Biodiversitas Journal of Biological Diversity
Vol. 27 No. 3 (2026)

Modeling the current habitat suitability of genus Selaginella in Java, Indonesia

AHMAD DWI SETYAWAN (Department of Environmental Science, Faculty of Mathematics and Natural Sciences, Universitas Sebelas Maret. Jl. Ir. Sutami 36A Surakarta 57126, Central Java, Indonesia)
SUTARNO SUTARNO (Department of Biology, Faculty of Mathematics and Natural Sciences, Universitas Sebelas Maret. Jl. Ir. Sutami 36A Surakarta 57126, Central Java, Indonesia)
SUGIYARTO SUGIYARTO (Department of Biology, Faculty of Mathematics and Natural Sciences, Universitas Sebelas Maret. Jl. Ir. Sutami 36A Surakarta 57126, Central Java, Indonesia)
SUNARTO SUNARTO (Department of Biology, Faculty of Mathematics and Natural Sciences, Universitas Sebelas Maret. Jl. Ir. Sutami 36A Surakarta 57126, Central Java, Indonesia)
MUHAMMAD NUR SULTON (Department of Environmental Science, Faculty of Mathematics and Natural Sciences, Universitas Sebelas Maret. Jl. Ir. Sutami 36A Surakarta 57126, Central Java, Indonesia)
GILANG DWI NUGROHO (Biodiversity Study Club, Faculty of Mathematics and Natural Sciences, Universitas Sebelas Maret. Jl. Ir. Sutami 36A Surakarta 57126, Central Java, Indonesia)
ILYAS NURSAMSI (School of Earth and Environmental Science, Faculty of Science, The University of Queensland. St Lucia 4072, Brisbane, Queensland, Australia)



Article Info

Publish Date
28 Apr 2026

Abstract

Abstract. Setyawan AD, Sutarno, Sugiyarto, Sunarto, Sulton MN, Nugroho GD, Nursamsi I. 2026. Modeling the current habitat suitability of genus Selaginella in Java, Indonesia. Biodiversitas 27 (3): d270342. https://doi.org/10.13057/biodiv/d270342. Species Distribution Models (SDMs) have become essential tools in ecology, biogeography, biodiversity conservation, and natural resource management. Among the available approaches, Maximum Entropy (MaxEnt) is widely used to predict species distributions based on occurrence records and environmental variables. Selaginella (Selaginellaceae) is a lycophyte genus that depends on moist environmental conditions because free water is required for fertilization, making its distribution closely associated with climatic factors. This study aimed to model the current habitat suitability of Selaginella in Java, Indonesia, and to identify the climatic and topographic variables influencing its distribution. Occurrence records were compiled from field surveys, herbarium collections, and biodiversity databases, yielding 1,962 filtered records representing 21 accepted species and one unidentified accession. After data cleaning and 5-km spatial thinning, 811 occurrence records from 434 localities were retained for modeling. Twenty-two environmental predictors were evaluated, and model performance was assessed using cross-validation and Jackknife analyses. The MaxEnt model achieved good predictive performance (AUC = 0.811), indicating reasonably reliable discrimination between suitable and unsuitable habitats. Habitat suitability was primarily influenced by elevation (28.9%), Solar Radiation in April (19.4%), Precipitation of the Warmest Quarter (17.2%), and Annual Precipitation (17.0%). Response curves indicated optimal suitability at elevations of approximately 1,000–1,500 m above sea level under humid climatic conditions with high annual rainfall. Suitable habitats covered approximately 63,870.41 km², representing 49.19% of Java’s land area, and were concentrated in mountainous regions of West Java, Central Java, East Java, and the Dieng Plateau. These findings demonstrate that climatic and topographic conditions strongly influence the distribution of Selaginella in Java and provide a valuable baseline for conservation planning, habitat management, and future climate-change assessments.

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Journal Info

Abbrev

biodiv

Publisher

Subject

Agriculture, Biological Sciences & Forestry Biochemistry, Genetics & Molecular Biology

Description

The Biodiversitas Journal was first published in 2000 by the Department of Biology, FMNS, Universitas Sebelas Maret, Surakarta, Indonesia, then in 2006 it was co-published by the Society for Indonesian Biodiversity and that department; since 2017 it was also hosted by Smujo. From 2003-2012 it was ...