Accuracy assessment of the geomorphon approach to detect ecological sites in the Dry Chaco region of Argentina

IF 5.4 1区 农林科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Catena Pub Date : 2024-09-19 DOI:10.1016/j.catena.2024.108409
Rubén D. Coria , Colby Brungard , Amanda L. Vizgarra , Lucas M. Moretti , Guillermo A. Schulz , Darío M. Rodríguez
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Abstract

Ecological sites are a classification of local-land types based on differences in important environmental factors including soil properties, slope and landscape position within a geomorphologic and climatic zone. The concept is pivotal to conduct adaptative management in arid rangelands because it defines homogeneous areas over which specific soil-vegetation-disturbance dynamic occurs. Geomorphon is a computationally efficient method that uses Digital Elevation Models (DEMs) for the classification of landforms at multiple scales. The objective of this study was to evaluate the accuracy of the geomorphon approach to map ecological sites in a 11,259-ha study area within the Dry Chaco region of Argentina, utilizing local topographic positions along soil catena as a predictor of broader ecological sites classes. We used two DEM pixel resolutions (12.5 m and 30 m) and optimized the flatness threshold (t) and search radius (L) geomorphon parameters. As “ground truth” we used legacy data of 62 soil profiles descriptions. The geomorphon elements detected were reclassified into the three main ecological sites of the study area: highlands, midlands and lowlands. We used the overall disagreement (D) as the main metric for evaluating the accuracy of ecological site classifications. We found that: i) the lowest t value (0.05°) captured subtle topographical changes and thus more effectively reflected the soil-landscape relationship, and ii) larger L values paired with the lower pixel resolution (30 m) diminished the impact of minor landforms, improving the accuracy of ecological site detections. We determined that the geomorphon model with the pixel resolution of 30 m, t-value of 0.05°, and L-value of 12 produced the ecological site classification map with the highest accuracy, achieving a moderate-high accuracy (D of 33.9 %). Our study suggests that the geomorphon approach shows potential for consistent, reproducible and easily updatable ecological site mapping over larger areas.

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阿根廷干查科地区地貌探测方法的准确性评估
生态地点是根据重要环境因素(包括土壤特性、坡度以及地貌和气候区内的景观位置)的差异对当地土地类型进行的分类。这一概念对于在干旱牧场进行适应性管理至关重要,因为它定义了发生特定土壤-植被-干扰动态变化的同质区域。Geomorphon 是一种计算效率高的方法,它使用数字高程模型 (DEM) 在多个尺度上对地貌进行分类。本研究的目的是评估地貌学方法在阿根廷干查科地区 11,259 公顷研究区域内绘制生态地点地图的准确性,利用沿土壤导管的局部地形位置来预测更广泛的生态地点类别。我们使用了两种 DEM 像素分辨率(12.5 米和 30 米),并优化了平坦度阈值(t)和搜索半径(L)地貌参数。作为 "地面实况",我们使用了 62 个土壤剖面描述的遗留数据。检测到的地貌要素被重新划分为研究区域的三个主要生态地点:高地、中地和低地。我们将总体分歧(D)作为评估生态地点分类准确性的主要指标。我们发现:i)最低的 t 值(0.05°)捕捉到了细微的地形变化,因此更有效地反映了土壤与地貌的关系;ii)较大的 L 值与较低的像素分辨率(30 米)相匹配,削弱了次要地貌的影响,提高了生态地点检测的准确性。我们确定,像素分辨率为 30 米、t 值为 0.05°、L 值为 12 的地貌模型生成的生态地点分类图准确度最高,达到了中等偏上的准确度(D 为 33.9%)。我们的研究表明,地貌方法具有在更大范围内绘制一致、可重现且易于更新的生态地点图的潜力。
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来源期刊
Catena
Catena 环境科学-地球科学综合
CiteScore
10.50
自引率
9.70%
发文量
816
审稿时长
54 days
期刊介绍: Catena publishes papers describing original field and laboratory investigations and reviews on geoecology and landscape evolution with emphasis on interdisciplinary aspects of soil science, hydrology and geomorphology. It aims to disseminate new knowledge and foster better understanding of the physical environment, of evolutionary sequences that have resulted in past and current landscapes, and of the natural processes that are likely to determine the fate of our terrestrial environment. Papers within any one of the above topics are welcome provided they are of sufficiently wide interest and relevance.
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