Next Article in Journal
Quantification of Foraging Areas for the Northern Bald Ibis (Geronticus eremita) in the Northern Alpine Foothills: A Random Forest Model Fitted with Optical and Actively Sensed Earth Observation Data
Previous Article in Journal
Interannual Variability of the Congo River Plume-Induced Sea Surface Salinity
Previous Article in Special Issue
Detection of Invasive Black Locust (Robinia pseudoacacia) in Small Woody Features Using Spatiotemporal Compositing of Sentinel-2 Data
 
 
Font Type:
Arial Georgia Verdana
Font Size:
Aa Aa Aa
Line Spacing:
Column Width:
Background:
Article

Assessing the Dynamics of Plant Species Invasion in Eastern-Mediterranean Coastal Dunes Using Cellular Automata Modeling and Satellite Time-Series Analyses

1
School of Plant Sciences & Food Security, The George S. Wise Faculty of Life Sciences, Tel Aviv University, Tel Aviv 69978, Israel
2
Department of Geography and Human Environment, The Porter School of the Environment and Earth Sciences, Tel Aviv University, Tel Aviv 69978, Israel
*
Author to whom correspondence should be addressed.
Remote Sens. 2022, 14(4), 1014; https://doi.org/10.3390/rs14041014
Submission received: 12 January 2022 / Revised: 13 February 2022 / Accepted: 15 February 2022 / Published: 19 February 2022
(This article belongs to the Special Issue Remote Sensing of Invasive Species)

Abstract

Biological invasion is a major contributor to local and global biodiversity loss, in particular in dune ecosystems. In this study we evaluated current and future cover expansion of the invasive plant species, Heterotheca subaxillaris, and Acacia saligna, in the Mediterranean coastal plain of Israel. This is the first effort to quantify current surface cover of the focal species in this area. We reconstructed plant cover for 1990–2020 using Landsat time series and modeled future potential expansion using cellular automata (CA) modeling. The overall accuracy of the results varied in the range 85–95% and the simulated plant growth using CA varied between 74% and 84%, for A. saligna and H. subaxillaris, respectively. The surface area covered by H. subaxillaris in 2020, 45 years since its introduction, was approximately 81 km2. Acacia saligna covered an area of 74.6 km2, while the vacant area available for potential spread of these two species was 630 km2. Heterotheca subaxillaris showed a mean expansion rate of 107% per decade from 2000 to 2020, while the mean expansion rate of A. saligna was lower, ranging between 48% and 54% within the same time period. Furthermore, based on the plant expansion model simulation we estimated that A. saligna and H. subaxillaris will continue to spread by 60% per decade, on average, from 2020 to 2070, with a maximum growth rate of 80% per decade during 2040–2050. According to future expansion projections, the species will cover all open vacant areas by 2070 (95% of the total vacant area) and most areas will be shared by both species.
Keywords: Acacia saligna; cellular automata modeling; coastal dunes; grid-based spatial analysis; Heterotheca subaxillaris; invasive species; remote sensing classification Acacia saligna; cellular automata modeling; coastal dunes; grid-based spatial analysis; Heterotheca subaxillaris; invasive species; remote sensing classification

Share and Cite

MDPI and ACS Style

Kozhoridze, G.; Dor, E.B.; Sternberg, M. Assessing the Dynamics of Plant Species Invasion in Eastern-Mediterranean Coastal Dunes Using Cellular Automata Modeling and Satellite Time-Series Analyses. Remote Sens. 2022, 14, 1014. https://doi.org/10.3390/rs14041014

AMA Style

Kozhoridze G, Dor EB, Sternberg M. Assessing the Dynamics of Plant Species Invasion in Eastern-Mediterranean Coastal Dunes Using Cellular Automata Modeling and Satellite Time-Series Analyses. Remote Sensing. 2022; 14(4):1014. https://doi.org/10.3390/rs14041014

Chicago/Turabian Style

Kozhoridze, Giorgi, Eyal Ben Dor, and Marcelo Sternberg. 2022. "Assessing the Dynamics of Plant Species Invasion in Eastern-Mediterranean Coastal Dunes Using Cellular Automata Modeling and Satellite Time-Series Analyses" Remote Sensing 14, no. 4: 1014. https://doi.org/10.3390/rs14041014

APA Style

Kozhoridze, G., Dor, E. B., & Sternberg, M. (2022). Assessing the Dynamics of Plant Species Invasion in Eastern-Mediterranean Coastal Dunes Using Cellular Automata Modeling and Satellite Time-Series Analyses. Remote Sensing, 14(4), 1014. https://doi.org/10.3390/rs14041014

Note that from the first issue of 2016, this journal uses article numbers instead of page numbers. See further details here.

Article Metrics

Back to TopTop