IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v17y2025i12p5503-d1679280.html
   My bibliography  Save this article

Impacts of Landscape Mosaic Patterns on Habitat Quality Using OLS and GWR Models in Taihang Mountains of Hebei Province, China

Author

Listed:
  • Junming Feng

    (College of Landscape Architecture and Tourism, Hebei Agricultural University, Baoding 071000, China
    These authors contributed equally to this work.)

  • Peizheng Hao

    (College of Landscape Architecture and Tourism, Hebei Agricultural University, Baoding 071000, China
    These authors contributed equally to this work.)

  • Jing Hao

    (School of Life Sciences, Sun Yat-Sen University, Guangzhou 511400, China)

  • Yinran Huang

    (College of Landscape Architecture and Tourism, Hebei Agricultural University, Baoding 071000, China
    Hebei Key Laboratory of Floral Biological Breeding, Hebei Agricultural University, Baoding 071000, China)

  • Miao Yu

    (School of Landscape Architecture, Beijing Forestry University, Beijing 100083, China)

  • Kang Ding

    (School of Landscape Architecture, Beijing Forestry University, Beijing 100083, China)

  • Yang Zhou

    (College of Landscape Architecture and Tourism, Hebei Agricultural University, Baoding 071000, China
    Hebei Key Laboratory of Floral Biological Breeding, Hebei Agricultural University, Baoding 071000, China)

Abstract

Based on the fundamental principles of spatial heterogeneity and landscape ecology, landscape mosaic (LM) offers a more effective method for capturing variations in landscape spatial components, patterns, and ecological functions compared to land use and land cover (LULC). This advantage is particularly pronounced when employing the InVEST model to evaluate habitat quality (HQ), as field surveys often yield highly variable results that challenge the accuracy and applicability of LULC-based assessments. This paper focuses on the Taihang Mountain area in Hebei Province as the study region, utilizing the Principal Component Analysis (PCA), Self-Organizing Map (SOM), and Euclidean Distance (ED) model to achieve LM classification of the area. Based on this, the InVEST-HQ assessment is conducted, employing both OLS and GWR models to analyze the correlation between HQ and LM landscape patterns. The results indicate that (1) seven major LULC types were reclassified into nine pillar LM types and eleven transitional LM types, with a significant number of ecotone types emerging between different LULC types, among which cultivated land plays the most prominent role; (2) from 2000 to 2020, the overall HQ in the study area exhibited a continuous deterioration trend, particularly marked by a notable increase in functional areas of HQ areas classified as Level I; (3) factors such as the complexity of patch edges, the continuity between patches, and the diversity of patch types all significantly impact HQ. This study introduces an innovative methodological framework for HQ assessment using LM classifications within InVEST model, offering a robust foundation for comprehensive biodiversity monitoring and informed ecological management in the study area.

Suggested Citation

  • Junming Feng & Peizheng Hao & Jing Hao & Yinran Huang & Miao Yu & Kang Ding & Yang Zhou, 2025. "Impacts of Landscape Mosaic Patterns on Habitat Quality Using OLS and GWR Models in Taihang Mountains of Hebei Province, China," Sustainability, MDPI, vol. 17(12), pages 1-30, June.
  • Handle: RePEc:gam:jsusta:v:17:y:2025:i:12:p:5503-:d:1679280
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/17/12/5503/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/2071-1050/17/12/5503/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Schindler, Stefan & von Wehrden, Henrik & Poirazidis, Kostas & Hochachka, Wesley M. & Wrbka, Thomas & Kati, Vassiliki, 2015. "Performance of methods to select landscape metrics for modelling species richness," Ecological Modelling, Elsevier, vol. 295(C), pages 107-112.
    2. Qinglong Ding & Yang Chen & Lingtong Bu & Yanmei Ye, 2021. "Multi-Scenario Analysis of Habitat Quality in the Yellow River Delta by Coupling FLUS with InVEST Model," IJERPH, MDPI, vol. 18(5), pages 1-19, March.
    3. Linlin Wu & Fenglei Fan, 2024. "A Parameter Optimized Method for InVEST Model in Sub-Pixel Scale Integrating Machine Learning Algorithm and Vegetation–Impervious Surface–Soil Model," Land, MDPI, vol. 13(11), pages 1-21, November.
    4. Xue Zhang & Lingyun Liao & Zhengduo Xu & Jiayu Zhang & Mengwei Chi & Siren Lan & Qiaochun Gan, 2022. "Interactive Effects on Habitat Quality Using InVEST and GeoDetector Models in Wenzhou, China," Land, MDPI, vol. 11(5), pages 1-19, April.
    5. Yingting He & Chuyu Xia & Zhuang Shao & Jing Zhao, 2022. "The Spatiotemporal Evolution and Prediction of Carbon Storage: A Case Study of Urban Agglomeration in China’s Beijing-Tianjin-Hebei Region," Land, MDPI, vol. 11(6), pages 1-25, June.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Huiqing Han & Zhihua Su & Guangbin Yang, 2023. "Variations of Habitat Quality and Ecological Risk and Their Correlations with Landscape Metrics in a Robust Human Disturbed Coastal Region—Case Study: Xinggang Town in Southern China," IJERPH, MDPI, vol. 20(4), pages 1-20, February.
    2. Hao Ye & Yongyong Song & Dongqian Xue, 2022. "Multi-Scenario Simulation of Land Use and Habitat Quality in the Guanzhong Plain Urban Agglomeration, China," IJERPH, MDPI, vol. 19(14), pages 1-22, July.
    3. Dong Chen & Rongrong Liu & Maoxian Zhou, 2023. "Delineation of Urban Growth Boundary Based on Habitat Quality and Carbon Storage: A Case Study of Weiyuan County in Gansu, China," Land, MDPI, vol. 12(5), pages 1-17, May.
    4. Jinming Yang & Shimei Li & Huicui Lu, 2019. "Quantitative Influence of Land-Use Changes and Urban Expansion Intensity on Landscape Pattern in Qingdao, China: Implications for Urban Sustainability," Sustainability, MDPI, vol. 11(21), pages 1-18, November.
    5. Dike Zhang & Jianpeng Wang & Ying Wang & Lei Xu & Liang Zheng & Bowen Zhang & Yuzhe Bi & Hui Yang, 2022. "Is There a Spatial Relationship between Urban Landscape Pattern and Habitat Quality? Implication for Landscape Planning of the Yellow River Basin," IJERPH, MDPI, vol. 19(19), pages 1-17, September.
    6. Wen Li & Jianwei Geng & Jingling Bao & Wenxiong Lin & Zeyan Wu & Shuisheng Fan, 2023. "Analysis of Spatial and Temporal Variations in Ecosystem Service Functions and Drivers in Anxi County Based on the InVEST Model," Sustainability, MDPI, vol. 15(13), pages 1-16, June.
    7. Jinxin Sun & Mei Han & Fanbiao Kong & Fan Wei & Xianglun Kong, 2023. "Spatiotemporal Analysis of the Coupling Relationship between Habitat Quality and Urbanization in the Lower Yellow River," IJERPH, MDPI, vol. 20(6), pages 1-16, March.
    8. Nurdan Erdoğan, 2025. "Spatiotemporal Analysis of Habitat Quality and Connectivity in Response to Land Use/Cover Change: A Case Study of İzmir," Sustainability, MDPI, vol. 17(6), pages 1-26, March.
    9. Yonghua Li & Song Yao & Hezhou Jiang & Huarong Wang & Qinchuan Ran & Xinyun Gao & Xinyi Ding & Dandong Ge, 2022. "Spatial-Temporal Evolution and Prediction of Carbon Storage: An Integrated Framework Based on the MOP–PLUS–InVEST Model and an Applied Case Study in Hangzhou, East China," Land, MDPI, vol. 11(12), pages 1-22, December.
    10. Xiaolong Xu & Kun Li & Chuanrong Li & Fang Han & Junxin Zhao & Youheng Li, 2025. "Spatial and Chronological Assessment of Variations in Carbon Stocks in Land-Based Ecosystems in Shandong Province and Prospective Predictions (1990 to 2040)," Sustainability, MDPI, vol. 17(6), pages 1-20, March.
    11. Hao Yuan & Xinyu Li & Meichen Ding & Guoqiang Shen & Mengyuan Xu, 2025. "Simulating Land Use and Evaluating Spatial Patterns in Wuhan Under Multiple Climate Scenarios: An Integrated SD-PLUS-FD Modeling Approach," Land, MDPI, vol. 14(7), pages 1-29, July.
    12. Hong Ran & Yonggang Ma & Zhonglin Xu, 2022. "Evaluation and Prediction of Land Use Ecological Security in the Kashgar Region Based on Grid GIS," Sustainability, MDPI, vol. 15(1), pages 1-14, December.
    13. Tong Lin & Dafang Wu & Muzhuang Yang & Peifang Ma & Yanyan Liu & Feng Liu & Ziying Gan, 2022. "Evolution and Simulation of Terrestrial Ecosystem Carbon Storage and Sustainability Assessment in Karst Areas: A Case Study of Guizhou Province," IJERPH, MDPI, vol. 19(23), pages 1-19, December.
    14. Ying Jiang & Yilinuer Alifujiang & Pingping Feng & Ping Yang & Jianpeng Feng, 2024. "A Simulated Assessment of Land Use and Carbon Storage Changes in the Yanqi Basin under Different Development Scenarios," Land, MDPI, vol. 13(6), pages 1-23, May.
    15. Xuan Zhang & Huali Tong & Ling Zhao & Enwei Huang & Guofeng Zhu, 2024. "Spatial and Temporal Dynamics and Multi-Scenario Forecasting of Habitat Quality in Gansu–Qinghai Contiguous Region of the Upper Yellow River," Land, MDPI, vol. 13(7), pages 1-19, July.
    16. Xianglong Xing & Yang Liu & Ri Jin & Peng Zhang & Shouzheng Tong & Weihong Zhu, 2023. "Major Role of Natural Wetland Loss in the Decline of Wetland Habitat Quality—Spatio-Temporal Monitoring and Predictive Analysis," Sustainability, MDPI, vol. 15(16), pages 1-19, August.
    17. Yi Wang & Long Zhang & Yuhong Song, 2022. "Study on the Construction of the Ecological Security Pattern of the Lancang River Basin (Yunnan Section) Based on InVEST-MSPA-Circuit Theory," Sustainability, MDPI, vol. 15(1), pages 1-22, December.
    18. Cheng Zhong & Yiming Bei & Hongliang Gu & Pengfei Zhang, 2022. "Spatiotemporal Evolution of Ecosystem Services in the Wanhe Watershed Based on Cellular Automata (CA)-Markov and InVEST Models," Sustainability, MDPI, vol. 14(20), pages 1-18, October.
    19. Yanping Zhao & Jing Luo & Tao Li & Jian Chen & Yi Mi & Kuan Wang, 2023. "A Framework to Identify Priority Areas for Restoration: Integrating Human Demand and Ecosystem Services in Dongting Lake Eco-Economic Zone, China," Land, MDPI, vol. 12(5), pages 1-20, April.
    20. Chaozhi Hao & Shuyao Wu & Wenjie Cheng & Mengna Chen & Yaofa Ren & Xiaoqing Chang & Linbo Zhang, 2025. "Spatiotemporal Relationship Between Landscape Pattern and Ecosystem Service Connectivity in Wetland Environment: Evidence from Yellow River Delta, China," Land, MDPI, vol. 14(2), pages 1-23, January.

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;
    ;
    ;

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jsusta:v:17:y:2025:i:12:p:5503-:d:1679280. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.