科罗拉多前山脉罕见的大规模排污事件的制图与分析

IF 3.6 2区 农林科学 Q2 ENVIRONMENTAL SCIENCES
Janusz Godziek, Łukasz Pawlik, Brian Buma
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引用次数: 0

摘要

风扰动(吹落、抛风)是由特定的气象条件造成的,其中阵风速度是一个关键因素。我们绘制并分析了2020年美国科罗拉多前山脉(CFR)的排污图。我们(1)开发并测试了基于Sentinel 2数据和变化向量分析(CVA)的可调排污制图工作流,并将其输出与全球森林变化(GFC)数据进行比较;(2)探索土壤扰动模式;(3)分析地形对排污发生的影响。CVA映射基于(1)使用事件后和事件前图像计算的差异图像,(2)使用差异图像的两个波段计算的参数:表示变化量的幅度和表示变化类型的方向。该方法可根据所需的误差特性进行调整,例如,真阳性率与假阳性率。在我们的测试分析中,我们以66%-67%的真阳性率(TPR)平衡CVA输出和GFC数据,假阳性率(FPR)分别为0.9%和3%。CVA可调,TPR可达88.7%,FPR可调至17.8%。在我们的测试景观中,排污导致土壤扰动,根板体积为0.1-0.8 m3。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
The Mapping and Analysis of the Infrequent, Large-Scale Blowdown Event in the Colorado Front Range

Wind disturbance (blowdown, windthrow) results from particular meteorological conditions, where wind gust speed is a key factor. We map and analyze the 2020 blowdown in the Colorado Front Range (CFR), US. We (1) develop and test a tunable blowdown mapping workflow based on Sentinel 2 data and change vector analysis (CVA) and compare its output with the Global Forest Change (GFC) data, (2) explore soil disturbance patterns, and (3) analyze the impact of topography on blowdown occurrence. The CVA mapping is based on (1) the difference image computed using post- and pre-event images and (2) the parameters calculated using two bands of the difference image: magnitude representing the amount of change and direction referring to the type of change. The methodology is tunable for desired error characteristics, for example, true positive vs. false positive rates. For our test analysis, we balanced the CVA output and GFC data at a true positive rate (TPR) of 66%–67%, with a false positive rate (FPR) of 0.9% and 3%, respectively. The CVA can be adjusted to achieve a TPR up to 88.7%, which increases the FPR to 17.8%. In our test landscape, the blowdown led to soil disturbances, with root plate volumes of 0.1–0.8 m3.

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来源期刊
Land Degradation & Development
Land Degradation & Development 农林科学-环境科学
CiteScore
7.70
自引率
8.50%
发文量
379
审稿时长
5.5 months
期刊介绍: Land Degradation & Development is an international journal which seeks to promote rational study of the recognition, monitoring, control and rehabilitation of degradation in terrestrial environments. The journal focuses on: - what land degradation is; - what causes land degradation; - the impacts of land degradation - the scale of land degradation; - the history, current status or future trends of land degradation; - avoidance, mitigation and control of land degradation; - remedial actions to rehabilitate or restore degraded land; - sustainable land management.
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