Chin J Plant Ecol ›› 2019, Vol. 43 ›› Issue (4): 273-283.DOI: 10.17521/cjpe.2018.0237
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LIU Xiao-Tong1,YUAN Quan1,NI Jian1,2,*()
Received:
2018-09-25
Revised:
2019-03-20
Online:
2019-04-20
Published:
2019-04-23
Contact:
NI Jian ORCID:0000-0001-6198-4849
Supported by:
LIU Xiao-Tong, YUAN Quan, NI Jian. Research advances in modelling plant species distribution in China[J]. Chin J Plant Ecol, 2019, 43(4): 273-283.
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URL: https://www.plant-ecology.com/EN/10.17521/cjpe.2018.0237
排名 Rank | 期刊 Journal | 载文量(篇) Number of papers published |
---|---|---|
1 | 中国中药杂志 China Journal of Chinese Materia Medica | 23 |
2 | 植物生态学报 Chinese Journal of Plant Ecology | 15 |
3 | 生态学报 Acta Ecologica Sinica | 14 |
4 | 应用生态学报 Chinese Journal of Applied Ecology | 13 |
5 | 生态学杂志 Chinese Journal of Ecology | 12 |
6 | PLOS ONE | 11 |
7 | 林业科学 Scientia Silvae Sinica | 7 |
8 | 中药材 Journal of Chinese Medicinal Materials | 6 |
生物多样性 Biodiversity Science | 6 | |
9 | 生物安全学报 Journal of Biosafety | 5 |
广东农业科学 Guangdong Agricultural Sciences | 5 | |
草业学报 Acta Prataculturae Sinica | 5 | |
Scientific Reports | 5 | |
10 | 广西植物 Guihaia | 4 |
Ecology and Evolution | 4 | |
Polish Journal of Ecology | 4 |
Table 1 Top journals publishing articles of plant distribution modelling from China (from 2001-01 to 2018-01)
排名 Rank | 期刊 Journal | 载文量(篇) Number of papers published |
---|---|---|
1 | 中国中药杂志 China Journal of Chinese Materia Medica | 23 |
2 | 植物生态学报 Chinese Journal of Plant Ecology | 15 |
3 | 生态学报 Acta Ecologica Sinica | 14 |
4 | 应用生态学报 Chinese Journal of Applied Ecology | 13 |
5 | 生态学杂志 Chinese Journal of Ecology | 12 |
6 | PLOS ONE | 11 |
7 | 林业科学 Scientia Silvae Sinica | 7 |
8 | 中药材 Journal of Chinese Medicinal Materials | 6 |
生物多样性 Biodiversity Science | 6 | |
9 | 生物安全学报 Journal of Biosafety | 5 |
广东农业科学 Guangdong Agricultural Sciences | 5 | |
草业学报 Acta Prataculturae Sinica | 5 | |
Scientific Reports | 5 | |
10 | 广西植物 Guihaia | 4 |
Ecology and Evolution | 4 | |
Polish Journal of Ecology | 4 |
模型名称 Model | 应用数量 Number of publications | 模型名称 Model | 应用数量 Number of publications |
---|---|---|---|
最大熵模型 Maximum Entropy Model (MaxEnt) 基于规则集的遗传算法 Genetic Algorithm for Rule-set Prediction (GARP) 生物气候模型 BIOCLIM 广义线性模型 Generalized Linear Model (GLM) 广义相加模型 Generalized Additive Model (GAM) 随机森林 Random Forest (RF) DOMAIN 推进式回归树 Generalized Boosted Regression Models/Boosted Regression Tree (GBM/BRT) 多元适应回归样条函数 Multivariate Adaptive Regression Splines (MARS) 人工神经网络 Artificial Neural Network (ANN) 柔性判别分析 Flexibled Discriminant Analysis (FDA) 支持向量机 Support Vector Machine (SVM) 分类树分析 Classification Tree Analysis (CTA) 分类回归树 Classification and Regression Tree (CART) 表面分布区分室模型 Surface Range Envelope (SRE) 复合型广义相加模型运算系 Mixed GAM Computation Vehicle (MGCV) | 296 27 26 21 21 19 13 13 12 11 10 9 8 6 6 3 | 拟合神经网络 Fit Neural Networks (NNET) 循环分区回归树 Recursive Partitioning and Regression Trees (RPART) Logistic回归模型 Logistic Regression (LR) CLIMEX 作物生态需求 Crop Ecological Requirements (ECOCROP) 农业生态区模型 Agriculture Ecological Zone Model (AEZ) 决策树模型 Classification Tree Model (CT) 生态位因子分析模型 Ecological Niche Factor Analysis (ENFA) GREEN 生境适生性模型 Habitat Suitability Model (HSM) 线性判别分析 Linear Discriminant Analysis (LDA) 马氏距离 Mahalanobis Distance (MAHAL) 迭代决策树算法 Multiple Additive Regression Tree (MART) 空间明晰物种组合模型 Spatially Explicit Species Assemblage Model (SESAM) n维环境资源模型 n-Dimentional Environment and Resource Model 生态位模型 Niche model 随机预测模型 Random Predictive model | 3 3 3 2 2 1 1 1 1 1 1 1 1 1 1 1 1 |
Table 2 Statistics of publications modeling plant species in China using species distribution models
模型名称 Model | 应用数量 Number of publications | 模型名称 Model | 应用数量 Number of publications |
---|---|---|---|
最大熵模型 Maximum Entropy Model (MaxEnt) 基于规则集的遗传算法 Genetic Algorithm for Rule-set Prediction (GARP) 生物气候模型 BIOCLIM 广义线性模型 Generalized Linear Model (GLM) 广义相加模型 Generalized Additive Model (GAM) 随机森林 Random Forest (RF) DOMAIN 推进式回归树 Generalized Boosted Regression Models/Boosted Regression Tree (GBM/BRT) 多元适应回归样条函数 Multivariate Adaptive Regression Splines (MARS) 人工神经网络 Artificial Neural Network (ANN) 柔性判别分析 Flexibled Discriminant Analysis (FDA) 支持向量机 Support Vector Machine (SVM) 分类树分析 Classification Tree Analysis (CTA) 分类回归树 Classification and Regression Tree (CART) 表面分布区分室模型 Surface Range Envelope (SRE) 复合型广义相加模型运算系 Mixed GAM Computation Vehicle (MGCV) | 296 27 26 21 21 19 13 13 12 11 10 9 8 6 6 3 | 拟合神经网络 Fit Neural Networks (NNET) 循环分区回归树 Recursive Partitioning and Regression Trees (RPART) Logistic回归模型 Logistic Regression (LR) CLIMEX 作物生态需求 Crop Ecological Requirements (ECOCROP) 农业生态区模型 Agriculture Ecological Zone Model (AEZ) 决策树模型 Classification Tree Model (CT) 生态位因子分析模型 Ecological Niche Factor Analysis (ENFA) GREEN 生境适生性模型 Habitat Suitability Model (HSM) 线性判别分析 Linear Discriminant Analysis (LDA) 马氏距离 Mahalanobis Distance (MAHAL) 迭代决策树算法 Multiple Additive Regression Tree (MART) 空间明晰物种组合模型 Spatially Explicit Species Assemblage Model (SESAM) n维环境资源模型 n-Dimentional Environment and Resource Model 生态位模型 Niche model 随机预测模型 Random Predictive model | 3 3 3 2 2 1 1 1 1 1 1 1 1 1 1 1 1 |
Fig. 2 Number of species distribution models used in modelling China’s plant species distribution. The small plot is the number of models with MaxEnt excluded. See Table 2 for models.
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