Remote Sensing-Based Assessment of Dry-Season Forage Quality for Improved Rangeland Management in Sahelian Ecosystems

IF 2.4 3区 环境科学与生态学 Q2 ECOLOGY Rangeland Ecology & Management Pub Date : 2024-07-11 DOI:10.1016/j.rama.2024.05.009
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Abstract

Residents of the Sahel depend on livestock, but harsh environmental conditions during the dry season limit rangeland forage, which is the main source of livestock feed. Al-though operational tools exist for assessing and monitoring forage quantity during the dry season, assessments of forage quality are lacking. We addressed this gap by developing satellite-based monitoring of forage quality across Sahelian rangelands during the dry season. Acid detergent fiber (ADF), neutral detergent fiber (NDF), and crude protein (CP) content (%) were measured in forage samples collected from 11 sites across the Senegalese rangelands in 2021. Multilinear (MML) regression and support vector machine (SVM) models were calibrated with spectral indices to estimate these parameters of forage quality. The vegetation variables assessed were herbaceous mass (HQ), woody foliage mass (LQ), and total fo-rage mass (HLQ). The MML regression provided the most accurate estimates for CP (HQ: R2 = 0.81, LQ: R2 = 0.72, and HLQ: R2 = 0.70), ADF (HQ: R2 = 0.70, LQ: R2 = 0.77, and HLQ: R2 = 0.61), and NDF (HQ: R2 = 0.47, LQ: R2 = 0.83, and HLQ: R2 = 0.60). Temporal analysis revealed a slight decrease in CP and an increase in fiber during the dry season. Spatial analysis indicated that CP was higher in the steppe zone than in the savanna zone, and a decrease correlated with the rainfall gradient. The HQ alone was insufficient to meet livestock needs during the dry season, highlighting the importance of woody plants as an additional forage source. These findings will improve feed balance calculations in Sahelian countries, enable more sustainable use of rangelands, and contribute to the resilience of Sahelian communities to climate change.

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基于遥感技术评估旱季牧草质量,改善萨赫勒生态系统的牧场管理
萨赫勒地区的居民以牲畜为生,但旱季恶劣的环境条件限制了作为牲畜饲料主要来源的牧场草料。虽然有评估和监测旱季牧草数量的实用工具,但缺乏对牧草质量的评估。针对这一空白,我们开发了基于卫星的旱季萨赫勒牧场草料质量监测系统。我们测量了 2021 年从塞内加尔牧场 11 个地点采集的牧草样本中的酸性洗涤纤维 (ADF)、中性洗涤纤维 (NDF) 和粗蛋白 (CP) 含量(%)。利用光谱指数校准了多线性(MML)回归和支持向量机(SVM)模型,以估算这些牧草质量参数。评估的植被变量包括草本质量(HQ)、木质叶质量(LQ)和总茎质量(HLQ)。MML 回归对 CP(HQ:R2 = 0.81;LQ:R2 = 0.72;HLQ:R2 = 0.70)、ADF(HQ:R2 = 0.70;LQ:R2 = 0.77;HLQ:R2 = 0.61)和 NDF(HQ:R2 = 0.47;LQ:R2 = 0.83;HLQ:R2 = 0.60)的估计最为准确。时间分析表明,在旱季,CP 略有下降,而纤维有所增加。空间分析表明,草原区的 CP 高于热带草原区,CP 的下降与降雨梯度有关。在旱季,仅靠HQ不足以满足牲畜的需求,这突出了木本植物作为额外饲料来源的重要性。这些发现将改善萨赫勒国家的饲料平衡计算,使牧场的利用更具可持续性,并有助于萨赫勒社区抵御气候变化。
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来源期刊
Rangeland Ecology & Management
Rangeland Ecology & Management 农林科学-环境科学
CiteScore
4.60
自引率
13.00%
发文量
87
审稿时长
12-24 weeks
期刊介绍: Rangeland Ecology & Management publishes all topics-including ecology, management, socioeconomic and policy-pertaining to global rangelands. The journal''s mission is to inform academics, ecosystem managers and policy makers of science-based information to promote sound rangeland stewardship. Author submissions are published in five manuscript categories: original research papers, high-profile forum topics, concept syntheses, as well as research and technical notes. Rangelands represent approximately 50% of the Earth''s land area and provision multiple ecosystem services for large human populations. This expansive and diverse land area functions as coupled human-ecological systems. Knowledge of both social and biophysical system components and their interactions represent the foundation for informed rangeland stewardship. Rangeland Ecology & Management uniquely integrates information from multiple system components to address current and pending challenges confronting global rangelands.
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