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Climate Risks and Stock Market Volatility over a Century in an Emerging Market Economy: The Case of South Africa 一个新兴市场经济体百年来的气候风险与股市波动:南非案例
IF 3.7 Q2 Earth and Planetary Sciences Pub Date : 2024-05-08 DOI: 10.3390/cli12050068
Kejin Wu, S. Karmakar, Rangan Gupta, Christian Pierdzioch
Because climate change broadcasts a large aggregate risk to the overall macroeconomy and the global financial system, we investigate how a temperature anomaly and/or its volatility affect the accuracy of forecasts of stock return volatility. To this end, we do not apply only the classical GARCH and GARCHX models, but rather we apply newly proposed model-free prediction methods, and use GARCH-NoVaS and GARCHX-NoVaS models to compute volatility predictions. These two models are based on a normalizing and variance-stabilizing transformation (NoVaS transformation) and are guided by a so-called model-free prediction principle. Applying the new models to data for South Africa, we find that climate-related information is helpful in forecasting stock return volatility. Moreover, the novel model-free prediction method can incorporate such exogenous information better than the classical GARCH approach, as revealed by the the squared prediction errors. More importantly, the forecast comparison test reveals that the advantage of applying exogenous information related to climate risks in prediction of the South African stock return volatility is significant over a century of monthly data (February 1910–February 2023). Our findings have important implications for academics, investors, and policymakers.
由于气候变化会给整个宏观经济和全球金融体系带来巨大的总体风险,因此我们研究了温度异常和/或其波动性如何影响股票收益波动预测的准确性。为此,我们不仅应用了经典的 GARCH 和 GARCHX 模型,还应用了新提出的无模型预测方法,并使用 GARCH-NoVaS 和 GARCHX-NoVaS 模型来计算波动率预测。这两个模型基于归一化和方差稳定变换(NoVaS 变换),并遵循所谓的无模型预测原则。将新模型应用于南非的数据,我们发现与气候相关的信息有助于预测股票收益波动。此外,与经典的 GARCH 方法相比,新的无模型预测方法能更好地纳入这些外生信息,这一点从预测误差平方中可以看出。更重要的是,预测比较测试表明,在一个世纪的月度数据(1910 年 2 月至 2023 年 2 月)中,应用与气候风险相关的外生信息预测南非股票收益波动的优势是显著的。我们的研究结果对学术界、投资者和政策制定者具有重要意义。
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引用次数: 0
Developing a Drought Resilience Matrix to Evaluate Water Supply Alternatives 开发抗旱能力矩阵以评估供水替代方案
IF 3.7 Q2 Earth and Planetary Sciences Pub Date : 2024-05-07 DOI: 10.3390/cli12050066
Krystal Okpa, Zeinab Farahmandfar, Masoud Negahban-Azar
Cities around the world are facing increased sensitivity to drought effects. Climate-change-induced drought affects not only the natural hydrology of the broad macroclimate but also those in the urban microclimates. The increasing frequency and duration of droughts are creating challenges for urban water utilities to convey water through distribution systems to customers reliably and consistently. This has led many urban areas like San Francisco, California, to search for unique alternative water supply projects to help bolster the drought resilience of the coupled human and natural water system. This paper focuses on applying the features of resilience (i.e., plan, adapt, absorb, and recover) through a drought resilience matrix to water supply alternatives to analyze how the addition of these projects would increase the overall water system’s drought resilience. San Francisco, California, was used as the case study to test the use of this matrix. Three portfolios (modifying existing supply, recycling, and desalination, as well as local approaches) were created and tested in the matrix. Each portfolio is composed of various alternative water supply projects that the San Francisco Public Utilities Commission (SFPUC) is considering for implementation. Results concluded that the local approaches portfolio provided the most drought resilience, with the recycling and desalination portfolio providing the least resilience. The study approach and the presented findings will provide guidance to water utility professionals in supply planning to enhance drought resilience.
世界各地的城市正面临着对干旱影响日益敏感的问题。气候变化引发的干旱不仅影响到宏观气候中的自然水文,也影响到城市微气候中的自然水文。干旱发生的频率越来越高,持续时间越来越长,这给城市供水公司通过配水系统向用户可靠、持续地输送水资源带来了挑战。这促使许多城市地区(如加利福尼亚州旧金山)寻找独特的替代供水项目,以帮助提高人类与自然耦合供水系统的抗旱能力。本文重点通过抗旱能力矩阵,将抗旱能力的特征(即计划、适应、吸收和恢复)应用到替代供水项目中,分析增加这些项目将如何提高整个供水系统的抗旱能力。加利福尼亚州旧金山作为案例研究,测试了该矩阵的使用。在矩阵中创建并测试了三个组合(修改现有供应、循环利用、海水淡化以及当地方法)。每个组合都由旧金山公用事业委员会(SFPUC)正在考虑实施的各种替代供水项目组成。结果表明,当地方法组合的抗旱能力最强,而循环利用和海水淡化组合的抗旱能力最弱。该研究方法和提出的研究结果将为水务专业人员的供水规划提供指导,以提高抗旱能力。
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引用次数: 0
A Survey of African Weather and Climate Extremes 非洲极端天气和气候调查
IF 3.7 Q2 Earth and Planetary Sciences Pub Date : 2024-05-05 DOI: 10.3390/cli12050065
M. Jury
A survey of African weather and climate extremes in the period 1970–2023 reveals spatial and temporal patterns of intense dry and wet spells, associated with meteorological conditions and consequences. Seasonal wind storms occur along coasts facing the Mozambique Channel, the Gulf of Guinea, the Mediterranean, and the Southern Ocean. Desiccating evaporation is found along the edge of the Sahara and Kalahari Deserts, as well as in lowland subtropical river valleys. The Palmer Drought Severity Index (PDSI) and net outgoing longwave radiation (OLR) reflect precipitation–evaporation balance and guide regional evaluation. Temporal fluctuations are dominated by inter-decadal oscillations and drying/moistening trends over Southeast/West Africa, respectively. Localized floods and droughts are frequent, but widespread impacts are rare, suggesting that the transfer of resources from surplus to deficit regions is possible. Various case studies focus on (i) tropical cyclone impacts, (ii) monsoon moisture flux, and (iii) coastal upwelling. African communities have become resilient in the face of extreme weather and have shown that adaptation is possible, but further mitigating efforts are needed so that macro-economic progress does not come with harmful secondary consequences.
对 1970-2023 年期间非洲极端天气和气候的调查揭示了与气象条件和后果相关的强烈干旱和潮湿现象的时空模式。莫桑比克海峡、几内亚湾、地中海和南大洋沿岸会出现季节性风暴。撒哈拉沙漠和卡拉哈里沙漠边缘以及亚热带低地河谷出现干燥蒸发现象。帕尔默干旱严重程度指数(PDSI)和净外向长波辐射(OLR)反映了降水-蒸发平衡,并指导区域评估。时间上的波动主要是年代际振荡和东南/西非的干燥/湿润趋势。局部洪水和干旱频繁发生,但大范围影响却很少见,这表明资源有可能从盈余地区转移到赤字地区。各种案例研究的重点是:(i) 热带气旋的影响;(ii) 季风水汽通量;(iii) 海岸上升流。非洲社区在面对极端天气时已经具备了复原力,并表明适应是可能的,但还需要进一步的缓解努力,以便宏观经济的进步不会带来有害的次生后果。
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引用次数: 0
Evapotranspiration Analysis in Central Italy: A Combined Trend and Clustering Approach 意大利中部蒸散量分析:趋势与聚类相结合的方法
IF 3.7 Q2 Earth and Planetary Sciences Pub Date : 2024-05-03 DOI: 10.3390/cli12050064
F. Di Nunno, N. Diodato, Gianni Bellocchi, C. Tricarico, G. de Marinis, F. Granata
Climate change is increasingly influencing the water cycle, hindering the effective management of water resources in various sectors. Lazio, central Italy, exhibits a wide range of climatic conditions, stretching from the Tyrrhenian coast to the Apennines. This study assessed a crucial aspect of climate change, focusing specifically on reference evapotranspiration (ETo) and its associated hydrological variables. The seasonal Mann–Kendall (MK) test was used to assess trends in gridded data. The K-means algorithm was then applied to divide Lazio into four homogeneous regions (clusters), each characterized by distinct trends in hydrological variables. The analysis revealed statistically significant increasing trends (p ≤ 0.01) in temperature, solar radiation, and ETo, with more marked effects observed in the coastal and hilly clusters. In contrast, statistically significant decreasing trends (p ≤ 0.01) were observed for relative humidity, while no statistically significant trends (p > 0.01) were observed for precipitation. This study’s methodology, combining trend analysis and clustering, provides a comprehensive view of ETo dynamics in Lazio, aiding in pattern recognition and identifying regions with similar trends.
气候变化对水循环的影响越来越大,阻碍了各行各业对水资源的有效管理。意大利中部的拉齐奥地区气候条件差异很大,从第勒尼安海沿岸一直延伸到亚平宁山脉。本研究对气候变化的一个重要方面进行了评估,特别关注参考蒸散量(ETo)及其相关的水文变量。采用季节性曼-肯德尔(MK)检验来评估网格数据的趋势。然后采用 K-means 算法将拉齐奥分为四个同质区域(群组),每个区域的水文变量都具有不同的趋势。分析表明,温度、太阳辐射和蒸散发(ETo)在统计学上呈显著上升趋势(p ≤ 0.01),沿海和丘陵地区的影响更为明显。相比之下,相对湿度呈统计学意义上的显著下降趋势(p ≤ 0.01),而降水量则无统计学意义上的显著趋势(p > 0.01)。这项研究的方法结合了趋势分析和聚类分析,提供了拉齐奥地区蒸散发动态的全面视图,有助于模式识别和识别具有相似趋势的地区。
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引用次数: 0
Investigating Road Ice Formation Mechanisms Using Road Weather Information System (RWIS) Observations 利用道路气象信息系统(RWIS)观测数据调查道路结冰形成机制
IF 3.7 Q2 Earth and Planetary Sciences Pub Date : 2024-05-02 DOI: 10.3390/cli12050063
Menglin Jin, D. G. McBroom
Ice formation on roads leads to a higher incidence of accidents and increases winter de-icing/anti-icing costs. This study analyzed 3 years (2019–2021) of Road Weather Information System (RWIS) sub-hourly measurements collected by the Montana Department of Transportation (MDT) to understand the first-order factors of road ice formation and its mechanisms. First, road ice is formed only when the road pavement surface temperature is equal to or below the freezing point (i.e., 32 °F (i.e., 0 °C)), while the corresponding 2 m air temperature could be above 32 °F. Nevertheless, when the road pavement was below 32 °F ice often did not form on the roads. Therefore, one challenge is to know under what conditions road ice forms. Second, the pavement surface temperature is critical for road ice formation. The clear road (i.e., with no ice or snow) surface pavement temperature is generally warmer than the air temperature during both day and night. This feature is different from a natural land surface, where the land skin temperature is lower than the air temperature on cloud-free nights due to radiative cooling. Third, subsurface temperature, measured using a RWIS subsurface sensor below a road surface, did not vary as much as the pavement temperature and, thus, may not be a good index for road ice formation. Fourth, urban heat island effects lead to black ice formation more frequently than roads located in other regions. Fifth, evaporative cooling from the water surface near a road segment further reduces the outlying air temperature, a mechanism that increases heat loss for bridges or lake-side roads in addition to radiative cooling. Additionally, mechanical lifting via mountains and hills is also an efficient mechanism that makes the air condense and, consequently, form ice on the roads. Forecasting road ice formation is in high demand for road safety. These observed features may help to develop a road ice physical model consisting of functions of hyper-local weather conditions, local domain knowledge, the road texture, and geographical environment.
道路结冰会导致更高的事故发生率,并增加冬季除冰/防冰成本。本研究分析了蒙大拿州交通部(MDT)收集的 3 年(2019-2021 年)道路气象信息系统(RWIS)每小时的测量数据,以了解道路结冰形成的一阶因素及其机理。首先,只有当路面表面温度等于或低于冰点(即 32 °F(即 0 °C))时才会形成路面冰,而相应的 2 米空气温度可能高于 32 °F。然而,当路面温度低于 32 华氏度时,路面上往往不会结冰。因此,我们面临的一个挑战就是要知道道路结冰是在什么条件下形成的。其次,路面表面温度对路冰的形成至关重要。在白天和夜晚,清晰的路面(即没有冰雪的路面)表面温度通常高于空气温度。这一特点与自然地表不同,在自然地表,由于辐射冷却,无云夜晚的地表温度低于空气温度。第三,使用路面下的 RWIS 次表层传感器测量的次表层温度变化不如路面温度大,因此可能不是路面结冰的良好指标。第四,城市热岛效应导致黑冰形成的频率高于其他地区的道路。第五,路段附近水面的蒸发冷却会进一步降低外围空气温度,除了辐射冷却外,这种机制还会增加桥梁或湖边道路的热量损失。此外,通过山脉和丘陵的机械抬升也是一种有效机制,可使空气凝结,从而在道路上结冰。预测道路结冰对道路安全的要求很高。这些观测到的特征可能有助于开发一个由超本地天气条件、本地领域知识、道路纹理和地理环境函数组成的道路结冰物理模型。
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引用次数: 0
Perception and Reality: How the Depths of the High Waters in Venice Apparently Change with the Reference System 感知与现实:威尼斯高水位的深度如何随参照系统发生明显变化
IF 3.7 Q2 Earth and Planetary Sciences Pub Date : 2024-05-01 DOI: 10.3390/cli12050062
Dario Camuffo
Over the centuries, the depths of the most severe storm surges that have flooded Venice have been measured using different reference frames, i.e., related to the algae belt (CM), mean sea level (MSL), local land (ZMPS), large-scale leveling (IGM), and satellite altimetry (SA). Some reference frames, i.e., IGM and SA, are absolute, while the others are relative and represent two different physical points of view, i.e., CM and MSL refer to the sea that is rising and ZMPS refers to the land that is subsiding. The perceptions derived from the different systems are contradictory. This paper discusses and compares surges from 1821 to 2021 measured with these frames, also including the commemorative plaques that report the flood depths on walls in Venice. The paper explains the consequences of a change in frame and zero reference, and it transforms the flooding depths from the original systems to make them homogeneous. The severity of flooding changes in terms of rating with the choice of frame. In the 19th century, five storm surges exceeded the famous level of 1966 and, if they were to recur today or in the future, the sea level rise and the local land subsidence that have occurred in the meantime would greatly exacerbate the situation.
几个世纪以来,淹没威尼斯的最严重风暴潮的深度是用不同的参照系测量的,即与藻类带(CM)、平均海平面(MSL)、当地陆地(ZMPS)、大尺度夷平(IGM)和卫星测高(SA)有关的参照系。一些参照系,即 IGM 和 SA,是绝对的,而其他参照系则是相对的,代表两个不同的物理视角,即 CM 和 MSL 指的是正在上升的海洋,而 ZMPS 指的是正在下沉的陆地。从不同系统得出的认识是相互矛盾的。本文讨论并比较了用这些框架测量的 1821 年至 2021 年的涌浪,还包括报告威尼斯墙上洪水深度的纪念牌。本文解释了框架和零参考变化的后果,并对原有系统中的洪水深度进行了转换,使其具有同质性。洪水的严重程度随着框架的选择而在等级上发生变化。在 19 世纪,有五次风暴潮超过了 1966 年的著名水位,如果这些风暴潮在今天或将来再次发生,那么在此期间出现的海平面上升和当地土地下沉将大大加剧这种情况。
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引用次数: 0
Spatiotemporal Assessment of Surface Solar Dimming in India: Impacts of Multi-Level Clouds and Atmospheric Aerosols 印度地表日光暗淡的时空评估:多层云层和大气气溶胶的影响
IF 3.7 Q2 Earth and Planetary Sciences Pub Date : 2024-03-30 DOI: 10.3390/cli12040048
Ashwin Vijay Jadhav, P. Rahul, Vinay Kumar, Umesh Chandra Dumka, R. Bhawar
Surface solar radiation (SSR) is a fundamental energy source for an equitable and sustainable future. Meteorology-induced variability increases uncertainty in SSR, thereby limiting its reliability due to its intermittent nature. This variability depends on several meteorological factors, including clouds, atmospheric gases, and aerosol concentrations. This research investigates the detailed impact of different levels of clouds and aerosols on SSR across India. Utilizing satellite data with reanalysis retrievals, the research covers a span of three decades (30 years), from 1993 to 2022. Aerosols contributed to an average attenuation of ~13.33% on SSR, while high, mid, and low cloud conditions showed much stronger impacts, with an attenuation of ~30.80%, ~40.10%, and ~44.30%, respectively. This study reveals an alarming pattern of increasing cloud impact (Cimpact) on SSR in the recent decade, with a significant increasing rate of ~0.22% year−1 for high cloud (HCimpact) and ~0.13% year−1 for mid cloud (MCimpact) impact, while low cloud impact (LCimpact) showed minimal change. The trend of aerosol impact (Aimpact) also showed an average increase of ~0.14% year−1 across all regions. The findings underscore the imperative of considering climatic variables while studying the growing solar dimming. Our findings also will assist policymakers and planners in better evaluating the solar energy resources across India.
地表太阳辐射(SSR)是实现公平和可持续未来的基本能源。气象引起的变异性增加了 SSR 的不确定性,从而因其间歇性而限制了其可靠性。这种可变性取决于多种气象因素,包括云、大气气体和气溶胶浓度。本研究调查了不同程度的云和气溶胶对印度各地 SSR 的详细影响。研究利用卫星数据和再分析检索,涵盖了从 1993 年到 2022 年的三十年(30 年)时间跨度。气溶胶对 SSR 的平均衰减率约为 13.33%,而高云、中云和低云条件的影响更大,衰减率分别约为 30.80%、40.10% 和 44.30%。该研究揭示了近十年来云层对 SSR 的影响(Cimpact)不断增加的惊人模式,高云(HCimpact)和中云(MCimpact)的影响分别以 ~0.22% 和 ~0.13% 的年增长率显著增加,而低云影响(LCimpact)则变化甚微。气溶胶影响(Aimpact)的趋势也显示,所有地区平均每年增加约 0.14%。这些发现强调,在研究日趋严重的太阳暗化现象时,必须考虑气候变量。我们的研究结果还将帮助决策者和规划者更好地评估印度各地的太阳能资源。
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引用次数: 0
Adaptation Attitudes Are Guided by “Lived Experience” Rather than Electoral Interests: Evidence from a Survey Experiment in Bangladesh 适应态度受 "生活经验 "而非选举利益的引导:孟加拉国调查实验的证据
IF 3.7 Q2 Earth and Planetary Sciences Pub Date : 2024-03-26 DOI: 10.3390/cli12040047
Todd A. Eisenstadt, Sk Tawfique M. Haque, Michael A. Toman, Matthew Wright
After decades of presuming that climate adaptation is a private good benefitting only those receiving resources to reduce individual climate risks, respondents in a survey experiment among the climate-vulnerable in Bangladesh chose less-particularistic adaptation projects than “electoral connection” disaster relief theories predict and more “short-sighted” projects than international diplomats anticipate. This article reports on the experiment, which asked a representative national sample of Bangladeshis whether they favor spending funds on short-term particularistic solutions (disaster relief stockpiles), medium-term inclusionary and non-excludable solutions (ocean embankments), or long-term, public goods solutions (the development of flood-resistant rice seeds). More respondents chose “middle ground” embankment spending, and a statistically significant change in respondent propensities was tied to their lived experience with climate vulnerability rather than electoral incentives. The logic of their choices contradicts existing explanations, implying that a reconsideration of vulnerable community preferences, and how to address them, may be needed.
几十年来,人们一直假定气候适应是一种私人物品,只有那些接受资源以降低个人气候风险的人才能从中受益,但在孟加拉国气候弱势群体的一项调查实验中,受访者选择的适应项目的特殊性低于 "选举联系 "救灾理论的预测,而 "短视 "项目的选择则高于国际外交官的预期。本文报告了该实验的情况,该实验询问了具有代表性的孟加拉国全国样本,他们是否赞成将资金用于短期特殊性解决方案(救灾储备)、中期包容性和非排他性解决方案(海洋堤坝)或长期公益性解决方案(开发抗洪水稻种子)。更多的受访者选择了 "中间地带 "的堤坝支出,受访者倾向性的显著变化与他们在气候脆弱性方面的生活经验有关,而不是与选举激励有关。他们的选择逻辑与现有的解释相矛盾,这意味着可能需要重新考虑脆弱社区的偏好以及如何解决这些偏好。
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引用次数: 0
A Move Towards Developing Usable Climate Change Adaptation and Mitigation Services for the Agricultural Sector 向为农业部门开发可用的气候变化适应和减缓服务迈进
IF 3.7 Q2 Earth and Planetary Sciences Pub Date : 2024-03-20 DOI: 10.3390/cli12030046
M. Moeletsi, Mitsuru Tsubo
Dryland farming is at the center of increasing pressure to produce more food for the growing population in an environment that is highly variable and with high expectations for the standard of their production systems. While there is mounting pressure for increased productivity, the responsibility to protect the environment and diminish the agricultural sector’s carbon footprint is receiving growing emphasis. Achieving these two goals calls for a consolidated effort to ensure that the scientific community and service providers partner with farmers to create a sustainable food production system that does not harm the environment. In this paper, we studied the nature of the services present in the market and identified ways that could be used to improve the climate services available to the agricultural sector. Important factors that could increase the usability of climate services include coproduction, context-specific information, innovation, demand-driven services, timeliness of services, highly applicable information, provision of services in the correct format, services that increase user experience, specificity of services to a locale, and services that are easily accessible.
旱地农业面临着越来越大的压力,需要在多变的环境中为不断增长的人口生产更多的粮食,同时对其生产系统的标准也有很高的要求。在提高生产率的压力与日俱增的同时,保护环境和减少农业部门碳足迹的责任也日益受到重视。要实现这两个目标,需要各方共同努力,确保科学界和服务提供商与农民合作,创建一个不损害环境的可持续粮食生产系统。在本文中,我们研究了市场上现有服务的性质,并确定了可用于改善农业部门气候服务的方法。可提高气候服务可用性的重要因素包括:共同生产、针对具体情况的信息、创新、需求驱动型服务、服务的及时性、高度适用的信息、以正确的格式提供服务、可增加用户体验的服务、针对当地具体情况的服务以及易于获取的服务。
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引用次数: 0
Safe Sowing Windows for Smallholder Farmers in West Africa in the Context of Climate Variability 气候多变性背景下西非小农的安全播种期
IF 3.7 Q2 Earth and Planetary Sciences Pub Date : 2024-03-17 DOI: 10.3390/cli12030044
S. M. Agoungbome, Marie-claire ten Veldhuis, N. C. van de Giesen
Climate variability poses great challenges to food security in West Africa, a region heavily dependent on rainfall for farming. Identifying sowing strategies that minimize yield losses for farmers in the region is crucial to securing their livelihood. In this paper, we investigate three sowing strategies to assess their ability to identify safe sowing windows for smallholder farmers in the Sudanian region of West Africa (WA) in the context of a changing climate. The GIS version of the FAO crop model, AquaCrop-GIS, is used to simulate the yield response of maize (Zea mays L.) to varying sowing dates throughout the rainy season across WA. Based on an average of 38 years of data per grid cell, we identify safe sowing windows across the Sudanian region that secure at least 90% of maximal yield. We find that current sowing strategies, based on minimum thresholds for rainfall accumulated over a period that are widely applied in the region, carry a higher risk of yield failure, especially at the beginning of the rainy season. This analysis shows that delaying sowing for a month to mid-June in the central region (east of Lon 8.5°W), and to early August in the semi-arid areas is a safer strategy that ensures optimal yields. A comparison between the periods 1982–1991 and 1992–2019 shows a negative shift for LO10 mm and LO20 mm, suggesting a wetter regime compared to the dry periods of the 1970s and 1980s. On the contrary, we observe a positive shift in the safe window strategy, highlighting the need for precautions due to erratic rainfall at the beginning of the season. The precipitation-based strategies hold a high risk, while the safe sowing window strategy, easily accessible to smallholder farmers, is more fitting, given the current climate.
西非是一个严重依赖降雨进行耕作的地区,气候的多变性给该地区的粮食安全带来了巨大挑战。确定播种策略,最大限度地减少该地区农民的产量损失,对于保障他们的生计至关重要。在本文中,我们研究了三种播种策略,以评估它们在气候变化背景下为西非苏丹地区小农确定安全播种窗口的能力。本文使用粮农组织作物模型 AquaCrop-GIS 的地理信息系统版本来模拟玉米(Zea mays L.)在整个西非雨季期间对不同播种日期的产量反应。根据每个网格单元平均 38 年的数据,我们确定了整个苏丹地区的安全播种窗口,这些窗口可确保至少 90% 的最高产量。我们发现,目前的播种策略是基于该地区广泛采用的一段时间内累积降雨量的最低阈值,但这种策略存在较高的歉收风险,尤其是在雨季开始时。分析表明,在中部地区(西经 8.5 度以东)将播种期推迟一个月至 6 月中旬,在半干旱地区推迟一个月至 8 月初,是确保获得最佳产量的较安全策略。对 1982-1991 年和 1992-2019 年这两个时期进行比较后发现,LO10 毫米和 LO20 毫米出现了负变化,这表明与 20 世纪 70 年代和 80 年代的干旱时期相比,当时的气候更为湿润。相反,我们观察到安全窗口策略出现了正向变化,这表明由于雨季开始时降雨量不稳定,需要采取预防措施。基于降水量的策略具有高风险,而安全播种窗口策略则更适合当前的气候条件,因为小农户很容易采用这种策略。
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引用次数: 0
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