研究论文

基于数据驱动模型的辣木全球环境适宜性分布评估

  • 范沛薇 ,
  • 郝蒙蒙 ,
  • 丁方宇 ,
  • 王倩 ,
  • 董东林 ,
  • 马志民 ,
  • 钱军 ,
  • 李新华 ,
  • 陈静 ,
  • 万文宏 ,
  • 赵艳 ,
  • 张小波
展开
  • 1. 中国科学院地理科学与资源研究所资源利用与环境修复重点实验室, 北京 100101;
    2. 中国科学院大学资源与环境学院, 北京 100049;
    3. 中国矿业大学 (北京) 地球科学与测绘工程学院, 北京 100083;
    4. 江西省信息中心, 南昌 330036;
    5. 中国中医科学院中药资源中心, 道地药材国家重点实验室培育基地, 北京 100700
范沛薇,硕士研究生,研究方向为资源环境遥感应用,电子信箱:peiwei_fan@163.com

收稿日期: 2020-12-24

  修回日期: 2022-03-12

  网络出版日期: 2022-06-10

基金资助

云南省科技计划项目(2017ZF004);江西省"生态云"大数据平台总体框架和指标体系规划设计采购项目(GXHT-19YYYB-0903);国家重点研发计划项目(2017YFC1700701,2017YFC1701603);中国中医科学院中药资源中心自主选题科研项目(ZZXT201804)

Estimating global environmental suitability distribution of Moringa oleifera Lam. using data-driven model

  • FAN Peiwei ,
  • HAO Mengmeng ,
  • DING Fangyu ,
  • WANG Qian ,
  • DONG donglin ,
  • MA Zhimin ,
  • QIAN Jun ,
  • LI Xinhua ,
  • CHEN Jing ,
  • WAN Wenhong ,
  • ZHAO Yan ,
  • ZHANG Xiaobo
Expand
  • 1. Institute of Geographical Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing 100101, China;
    2. College of Resources and Environment, University of Chinese Academy of Sciences, Beijing 100049, China;
    3. Department of Geological Engineering and Environment, China University of Mining and Technology(Beijing), Beijing 100083, China;
    4. Information Center of Jiangxi Province, Nanchang 330036, China;
    5. State Key Laboratory Breeding Base of Dao-di Herbs, National Resource Center for Chinese Materia Medical, China Academy of Chinese Medical Sciences, Beijing 100700, China

Received date: 2020-12-24

  Revised date: 2022-03-12

  Online published: 2022-06-10

摘要

辣木作为新中药资源,被广泛应用于植物医药。收集了全球960条辣木分布记录,结合气候、土壤、地形和太阳辐射空间协变量,采用空间信息技术与数据驱动模型,评估了辣木全球环境适宜性空间分布状况。结果表明,全球适宜种植辣木的土地资源总量约为3.61×109hm2,主要分布在北美洲南部、南美洲东部和北部、非洲中部、亚洲的东南部及大洋洲北部地区。

本文引用格式

范沛薇 , 郝蒙蒙 , 丁方宇 , 王倩 , 董东林 , 马志民 , 钱军 , 李新华 , 陈静 , 万文宏 , 赵艳 , 张小波 . 基于数据驱动模型的辣木全球环境适宜性分布评估[J]. 科技导报, 2022 , 40(7) : 94 -99 . DOI: 10.3981/j.issn.1000-7857.2022.07.010

Abstract

As a new Chinese medicine resource, Moringa oleifera Lam. is widely used in botanical medicine. To avoid economic losses caused by blind expanded introduction and cultivation it is urgent to evaluate the spatial distribution of land resources suitable for Moringa oleifera Lam. In this study, 960 global distribution records of Moringa oleifera Lam. are collected to assess the spatial distribution of global environmental suitability of Moringa oleifera Lam. by using spatial information technology and a data-driven model of spatial co-variables of climate, soil, topography and solar radiation. The results show that the land resources suitable for the cultivation of Moringa oleifera Lam. are about 3615.96 million hm2 in the world, which are mainly distributed in Southern North America, Eastern and Northern South America, Central Africa, Southeast Asia and Northern Oceania. This study provides a solid foundation for the cultivation partition and promotion program of Moringa oleifera Lam. and helps to alleviate the over-mining of moringa and solve the contradiction between supply and demand of Moringa oleifera Lam.

参考文献

[1] Mulugeta G, Fekadu A. Industrial and agricultural potentials of Moringa[J]. Journal of Natural Sciences Research, 2014, 4(14):2224-3186.
[2] Eilert U, Wolters B, Nahrstedt A. The antibiotic principle of seeds of Moringa oleifera and Moringa stenopetala[J]. Planta Medica, 1981, 42(5):55-61.
[3] Al-Said M S, Mothana R A, Al-Yahya M A, et al. Edible oils for liver protection:Hepatoprotective potentiality of Moringa oleifera seed oil against chemical-induced hepatitis in rats[J]. Journal of Food Science, 2012, 77(7):T124-T130.
[4] 初雅洁,符史关,龚加顺.云南不同产地辣木叶成分的分析比较[J].食品科学, 2016, 37(2):160-164.
[5] Anwar F, Latif S, Ashraf M, et al. Moringa oleifera:A food plant with multiple medicinal uses[J]. Phytotherapy Research, 2007, 21(1):17-25.
[6] 许敏,赵三军,宋晖,等.辣木的研究进展[J].食品科学, 2016(23):299-309.
[7] Busari M B, Muhammad H L, Ogbadoyi E O, et al. Hypoglycaemic properties of Moringa oleifera Lam seed oil in Normoglycaemic rats[J]. IOSR Journal of Pharmacy & Biological Sciences, 2014, 9(6):23-27.
[8] Jha N, Mohanka R, Azad R. Antifungal investigation of the constituents of Moringa oleifera Lamk. root bark extract[J]. Asian Journal of Chemistry, 2009, 21(9):7437-7439.
[9] Momoh M A, Chime S A, Kenechukwu F C. Novel drug delivery system of plant extract for the management of diabetes:An antidiabetic study[J]. Journal of Nutraceuticals Functional & Medical Foods, 2013, 10(3):252-263.
[10] Guevara A P, Vargas C, Sakurai H, et al. An antitumor promoter from Moringa oleifera Lam[J]. Mutation Research, 1999, 440(2):181-188.
[11] Ganguly S. Indian ayurvedic and traditionalmedicinal implications of indigenously available plants, herbs and fruits:A review[J]. International Journal of Research in Ayurveda and Pharmacy, 2013, 4(4):623-625.
[12] Tshabalala T, Ncube B, Moyo H P, et al. Predicting the spatial suitability distribution of Moringa oleifera cultivation using analytical hierarchical process modelling[J]. South African Journal of Botany, 2020, 129:161-168.
[13] Siddhuraju P, Becker K. Antioxidant properties of various solvent extracts of total phenolic constituents from three different agroclimatic origins of drumstick tree (Moringa oleifera Lam.) leaves[J]. Journal of Agricultural and Food Chemistry, 2003, 51(8):2144-2155.
[14] Ndabigengesere A, Narasiah K S. Quality of water treated by coagulation using Moringa oleifera seeds[J]. Water Research, 1998, 32(3):781-791.
[15] 刘子记,孙继华,刘昭华,等.特色植物辣木的应用价值及发展前景分析[J].热带作物学报, 2014, 35(9):1871-1878.
[16] 吕晓静.环境因素对辣木光合作用及与其相关生理指标的影响[D].呼和浩特:内蒙古农业大学, 2009.
[17] 马春花,邵建辉,田洋,等.云南辣木种植区气候条件适宜性初步评价[J].热带农业科学, 2016, 36(6):27-28.
[18] Elith J, Leathwick J R, Hastie T. A Working guide to boosted regression trees[J]. Journal of Animal Ecology, 2008, 77(4):802-813.
[19] Hao M M, Chen S, Qian Y S, et al. Using machine learning to identify the potential Marginal Land suitable for giant silvergrass (Miscanthus×giganteus)[J]. Energies, 2022, 15(2):591-604.
[20] Zheng C J, Jang D, Ding F Y, et al. Spatiotemporal patterns and risk factors for Scrub Typhus from 2007 to 2017 in Southern China[J]. Clinical Infectious Diseases, 2019, 69(7):1205-1211.
[21] Messina J P, Kraemer Moritz U G, Brady O J, et al. Mapping global environmental suitability for Zika virus[J]. eLife, 2016, 5(15272):1-22.
[22] 王运生,谢丙炎,万方浩,等. ROC曲线分析在评价入侵物种分布模型中的应用[J].生物多样性, 2007, 15(4):365-372.
[23] 中国科学院中国植物志编辑委员.中国植物志·第三十四卷·第一分册[M].北京:科学出版社, 1984.
[24] Alatar A A. Effect of temperature and salinity on germination of Achillea fragrantissima and Moringa peregrina from Saudi Arabia[J]. African Journal of Biotechnology, 2011, 10(17):3393-3398.
文章导航

/