Mapping Cropland Intensification in Ecuador through Spectral Analysis of MODIS NDVI Time Series

IF 3.3 2区 农林科学 Q1 AGRONOMY Agronomy-Basel Pub Date : 2023-09-06 DOI:10.3390/agronomy13092329
L. Recuero, Lilian Maila, Víctor Cicuéndez, César Sáenz, J. Litago, Lucia Tornos, S. Merino-de-Miguel, A. Palacios-Orueta
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Abstract

Multiple cropping systems constitute an essential agricultural practice that will ensure food security within the increasing demand of basic cereals as a consequence of global population growth and climate change effects. In this regard, there is a need to develop new methodologies to adequately monitor cropland intensification. The main objective of this research was to assess cropland intensification by means of spectral analysis of MODIS NDVI time series in a high cloudiness tropical area such as Ecuador. A surface of 89,225 ha of the main staple crops in this country, which are rice and maize crops, was monitored to assess the evolution of the number of crop cycles. The 20-year period of NDVI time series was used to calculate the periodograms across four subperiods (2001–2005, 2006–2010, 2011–2015, 2016–2020). The maximum ordinate value of each periodogram was used as an indicator of the number of growing crop cycles per year identifying single-, double-, and triple-cropping systems in each subperiod. Cropland intensification was assessed by comparing the cropping system between the subperiods. Results reveal that more than half of the studied croplands experienced changes in the cropping systems, and 40% showed positive trends in terms of the number of growing crop cycles, being principally located near the main rivers where irrigation facilitates crop development during the dry season. Therefore, the area under single cropping decreased from over 60,000 ha in the first subperiod to less than 50,000 ha in the last two subperiods. The cropland surface subjected to multi-cropping practices increased during the second decade of the study period, with a double-cropping system being more widely used than growing three crops per year, reaching surfaces of 24,400 ha and 10,450 ha in the last subperiod, respectively. The robust results obtained in this research show the great potential of the periodogram approach for the discrimination of cropping systems and for mapping intensification areas in tropical regions where dealing with noisy remote sensing time series as a consequence of high cloudiness is a great challenge.
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基于MODIS NDVI时间序列的厄瓜多尔耕地集约化制图
复种制是一种基本的农业做法,在全球人口增长和气候变化影响导致基本谷物需求不断增加的情况下,复种制将确保粮食安全。在这方面,有必要发展新的方法来充分监测农田集约化。本研究的主要目的是通过对厄瓜多尔等高云量热带地区MODIS NDVI时间序列的光谱分析来评估农田集约化。监测了该国89 225公顷的主要粮食作物,即水稻和玉米作物,以评估作物周期数量的演变。利用NDVI时间序列的20年周期,计算了2001-2005年、2006-2010年、2011-2015年、2016-2020年四个子周期的周期图。每个周期图的最大纵坐标值作为每年生长作物周期数的指标,确定每个子周期的单、双、三熟制度。通过比较不同时期的种植制度来评价耕地集约化程度。结果表明,超过一半的研究农田经历了种植制度的变化,40%的农田在作物生长周期数量方面表现出积极的趋势,这些农田主要位于主要河流附近,在旱季灌溉有利于作物生长。因此,单作面积从第一个子期的6万多公顷减少到后两个子期的不到5万公顷。在研究期间的第二个十年,实行复种的耕地面积增加了,复种制度比每年种植三种作物更广泛地使用,在最后一个分期分别达到24,400公顷和10,450公顷。本研究获得的结果表明,周期图方法在作物系统识别和热带地区集约化区制图方面具有巨大的潜力,在热带地区,处理高云量导致的噪声遥感时间序列是一个巨大的挑战。
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来源期刊
Agronomy-Basel
Agronomy-Basel Agricultural and Biological Sciences-Agronomy and Crop Science
CiteScore
6.20
自引率
13.50%
发文量
2665
审稿时长
20.32 days
期刊介绍: Agronomy (ISSN 2073-4395) is an international and cross-disciplinary scholarly journal on agronomy and agroecology. It publishes reviews, regular research papers, communications and short notes, and there is no restriction on the length of the papers. Our aim is to encourage scientists to publish their experimental and theoretical research in as much detail as possible. Full experimental and/or methodical details must be provided for research articles.
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