Scientia Agricultura Sinica ›› 2024, Vol. 57 ›› Issue (18): 3586-3600.doi: 10.3864/j.issn.0578-1752.2024.18.006

• TILLAGE & CULTIVATION·PHYSIOLOGY & BIOCHEMISTRY·AGRICULTURE INFORMATION TECHNOLOGY • Previous Articles     Next Articles

Evaluation of Planting Suitability of Geographical Indication Agricultural Products Based on Ecological Niche Model: The Case of Purple- Skinned Garlic in Shanggao County

ZOU HengYu1,2(), GUO Xi1,2(), JIANG YeFeng1,2, LI XiaoMao3, CHEN Lin1,2, BAI JiaQi1   

  1. 1 College of Land Resources and Environment, Jiangxi Agricultural University, Nanchang 330045
    2 Key Laboratory of Agricultural Resources and Ecology in Poyang Lake Watershed, Ministry of Agriculture and Rural Affairs, Nanchang 330045
    3 Shanggao County Agricultural Products Service Center, Shanggao 336400, Jiangxi
  • Received:2024-01-30 Accepted:2024-06-30 Online:2024-09-16 Published:2024-09-29
  • Contact: GUO Xi

Abstract:

【Objective】 This study aimed to construct a planting suitability evaluation method for compatible with geographical indication agricultural products, and to make up for the deficiencies in traditional crop planting suitability evaluation method due to the unique growing environment of geographical indication agricultural products, so as to provide important scientific references for optimizing the planting of geographical indication agricultural products. 【Method】 Taking Shanggao County of Jiangxi Province as the study area, MaxEnt model was used to predict the suitability range and optimal value of each index factor, and niche-fitness model was used to calculate the ecological niche suitability value of each evaluation unit. A comprehensive model of suitability index was established based on ecological niche theory by combining MaxEnt model and niche-fitness model, which was used to analyze the suitability of cultivation of purple-skinned garlic, a geographical indication agricultural product of the study area, from the four aspects of climate, soil, site conditions and cultivation conditions.【Result】 The suitable range of each index predicted by MaxEnt model was similar to the current data of purple-skinned garlic planting in Shanggao County, which indicated that the prediction results had high credibility. In addition, the natural breakpoint method was applied to classify the suitability level of each evaluation unit, including four levels: highly suitable, more suitable, barely suitable, and unsuitable areas. Among them, the highly suitable area was 627.03 hm2, centrally located in Taxia Township, Mengshan Township, and Nangang Township; the more suitable area was 1 434.93 hm2, mainly located in Sixi Township, Moshan Township, and Xujiadu Township; the barely suitable area was 1 908.86 hm2, mainly located in the Yeshi Township and the Xinjiebu Township; the unsuitable area was 1 381.43 hm2, mainly located in Luzhou Township, Zhendu Township, Aoshan Township, and Xinjiebu Township.【Conclusion】 Tianshan and Jiangnan villages were recommended as seed planting villages, and Magang and Meisha villages were recommended as extension planting villages. The results predicted by the MaxEnt model reduced the subjectivity of the suitability range and optimal value of each indicator in the niche-fitness model, and improved the credibility of the prediction results. The ecological niche model constructed by combining the niche-fitness model and MaxEnt model effectively predicted the suitable planting area of purple-skinned garlic, a geographical indication agricultural product of Shanggao County, and provided a new idea for the study of planting suitability evaluation of geographical indication agricultural products in similar regions.

Key words: geographical indication agricultural products, ecological location suitability, MaxEnt model, planting suitability evaluation, Shanggao county, purple-skinned garlic

Fig. 1

Overview of the study area and distribution of sampling points"

Table 1

Soil physical and chemical properties in the main planting area of purple-skinned garlic"

指标
Indicator
最小值
Minimum
最大值
Maximum
平均值
Average
最小值
Minimum
最大值
Maximum
平均值
Average
高品质种植区 High-quality growing area 低品质种植区 Low-quality growing area
pH 5.89 6.26 6.19 5.32 6.86 6.43
有机质含量 Organic content (g·kg-1) 31.61 38.23 36.94 25.31 34.35 27.36
耕层厚度 Tillage thickness (cm) 26.98 33.94 28.64 16.35 21.34 17.64
表层土壤硫元素含量
Surface soil sulfur content (mg·kg-1)
7.52 10.36 8.41 7.31 8.19 7.96
海拔 Altitude (m) 72.65 220.68 120.36 38.22 376.34 273.46
坡度 Slope (°) 2.19 7.64 4.33 2.03 6.38 4.26

Table 2

Main planting areas remaining descriptive indicators"

指标 Indicator 高品质种植区 High-quality growing area 低品质种植区 Low-quality growing area
灌溉能力 Irrigation capacity 充分满足 Full fulfillment 充分满足 Full fulfillment
排水能力 Drainage capacity 充分满足 Full fulfillment 充分满足 Full fulfillment
母质类型 Parent material type 砂岩 Sandstone 砂岩、石灰岩 Sandstone, limestone
地形部位 Terrain area 坡中 Mid-slope 坡中、坡下 Mid-slope、down-slope
地貌类型 Landform type 盆地地貌 Basin landform 盆地地貌 Basin landform

Fig. 2

Suitable planting range and optimal value of purple-skinned garlic in Shanggao calculated based on MaxEnt model"

Table 3

Planting suitability evaluation index system and ecological niche optimal value"

因素
Factor
评价指标
Evaluation indicator
指标类型
Indicator type
适宜范围
Suitable range
最适宜值
Optimum value
气候条件
Climatic condition
10月至11月最低温
Minimum temperature from October to November
适度因子
Moderation factor
11.9—13.6 ℃ 12.6 ℃
10月至次年4月均温
Average temperature from October to April
适度因子
Moderation factor
11.4—12.7 ℃ 11.9 ℃
10月至次年4月均降雨量
Average precipitation October to April
适度因子
Moderation factor
880—950 mm 920 mm
土壤条件
Soil condition
pH 适度因子
Moderation factor
5.4—6.6 6.1
耕层厚度
Tillage thickness
正向因子
Positive factor
>14.5 cm 30 cm
有机质含量
Organic content
适度因子
Moderation factor
28—42 g·kg-1 34 g·kg-1
表层土壤硫元素含量
Surface soil sulfur content
适度因子
Moderation factor
7.40—10.75 mg·kg-1 8.37 mg·kg-1
母质类型
Parent material type
分级因子
Classification factor
砂岩、石灰岩
Sandstone, limestone
砂岩
Sandstone
立地条件
Terrestrial condition
海拔
Altitude
适度因子
Moderation factor
60—255 m 100 m
坡度
Slope
适度因子
Moderation factor
2.3—8.8° 2.5°
地形部位
Terrain area
分级因子
Classification factor
坡中、坡下、平原
Mid-slope, down-slope, plains
坡中
Mid-slope
地貌类型
Landform type
分级因子
Classification factor
盆地地貌
Basin landform
盆地地貌
Basin landform
灌排条件
Irrigation and drainage condition
灌溉能力
Irrigation capacity
分级因子
Classification factor
充分满足
Full fulfillment
充分满足
Full fulfillment
排水能力
Drainage capacity
分级因子
Classification factor
一、二级
Grade 1 and Grade 2
一级
Grade 1

Fig. 3

Distribution of ecological niche suitability composite index"

Fig. 4

Results of the suitability class for planting purple-skinned garlic in Shanggao"

Table 4

Evaluation results of the suitability of planting purple-skinned garlic in Shanggao"

适宜性等级
Suitability level
面积
Area (hm2)
主要分布区域
Main distribution area
高度适宜
Highly suitable
627.03 塔下乡、蒙山镇、南港镇
Taxia Township, Mengshan Township and Nangang Township
比较适宜
More suitable
1434.93 泗溪镇、墨山乡、徐家渡镇
Sixi Township, Moshan Township and Xujiadu Township
勉强适宜
Barely suitable
1908.86 野市乡、新界埠镇
Yeshi Township and Xinjiebu Township
不适宜
Unsuitable
1381.43 芦洲乡、镇渡乡、敖山镇、新界埠镇
Luzhou Township, Zhendu Township, Aoshan Township and Xinjiebu Township
总计 Total 5352.25

Fig. 5

Distribution of Shanggao purple-skinned garlic planting industry"

[1]
谢永顺, 王成金, 吴爱玲. 地理标志农产品和农业经济的时空演变及交互响应. 地理科学, 2022, 42(9): 1577-1587.

doi: 10.13249/j.cnki.sgs.2022.09.007
XIE Y S, WANG C J, WU A L. Spatio-temporal evolution and interactive effects of geographical indication agricultural products and agricultural economy. Scientia Geographica Sinica, 2022, 42(9): 1577-1587. (in Chinese)

doi: 10.13249/j.cnki.sgs.2022.09.007
[2]
ALBAYRAM Z, MATTAS K, TSAKIRIDOU E. Purchasing local and non-local products labeled with geographical indications (GIs). Operational Research, 2014, 14(2): 237-251.
[3]
肖放. “十四五” 时期我国绿色食品、 有机农产品和地理标志农产品工作发展方略. 农产品质量与安全, 2021(3): 5-8.
XIAO F. The development strategy of green food, organic agro-products and geographical indications agro-products during the 14th Five-Year plan period in China. Quality and Safety of Agro-products, 2021 (3): 5-8. (in Chinese)
[4]
肖志源. 第三次全国土壤普查启动. 生态经济, 2022, 38(4): 9-12.
XIAO Z Y. The third national soil survey started. Ecological Economy, 2022, 38(4): 9-12. (in Chinese)
[5]
钟乐, 曾燕, 邱新法, 施国萍. 浙江省杨梅种植适宜性区划. 自然资源遥感, 2023, 35(2) :236-244.
ZHONG L, ZENG Y, QIU X F, SHI G P. Suitability regionalization of Myrica rubra planting in Zhejiang Province. Remote Sensing for Natural Resources, 2023, 35(2): 236-244. (in Chinese)
[6]
栾淑丽, 任红艳, 施润和, 崔成. 中国油茶种植适宜性评价及产能提升建议. 中国农业资源与区划, 2021, 42 (10): 39-47.
LUAN S L, REN H Y, SHI R H, CUI C. Evaluation on the suitability of camellia oleifera planting and suggestions for productivity improvement in China. Chinese Journal of Agricultural Resources and Regional Planning, 2021, 42 (10): 39-47. (in Chinese)
[7]
KUMAR G, NATH V, MANDAL U, SENA D R, PONGENER A, RANJAN R, MADHU M. Climate and soil suitability zonation for Litchi (Litchi chinensis) in India using geo-science tool-based analytical hierarchy process. The Egyptian Journal of Remote Sensing and Space Sciences, 2023, 26(3): 581-594.
[8]
习文勇, 傅佩红. 基于模糊数学的柑橘种植土地适宜性评价. 浙江农业学报, 2022, 34(1): 141-152.

doi: 10.3969/j.issn.1004-1524.2022.01.17
XI W Y, FU P H. Land suitability evaluation of citrus cultivation based on fuzzy mathematics. Acta Agriculturae Zhejiangensis, 2022, 34(1): 141-152. (in Chinese)

doi: 10.3969/j.issn.1004-1524.2022.01.17
[9]
吴克宁, 杨扬, 吕巧灵. 模糊综合评判在烟草生态适宜性评价中的应用. 土壤通报, 2007, 38(4): 631-634.
WU K N, YANG Y, Q L. Application of fuzzy comprehensive evaluation to tobacco eco-adaptability assessment. Chinese Journal of Soil Science, 2007, 38(4): 631-634. (in Chinese)
[10]
宦智群, 耿兴敏, 徐小蓉, 刘维, 祝遵凌, 唐明. 基于MaxEnt模型分析不同气候变化情景下的黄心夜合(Michelia martinii)潜在地理分布. 生态与农村环境学报, 2023, 39(10): 1277-1287.
HUAN Z Q, GENG X M, XU X R, LIU W, ZHU Z L, TANG M. Potential geographical distribution of Michelia martinii under different climate change scenarios based on MaxEnt model. Journal of Ecology and Rural Environment, 2023, 39(10): 1277-1287. (in Chinese)
[11]
喻洁, 曹广超, 戎战磊, 李华非. 基于Maxent模型的冬虫夏草中国潜在适生区预测. 生态科学, 2023, 42(2): 202-210.
YU J, CAO G C, RONG Z L, LI H F. Prediction of potential distribution of Ophiocordyceps sinensis in China based on Maxent model. Ecological Science, 2023, 42(2): 202-210. (in Chinese)
[12]
XIE C P, ZHANG G W, JIM C, LIU X F, ZHANG P J, QIU J H, LIU D W. Bioclimatic suitability of actual and potential cultivation areas for Jacaranda mimosifolia in Chinese cities. Forests, 2021, 12(7): 951.
[13]
王珊, 廖桂堂, 邓勇刚, 涂俊誉, 许晓康, 何刚, 李琳玲, 代林佳. GIS支持下的玉米种植区土地生态适宜性评价. 中国农业资源与区划, 2020, 41(11): 174-182.
WANG S, LIAO G T, DENG Y G, TU J Y, XU X K, HE G, LI L L, DAI L J. Evaluation of land ecological suitability in maize planting areas supported by GIS. Chinese Journal of Agricultural Resources and Regional Planning, 2020, 41(11): 174-182. (in Chinese)
[14]
陈海生, 刘国顺, 刘大双, 陈伟强. GIS支持下的河南省烟草生态适宜性综合评价. 中国农业科学, 2009, 42(7): 2425-2433. doi: 10.3864/j.issn.0578-1752.2009.07.022.
CHEN H S, LIU G S, LIU D S, CHEN W Q. Studies on comprehensive evaluation of tobacco ecological suitability of Henan Province supported by GIS. Scientia Agricultura Sinica, 2009, 42(7): 2425-2433. doi: 10.3864/j.issn.0578-1752.2009.07.022. (in Chinese)
[15]
T, PENG S Z, LIU B, LIU Y N, DING Y X. Planting suitability of China’s main grain crops under future climate change. Field Crops Research, 2023, 302: 109112.
[16]
肖善才, 欧名豪. 基于生态位适宜度模型的江苏省陆域生态保护红线划定研究. 长江流域资源与环境, 2022, 31(2): 366-378.
XIAO S C, OU M H. Study on delineation of ecological protection red line on the terrestrial parts of Jiangsu Province based on niche-fitness model. Resources and Environment in the Yangtze Basin, 2022, 31(2): 366-378. (in Chinese)
[17]
王芳, 卓莉, 覃新导, 李少英, 杨朝辉, 黄鸿健. 广东边际性土地能源植物种植潜力适宜性评价. 农业工程学报, 2015, 31(19): 276-284.
WANG F, ZHUO L, QIN X D, LI S Y, YANG Z H, HUANG H J. Evaluation on suitability of planting potential of energy plants on marginal land of Guangdong Province. Transactions of the Chinese Society of Agricultural Engineering, 2015, 31(19): 276-284. (in Chinese)
[18]
陈蕾, 郭熙. 基于GIS和NFM的江西省土地茶叶种植适宜性评价. 湖北农业科学, 2019, 58(22): 83-86, 96.
CHEN L, GUO X. Suitability evaluation of land tea Planting in Jiangxi Province based on GIS and NFM. Hubei Agricultural Sciences, 2019, 58(22): 83-86, 96. (in Chinese)
[19]
GRINNELL J. The niche-relationships of the California Thrasher. The Auk, 1917, 34(4): 427-433.
[20]
朱耿平, 乔慧捷. Maxent模型复杂度对物种潜在分布区预测的影响. 生物多样性, 2016, 24(10): 1189-1196.

doi: 10.17520/biods.2016265
ZHU G P, QIAO H J. Effect of the Maxent model’s complexity on the prediction of species potential distributions. Biodiversity Science, 2016, 24(10): 1189-1196. (in Chinese)
[21]
李自珍, 赵松岭, 张鹏云. 生态位适宜度理论及其在作物生长系统中的应用. 兰州大学学报, 1993(4): 219-224.
LI Z Z, ZHAO S L, ZHANG P Y. The niche-fitness theory and its application to the systems of crop growth. Journal of Lanzhou University, 1993(4): 219-224. (in Chinese)
[22]
CAO H M, PENG L N, YAN Z Y, XU J P. Does perfect regional innovation ecosystem curb carbon emissions? A measure based on the niche fitness. Environmental Impact Assessment Review, 2023, 102: 107219.
[23]
ELITH J, PHILLIPS S J, HASTIE T, DUDÍK M, CHEE Y E, YATES C J. A statistical explanation of MaxEnt for ecologists. Diversity and Distributions, 2011, 17(1): 43-57.
[24]
齐开源, 王雪丽, 苏雅乐, 罗亚勇, 孙忠林, 熊梅, 周立业. 基于MaxEnt模型的科尔沁沙地刺萼龙葵适宜生长区预测. 草业科学, 2024, 41(6): 1279-1287.
QI K Y, WANG X L, SU Y L, LUO Y Y, SUN Z L, XIONG M, ZHOU L Y. Prediction of suitable growth area of Solanum rostratum in Horqin Sandy Land based on MaxEnt model. Pratacultural Science, 2024, 41(6): 1279-1287. (in Chinese)
[25]
应邦肯, 田阔, 郭浩宇, 杨晓龙, 李伟业, 李启, 骆宇晨, 张秀梅. 基于MaxEnt模型预测未来气候变化情境下红树秋茄在中国潜在适生区的变化. 生态学报, 2024, 44(1): 224-234.
YING B K, TIAN K, GUO H Y, YANG X L, LI W Y, LI Q, LUO Y C, ZHANG X M. Predicting potential suitable habitats of Kandelia obovata in China under future climatic scenarios based on MaxEnt model. Acta Ecologica Sinica, 2024, 44(1): 224-234. (in Chinese)
[26]
YANG S L, WANG H M, TONG J P, BAI Y, ALATALO J M, LIU G, FANG Z, ZHANG F. Impacts of environment and human activity on grid-scale land cropping suitability and optimization of planting structure, measured based on the MaxEnt model. The Science of the Total Environment, 2022, 836: 155356.
[27]
王琳琳, 于海业, 张蕾, 田东旭, 张雨晴, 赵国罡. 基于生态位适宜度模型和TOPSIS模型的间作模式评价. 农业机械学报, 2017, 48(4): 291-297.
WANG L L, YU H Y, ZHANG L, TIAN D X, ZHANG Y Q, ZHAO G G. Evaluation of intercropping pattern based on niche-fitness model and TOPSIS model. Transactions of the Chinese Society for Agricultural Machinery, 2017, 48(4): 291-297. (in Chinese)
[28]
何颖轩, 高建平, 林志坚, 宋宽, 卢新远. 上高县紫皮大蒜种植气候适宜性区划. 气象与减灾研究, 2022, 45(4): 316-321.
HE Y X, GAO J P, LIN Z J, SONG K, LU X Y. Climate suitability division for planting purple garlic in Shanggao County. Meteorology and Disaster Reduction Research, 2022, 45(4): 316-321. (in Chinese)
[29]
张瀚曰, 胡斌, 包维楷, 李贵利, 潘宏兵, 杜邦. 攀枝花地区芒果园土壤pH现状及变化趋势. 应用与环境生物学报, 2020, 26(1): 63-73.
ZHANG H Y, HU B, BAO W K, LI G L, PAN H B, DU B. Current status and change tendency of soil pH in mango orchards in Panzhihua City, China. Chinese Journal of Applied and Environmental Biology, 2020, 26(1): 63-73. (in Chinese)
[30]
任圆圆, 张学雷, 李笑莹, 孙鹏, 段金龙. 河南省成土母质与土壤空间分布多样性的特征. 土壤学报, 2019, 56(6): 1309-1320.
REN Y Y, ZHANG X L, LI X Y, SUN P, DUAN J L. Diversities of soil forming parent materials and spatial distribution of soils in Henan Province. Acta Pedologica Sinica, 2019, 56(6): 1309-1320. (in Chinese)
[31]
张君, 蔡德宝, 杨树琼, 陈秀文, 陈吉宝. 丹江口库区不同坡度对土壤肥力特征的影响. 中国土壤与肥料, 2021(2): 32-38.
ZHANG J, CAI D B, YANG S Q, CHEN X W, CHEN J B. Soil fertility characteristics of different slopes in the Danjiangkou Reservoir Area. Soil and Fertilizer Sciences in China, 2021(2): 32-38. (in Chinese)
[32]
邵帅, 刘焕军, 潘越, 张新乐, 杨昊轩, 李厚萱, 于滋洋, 钱蕾. 武丹茜. 黑土区田块尺度微地形因子对土壤侵蚀与碱解氮的影响. 土壤通报, 2019, 50(4): 854-860.
SHAO S, LIU H J, PAN Y, ZHANG X L, YANG H X, LI H X, YU Z Y, QIAN L, WU D X. Effect of microtopographic factors on soil erosion and Alkalihydrolyzable Nitrogen in black soil area. Chinese Journal of Soil Science, 2019, 50(4): 854-860. (in Chinese)
[33]
郑铭洁, 余红伟, 陈志良, 章明奎. 地形部位与种植年限对红壤果园土壤性状的影响. 农学学报, 2023, 13(7): 48-55.
ZHENG M J, YU H W, CHEN Z L, ZHANG M K. Effects of topographic positions and plantation time on soil properties of hilly red soil orchards. Journal of Agriculture, 2023, 13(7): 48-55. (in Chinese)
[34]
李春雨, 加鹏华, 王树涛, 李金鹿, 陈亚恒, 许皞. 阜平县不同海拔梯度下耕地土壤养分现状与分布特征. 水土保持研究, 2022, 29(1): 197-204.
LI C Y, JIA P H, WANG S T, LI J L, CHEN Y H, XU H. Soil nutrient status and distribution characteristics of cultivated land under different altitude gradients in Fuping County. Research of Soil and Water Conservation, 2022, 29(1): 197-204. (in Chinese)
[35]
杨智超. 海拔高度对民乐紫皮大蒜生长发育和产量品质的影响[D]. 兰州: 甘肃农业大学, 2013.
YANG Z C. Effects of altitude on growth, yield and quality of Minle purple garlic.[D]. Lanzhou: Gansu Agricultural University, 2013. (in Chinese)
[36]
ZENG X L, GUO X, JIANG Y F, LI W F, GUO J X, ZHOU Q Q, ZOU H Y. High-accuracy mapping of soil parent material types in hilly areas at the county scale using machine learning algorithms. Remote Sensing, 2024, 16(1): 91.
[37]
姜广君, 邵祥理. 基于信息熵的煤炭运输通道建设规模研究. 煤炭工程, 2010, (9): 126-128.
JIANG G J, SHAO X L. Research on the scale of coal transportation channel construction based on information entropy. Coal Engineering, 2010, (9): 126-128. (in Chinese)
[38]
AUGUSTYN W J, ANDERSON B, ELLIS A G. Experimental evidence for fundamental, and not realized, niche partitioning in a plant-herbivore community interaction network. The Journal of Animal Ecology, 2016, 85(4): 994-1003.
[39]
庄悦群. 从生态位到可持续发展位: 概念的演进. 中国人口·资源与环境, 2005, 15(4): 1-4.
ZHUANG Y Q. From niche to position of sustainable development: evolution of concepts. China Population, Resources and Environment, 2005, 15(4): 1-4. (in Chinese)
[40]
蒙莉娜, 郑新奇, 赵璐, 邓婧. 基于生态位适宜度模型的土地利用功能分区. 农业工程学报, 2011, 27(3): 282-287.
MENG L N, ZHENG X Q, ZHAO L, DENG J. Land-use functional regionalization based on niche-fitness model. Transactions of the Chinese Society of Agricultural Engineering, 2011, 27(3): 282-287. (in Chinese)
[41]
王雅雯. 金乡县大蒜种植气候适宜性分析及优质高产策略. 黑龙江粮食, 2023(9): 56-58.
WANG Y W. Climate suitability analysis and high-quality and high-yield strategy of garlic planting in Jinxiang County. Heilongjiang Grain, 2023(9): 56-58. (in Chinese)
[42]
张蕊, 田原. 兰陵县大蒜种植气候适宜性分析及气象服务建议. 南方农业, 2022, 16(7): 158-161.
ZHANG R, TIAN Y. Analysis of climate suitability of garlic planting in Lanling County and suggestions on meteorological service. South China Agriculture, 2022, 16(7): 158-161. (in Chinese)
[43]
王晓帆, 段雨萱, 金露露, 王崇云, 彭明春, 李云, 王旭红, 马云飞. 基于优化的最大熵模型预测中国高山栎组植物的历史、现状与未来分布变化. 生态学报, 2023, 43 (16): 6590-6604.
WANG X F, DUAN Y X, JIN L L, WANG C Y, PENG M C, LI Y, WANG X H, MA Y F. Prediction of historical, present and future distribution of Quercus sect. Heterobalanus based on the optimized MaxEnt model in China. Acta Ecologica Sinica, 2023, 43(16): 6590-6604. (in Chinese)
[44]
李建宇, 陈燕婷, 郭燕青, 何玉仙, 傅建炜, 史梦竹. 基于MaxEnt预测未来气候条件下钻叶紫菀在中国的潜在适生区. 植物保护, 2023, 49(2): 92-102.
LI J Y, CHEN Y T, GUO Y Q, HE Y X, FU J W, SHI M Z. Potential suitable areas of Symphyotrichum subulatum based on MaxEnt under future climate scenarios. Plant Protection, 2023, 49(2): 92-102. (in Chinese)
[1] LIU Shao-jun, ZHOU Guang-sheng, FANG Shi-bo. Climatic Suitability Regionalization of Rubber Plantation in China [J]. Scientia Agricultura Sinica, 2015, 48(12): 2335-2345.
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