validation of quantitative remote sensing products. Advances in Earth Science, 32, 630-642. (in Chinese with English abstract) |
[晋锐, 李新, 马明国 (2017) 陆地定量遥感产品的真实性检验关键技术与试验验证. 地球科学进展, 32, 630-642.] | |
[25] | Keith DA, Rodríguez J, Rodríguez-Clark KM, Nicholson E, Aapala K, Alonso Al, Asmussen M, Bachman S, Basset A, Barrow EG (2013) Scientific foundations for an IUCN Red List of Ecosystems. PLoS ONE, 8, e62111. |
[26] | Li BV, Pimm S, Li S, Zhao L, Luo C (2017) Free-ranging livestock threaten the long-term survival of giant pandas. Biological Conservation, 216, 18-25. |
[27] | Li X, Cheng G, Liu S (2013) Heihe watershed allied telemetry experimental research (HiWATER): Scientific objectives and experimental design. Bulletin of the American Meteorological Society, 94, 1145-1160. |
[28] | Li X, Li X, Li Z (2009) Watershed allied telemetry experimental research. Journal of Geophysical Research: Atmospheres, 114. |
[29] | Ma KP (2016) Hot topics for biodiversity science. Biodiversity Science, 24, 1-2. (in Chinese) |
[马克平 (2016) 生物多样性科学的热点问题. 生物多样性, 24, 1-2.] | |
[30] | Ma KP, Qian YQ (1998) biodiversity conservation and its research progress. Chinese Journal of Applied and Environmental Biology, 4, 95-99. (in Chinese with English abstract) |
[马克平, 钱迎倩 (1998) 生物多样性保护及其研究进展. 应用与环境生物学报, 4, 95-99.] | |
[31] | Myers N, Mittermeier RA, Mittermeier CG, Fonseca D, Kent J (2000) Biodiversity hotspots for conservation priorities. Nature, 403, 853-858. |
[32] | Nagendra H (2001) Using remote sensing to assess biodiversity. International Journal of Remote Sensing, 22, 2377-2400. |
[33] | Oindo BO, Skidmore A (2002) Interannual variability of NDVI and species richness in Kenya. International Journal of Remote Sensing, 23, 285-298. |
[34] | Palmer MW, Earls PG, Hoagland BW, White PS, Wohlgemuth T (2002) Quantitative tools for perfecting species lists. Environmetrics, 13, 121-137. |
[35] | Petrou ZI, Kosmidou V, Manakos I, Stathaki T, Adamo M, Tarantino C (2014) A rule-based classification methodology to handle uncertainty in habitat mapping employing evidential reasoning and fuzzy logic. Pattern Recognition Letters, 48, 24-33. |
[36] | Petrou ZI, Manakos I, Stathaki T (2015) Remote sensing for biodiversity monitoring: A review of methods for biodiversity indicator extraction and assessment of progress towards international targets. Biodiversity and Conservation, 24, 2333-2363. |
[37] | Phillips SJ, Dudík M (2008) Modeling of species distributions with MaxEnt: New extensions and a comprehensive evaluation. Ecography, 31, 161-175. |
[38] | Pimm SL, Jenkins CN, Abell R, Brooks TM, Gittleman JL, Joppa LN, Raven PH, Roberts CM, Sexton J (2014) The biodiversity of species and their rates of extinction, distribution, and protection. Science, 344, 1246752. |
[39] | Pu R, Bell S, Levy KH, Meyer C (2010) Mapping detailed seagrass habitats using satellite imagery. IEEE Geoscience and Remote Sensing Symposium, Honolulu, USA, pp. 1-4. |
[40] | Reiche M, Funk R, Zhang Z, Hoffmann C, Reiche J, Wehrhan M (2012) Application of satellite remote sensing for mapping wind erosion risk and dust emission-deposition in Inner Mongolia grassland, China. Grassland Science, 58, 8-19. |
[41] | Rocchini D (2007) Effects of spatial and spectral resolution in estimating ecosystem α-diversity by satellite imagery. Remote Sensing of Environment, 111, 423-434. |
[42] | Rocchini D, Chiarucci A (2004) Testing the spectral variation hypothesis by using satellite multispectral images. Acta Oecologica, 26, 117-120. |
[43] | Saatchi S, Buermann W, Mori S, Smith TB (2008) Modeling distribution of Amazonian tree species and diversity using remote sensing measurements. Remote Sensing of Environment, 112, 2000-2017. |
[44] | Sellers P, Hall F, Margolis H (1995) The boreal ecosystem-atmosphere study (BOREAS): An overview and early results from the 1994 field year. Bulletin of the American Meteorological Society, 76, 1549-1577. |
[45] | Sellers PJ, Hall FG, Kelly (1997) BOREAS in 1997: Experiment overview, scientific results, and future directions. Journal of Geophysical Research: Atmospheres, 102, 28731-28769. |
[46] | Soberon J, Nakamura M (2009) Niches and distributional areas: Concepts, methods, and assumptions. Proceedings of the National Academy of Sciences, USA, 106, 19644-19650. |
[47] | Tan J, Li A, Lei G, Bian J, Chen G, Ma K (2017) Preliminary assessment of ecosystem risk based on IUCN criteria in a hierarchy of spatial domains: A case study in Southwestern China. Biological Conservation, 215, 152-161. |
[48] | Tan JB, Li AN, Lei GB, Chen GK, Ma KP (2017) Research advances and challenges in the IUCN Red List of Ecosystems. Biodiversity Science, 25, 453-463. (in Chinese with English abstract) |
[谭剑波李爱农, 雷光斌, 陈国科, 马克平 (2017) IUCN生态系统红色名录研究进展. 生物多样性, 25, 453-463.] | |
[49] | Towsey M, Wimmer J, Williamson I, Roe P (2014) The use of acoustic indices to determine avian species richness in audio-recordings of the environment. Ecological Informatics, 21, 110-119. |
[50] | Turner DP, Ritts WD, Cohen WB, Maeirsperger TK, Gower ST, Kirschbaum A, Running SW, Zhao M, Wofsy SC, Dunn AL, Law BE, Campbell JC, Oechel WC, Kwon HJ, Meyers TP, Small EE, Kurc SA, Gamon JA (2005) Site-level evaluation of satellite-based global terrestrial gross primary production and net primary production monitoring. Global Change Biology, 11, 666-684. |
[51] | Turner W, Spector S, Gardiner N, Fladeland M, Sterling E, Steininger M (2003) Remote sensing for biodiversity science and conservation. Trends in Ecology & Evolution, 18, 306-314. |
[52] | Wang KY (2004) Processes of Subalpine Forest Ecosystems in the West of Sichuan. Sichuan Science and Technology Press, Chengdu. |
[王开运 (2004) 川西亚高山森林群落生态系统过程. 四川科学技术出版社, 成都.] | |
[53] | Wang X, Wang Q, Wu C (2012) A method coupled with remote sensing data to evaluate non-point source pollution in the Xin’anjiang catchment of China. Science of the Total Environment, 430, 132-143. |
[54] | Wei YC, Wu BF, Zhang XW, Du X (2008) Advances in remote sensing research for biodiversity monitoring. Advances in Earth Science, 23, 924-931. (in Chinese with English abstract) |
[魏彦昌, 吴炳方, 张喜旺, 杜鑫 (2008) 生物多样性遥感研究进展. 地球科学进展, 23, 924-931.] | |
[55] | Wulder MA, White JC, Coops NC, Butson CR (2008) Multi-temporal analysis of high spatial resolution imagery for disturbance monitoring. Remote Sensing of Environment, 112, 2729-2740. |
[56] | Wythers KR, Reich PB, Turner DP (2003) Predicting leaf area index from scaling principles: Corroboration and consequences. Tree Physiology, 23, 1171-1179. |
[57] | Xiao ZS, Li XH, Jiang GS (2014) Applications of camera trapping to wildlife surveys in China. Biodiversity Science, 22, 683-684. (in Chinese with English abstract) |
[肖治术, 李欣海, 姜广顺 (2014) 红外相机技术在我国野生动物监测研究中的应用. 生物多样性, 22, 683-684.] | |
[58] | Yin GF, Li AN, Verger A (2017) Spatiotemporally representative and cost-efficient sampling design for validation activities in Wanglang Experimental Site. Remote Sensing, 9, 1217. |
[59] | Zainuddin M, Kiyofuji H, Saitoh K, Saitoh SI (2006) Using multi-sensor satellite remote sensing and catch data to detect ocean hot spots for albacore (Thunnus alalunga) in the northwestern North Pacific. Deep-Sea Research II, 53, 419-431. |
[60] | Zhang LB, Cui SP, Huang YJ, Chen DQ, Qiao HJ, Li CW, Jiang ZG (2014) Infrared camera traps in wildlife research and monitoring in China: Issues and insights. Biodiversity Science, 22, 696-703. (in Chinese with English abstract) |
[张履冰, 崔绍朋, 黄元骏, 陈代强, 乔慧捷, 李春旺, 蒋志刚 (2014) 红外相机技术在我国野生动物监测中的应用: 问题与限制. 生物多样性, 22, 696-703.] | |
[61] | Zhang Y, Liu QH, Tan LF, Huang HG, Ni WJ, Yin TG, Qin WH, Sun GQ (2017) A 3-D joint simulation platform for multiband remote sensing. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 10, 4763-4778. |
[62] | Zhong L, Gong P, Biging GS (2014) Efficient corn and soybean mapping with temporal extendability: A multi-year experiment using Landsat imagery. Remote Sensing of Environment, 140, 1-13. |
[63] | Zhu C, Fang Y, Zhou KX, Mu SJ, Jiang JL (2015) IUCN red list of ecosystems: A new tool for biodiversity conservation. Acta Ecologica Sinica, 35, 2826-2836. (in Chinese with English abstract) |
[朱超, 方颖, 周可新, 穆少杰, 蒋金亮 (2015) 生态系统红色名录: 一种新的生物多样性保护工具. 生态学报, 35, 2826-2836.] |
[1] | Yihui Jiang, Yue Liu, Xu Zeng, Zheying Lin, Nan Wang, Jihao Peng, Ling Cao, Cong Zeng. Fish diversity and connectivity in six national marine protected areas in the East China Sea [J]. Biodiv Sci, 2024, 32(6): 24128-. |
[2] | Yu Tian, Junsheng Li. Analysis of the connotation and implementation path for the 30 by 30 target in the Kunming-Montreal Global Biodiversity Framework [J]. Biodiv Sci, 2024, 32(6): 24086-. |
[3] | Biyu Ma. Summary of amendments to India’s Biological Diversity Act and enlightenments for improving China’s legal system of biodiversity conservation [J]. Biodiv Sci, 2024, 32(5): 23412-. |
[4] | Yingli Cai, Hongge Zhu, Jiaxin Li. Biodiversity conservation in China: Policy evolution, main measures and development trends [J]. Biodiv Sci, 2024, 32(5): 23386-. |
[5] | Yanyu Ai, Haixia Hu, Ting Shen, Yuxuan Mo, Jinhua Qi, Liang Song. Vascular epiphyte diversity and the correlation analysis with host tree characteristics: A case in a mid-mountain moist evergreen broad-leaved forest, Ailao Mountains [J]. Biodiv Sci, 2024, 32(5): 24072-. |
[6] | Dekui Yan. Common elements, deficiencies, and optimization suggestions of biodiversity conservation policies in China [J]. Biodiv Sci, 2024, 32(5): 23293-. |
[7] | Fuwei Zhao, Yingshuo Li, Hui Chen. Reflections on biodiversity legislation in China’s new era [J]. Biodiv Sci, 2024, 32(5): 24027-. |
[8] | Jingzhou Liu, Yixin Qian, Yanxuedan Zhang, Feng Cui. Research progress and implications of flagship species paradigms based on latent Dirichlet allocation (LDA) model [J]. Biodiv Sci, 2024, 32(4): 23439-. |
[9] | Lejie Wu, Zekang Liu, Xing Tian, Qun Zhang, Bo Li, Jihua Wu. Effects of genotypic diversity on vegetative growth and reproductive strategies of Scirpus mariqueter population [J]. Biodiv Sci, 2024, 32(4): 23478-. |
[10] | Xuemeng Li, Jibao Jiang, Zenglu Zhang, Xiaojing Liu, Yali Wang, Yizhao Wu, Yinsheng Li, Jiangping Qiu, Qi Zhao. Earthworm biodiversity and its influencing factors in Baotianman National Nature Reserve [J]. Biodiv Sci, 2024, 32(4): 23352-. |
[11] | Cao Hao, Donghui Wu, Lingzi Mo, Guoliang Xu. A review on gut microbial diversity and function of overwintering animals [J]. Biodiv Sci, 2024, 32(3): 23407-. |
[12] | Haiou Liu, Leshan Du, Wenhui Liu, Ziyuan Li, Libo Pan, Lei Liu. Analysis and enlightenment on Global Biodiversity Framework Fund management policy [J]. Biodiv Sci, 2024, 32(3): 23334-. |
[13] | Jiaxin Wei, Zhiguo Jiang, Linsen Yang, Huanhuan Xiong, Jiaojiao Jin, Fanglin Luo, Jiehua Li, Hao Wu, Yaozhan Xu, Xiujuan Qiao, Xinzeng Wei, Hui Yao, Huiliang Yu, Jingyuan Yang, Mingxi Jiang. Community composition and structure in a 25 ha mid-subtropical mountain deciduous broad-leaved forest dynamics plot in Shennongjia, Hubei, China [J]. Biodiv Sci, 2024, 32(3): 23338-. |
[14] | He Zhirong, Wu Siyu, Shi Yingying, Wang Yuting, Jiang Yixin, Zhang Chunna, Zhao Na, Wang Supen. Current status and challenges on the effects of chytrid infection on amphibian populations [J]. Biodiv Sci, 2024, 32(2): 23274-. |
[15] | Peng Yunyue, Jin Tong, Zhang Xiaoquan. Biodiversity credits: Concepts, principles, transactions and challenges [J]. Biodiv Sci, 2024, 32(2): 23300-. |
Viewed | ||||||
Full text |
|
|||||
Abstract |
|
|||||
Copyright © 2022 Biodiversity Science
Editorial Office of Biodiversity Science, 20 Nanxincun, Xiangshan, Beijing 100093, China
Tel: 010-62836137, 62836665 E-mail: biodiversity@ibcas.ac.cn