Journal of Resources and Ecology ›› 2022, Vol. 13 ›› Issue (6): 977-985.DOI: 10.5814/j.issn.1674-764x.2022.06.003
• Resource Use and Resource Economy • Previous Articles Next Articles
CAO Yuhong1,3(), CAO Yuandan1, CHEN Zhiyu2, YU Dailiang1
Received:
2021-12-20
Accepted:
2022-03-10
Online:
2022-11-30
Published:
2022-10-12
About author:
CAO Yuhong, E-mail: caoyuhong923914@qq.com
Supported by:
CAO Yuhong, CAO Yuandan, CHEN Zhiyu, YU Dailiang. Ecosystem Service Value Evolution and Security Pattern Optimization in Huaihai Economic Zone[J]. Journal of Resources and Ecology, 2022, 13(6): 977-985.
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URL: http://www.jorae.cn/EN/10.5814/j.issn.1674-764x.2022.06.003
Year | Sample | Training set | Test set | Kappa | Overall accuracy (%) |
---|---|---|---|---|---|
1998 | 582 | 75562 | 115275 | 0.89 | 92.62 |
2008 | 596 | 72698 | 91276 | 0.88 | 91.81 |
2018 | 636 | 39266 | 34076 | 0.83 | 87.88 |
Table 1 Testing the accuracy of land use type data for the study area
Year | Sample | Training set | Test set | Kappa | Overall accuracy (%) |
---|---|---|---|---|---|
1998 | 582 | 75562 | 115275 | 0.89 | 92.62 |
2008 | 596 | 72698 | 91276 | 0.88 | 91.81 |
2018 | 636 | 39266 | 34076 | 0.83 | 87.88 |
Model name | Model formula | Meaning of variables |
---|---|---|
Ecosystem Services Value | | ESV: ecosystem service value, yuan; i: land-use type; Ai: area of class ‘i' land use type, ha; VCi: ecosystem service value per unit area of type i land use type, yuan ha‒1 |
| j: type of ecosystem services; ECij: value equivalent of item j of ecosystem services of the i-th land use type; Ea: ecosystem economic value per unit, yuan ha‒1 | |
| r: type of food crops; mr: national average price of the r type of food crops, yuan kg‒1; pr: yield per unit area of the r-type grain, kg ha‒1; qr: sown area of the r-type grain crop, ha; M: sown area of grain crops, ha | |
Ecosystem Service Value Intensity | | Ek: intensity of ecosystem service value of the k-th grid; Aki: area of the i-th land use type of the k-th grid, ha; Ak: area of the k-th grid, ha |
Minimum Cumulative Resistance | | MCR: minimum cumulative resistance value; f: positive correlation between minimum cumulative resistance and ecological process; min: the evaluated plaques were evaluated with minimum cumulative resistance to different sources; Dij: distance from source ‘j' to land unit ‘i'; Ri: drag coefficient |
Minimum Cumulative Resistance difference | | MCRd: minimum cumulative resistance difference between ecological and urban land expansion; MCRs: minimum cumulative resistance value of ecological land expansion; MCRc: minimum cumulative resistance value of urban land expansion |
Table 2 Research model formula
Model name | Model formula | Meaning of variables |
---|---|---|
Ecosystem Services Value | | ESV: ecosystem service value, yuan; i: land-use type; Ai: area of class ‘i' land use type, ha; VCi: ecosystem service value per unit area of type i land use type, yuan ha‒1 |
| j: type of ecosystem services; ECij: value equivalent of item j of ecosystem services of the i-th land use type; Ea: ecosystem economic value per unit, yuan ha‒1 | |
| r: type of food crops; mr: national average price of the r type of food crops, yuan kg‒1; pr: yield per unit area of the r-type grain, kg ha‒1; qr: sown area of the r-type grain crop, ha; M: sown area of grain crops, ha | |
Ecosystem Service Value Intensity | | Ek: intensity of ecosystem service value of the k-th grid; Aki: area of the i-th land use type of the k-th grid, ha; Ak: area of the k-th grid, ha |
Minimum Cumulative Resistance | | MCR: minimum cumulative resistance value; f: positive correlation between minimum cumulative resistance and ecological process; min: the evaluated plaques were evaluated with minimum cumulative resistance to different sources; Dij: distance from source ‘j' to land unit ‘i'; Ri: drag coefficient |
Minimum Cumulative Resistance difference | | MCRd: minimum cumulative resistance difference between ecological and urban land expansion; MCRs: minimum cumulative resistance value of ecological land expansion; MCRc: minimum cumulative resistance value of urban land expansion |
Classification | The lower ESV | Low ESV | Middle ESV | High ESV | The higher ESV |
---|---|---|---|---|---|
Scope (yuan km‒2) | Ek < 994200 | 994200 ≤ Ek < 1121600 | 1121600≤ Ek < 1946700 | 1946700 ≤ Ek < 2891700 | Ek ≥ 2891700 |
Table 3 Classification of different ESV grades
Classification | The lower ESV | Low ESV | Middle ESV | High ESV | The higher ESV |
---|---|---|---|---|---|
Scope (yuan km‒2) | Ek < 994200 | 994200 ≤ Ek < 1121600 | 1121600≤ Ek < 1946700 | 1946700 ≤ Ek < 2891700 | Ek ≥ 2891700 |
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