Integrative Biology Journals

JOURNAL OF FORESTRY RESEARCH ›› 2026, Vol. 37 ›› Issue (1): 1-.DOI: 10.1007/s11676-025-01938-4

• Original Paper •    

High‑resolution climate downscaling using terrain features and global circulation models: applications for species suitability in the management of plantation forestr

Jaco‑Pierre van der Merwe1,2, Elane van Heerden3, Ilaria Germishuizen4,5, Nanette Christie6, James Kok2, Thandekile Ncongwane2, Katharine Spencer2, Mandlakazi Melane3, Shawn D. Mansfield1,7, Yolandi Ernst8   

  1. 1Department of Wood Science, University of British Columbia, Vancouver, BC V6T 1Z4, Canada 

    2Research Division, York Timbers, Sabie, Mpumalanga, South Africa 

    3Planning Division, York Timbers, Sabie, Mpumalanga, South Africa

    4Institute for Commercial Forestry Research, Pietermaritzburg, KZN, South Africa 

    5Department of Forestry, Stellenbosch University, Stellenbosch, Western Cape, South Africa 

    6Department Biochemistry, Genetics and Microbiology, University of Pretoria, Pretoria, Gauteng, South Africa 

    7Department of Botany, University of British Columbia, Vancouver, BC V6T 1Z4, Canada 

    8Global Change Institute, University of the Witwatersrand, Johannesburg, Gauteng, South Africa

  • Received:2024-11-18 Accepted:2025-03-27 Online:2025-11-11 Published:2026-01-01
  • Supported by:
    This study is supported by the Department of Science, Technology and Innovation (DSTI), South Africa and Forestry South Africa (FSA).

Abstract: The forestry landscape is being climatically redefined due to global warming. Limited knowledge is available on whether introduced pine species will be viable for plantation forestry in South Africa. Existing global circulation models were scaled down to a finer resolution by incorporating historical climate data, global positioning, and terrain conditions (terrain scaling). Terrain scaling of mean annual maximum temperature (MAT-max), minimum temperature (MAT-min), and median annual precipitation rainfall (MAP-median) was statistically significant, achieving R2 values of 0.70, 0.78 and 0.90, respectively. Decadal climate change was analyzed for the period ranging from 2020 to 2060. Future decadal temperatures were found to increase and were generally greater in high-altitude regions compared to low-altitude regions. MAT-max increased by up to 1.7 °C and MAT-min by 0.4 °C by 2060. MAP-median decreased by up to 10% by 2060, with high-rainfall areas in low-altitude regions being more greatly impacted. Climate suitability was determined for Pinus elliottii, P. taeda, P. patula and the hybrid P. patula × P. tecunumanii by harnessing existing species-specific climate threshold models for the region. Current and future conditions were found to be most suitable for P. patula × P. tecunumanii plantations. Isolated climate niches with warmer, drier conditions were best suited for P. patula plantations, while warm, humid conditions favoured P. elliottii plantations. None of the current and future climatic conditions were suitable for P. taeda plantations. A similar approach can be applied to forestry regions globally to enable pre-emptive tree breeding and the introduction of new forest species due to climate change. Similar content being viewed by others

Key words: Climate change , Downscaling , GCM , Pinus , Plantation forestry

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