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Modeling Impacts of Climate Change on Crop Yield

Modeling Impacts of Climate Change on Crop Yield
Author: Tongxi Hu
Publisher:
Total Pages: 0
Release: 2021
Genre: Climatic changes
ISBN:

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Climate change is threatening food security as it is generally perceived to have negative impacts on agricultural production. Understanding this impact is central to adaptations to reduce potential yield loss. However, yield responses to changes in climate are complicated and have not been well understood. This project aims to characterize yield responses to the changing climate by utilizing modeling approaches, which in turn will help develop decision-supporting tools to inform policy or adaptation strategies. In this dissertation, we address several questions in modeling the impact of climate change on crop yield. First, in Chapter 2, we reviewed and synthesized current progress and findings from studies in the last 21 years using data-driven approaches. We found that previous studies generally agree that warming will negatively affect crop yields. For example, maize, wheat, soybean, and rice yield could be reduced by 7.5 ± 5.3%, 6.0 ± 3.3%, 6.8 ± 5.9%, and 1.2 ± 5.2% with 1 °C warming. Climate change could account for 37% of yield variability across the world. We also identified challenges and issues in previous studies, and thus developed a Bayesian model framework in Chapter 3 to overcome part of these challenges. The proposed Bayesian model framework was used in Chapter 4 to characterize spatial variations in yield responses to changes in climate variables with response curves. These response curves could help us identify what threats crop yield of a county is facing or will face and inform adaptation strategies to deal with these threats. If without adaptions, projected climate conditions of more than 36 climate models under four Coupled Model Intercomparison Project 5 (CMIP5) scenarios would benefit crops in some areas but could also cause severe yield loss in others. These yield changes are location- and scenario-specific. The Henry County in northern Ohio, for example, would have a yield increase of 1.2% and 0.7% under RCP 2.6 and 6.0 (both scenarios are moderate warming), and a yield decline of 0.1% and 3.1% under RCP 4.5 and 8.5 when both temperature and precipitation increase too much. In addition to the data-driven approach, Chapters 5 and 6 proposed a mechanism-driven approach to simulate crop growth by combining radiative transfer and photosynthesis processes (RP). This approach holds the promise to simulate crop growth under future climate conditions which are featured with elevated CO2 concentration, frequent extreme events such as heatwaves. Our assessment of this approach indicates that its simulations have overall good agreement with either flux data measured by Eddy covariance (correlation > 0.8) or field observations of crop yields (a correlation of 0.79). We then integrated the RP approach to a widely used agroecosystem model—the Environmental Policy Integrated Climate (EPIC) and test its utility in quantifying crop yield and soil organic carbon (SOC) changes in the context of climate change through a case study at a watershed level. The simulated crop yields have an agreement of 0.92 with reported yields by USDA-NASS during 2006 and 2013. The model estimated that SOC change (-31.7 Mg C ha-1) is also consistent with estimates using inventory methods or model simulations in previous studies. Projected yields of maize, soybean, and winter wheat could be reduced by -26.12%, -27.3%, and -4.4%, and SOC stock could experience a reduction with a range from 36.1~41.5 Mg C ha-1 for 2036-2043 under climate conditions projected by 5 climate models form four CMIP6 scenarios (i.e., SSP 2.6, 4.5, 7.0, and 8.5). The results from this dissertation highlight the potential of these tools in helping us understand the impacts of climate change on crop yields and make adaptation strategies to fight climate change.


Improving Modeling Tools to Assess Climate Change Effects on Crop Response

Improving Modeling Tools to Assess Climate Change Effects on Crop Response
Author: Jerry L. Hatfield
Publisher: John Wiley & Sons
Total Pages: 240
Release: 2020-01-22
Genre: Technology & Engineering
ISBN: 0891183515

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Crop model intercomparison and improvement are required to advance understanding of the impact of future climate change on crop growth and yield. The initial efforts undertaken in the Agriculture Model Intercomparison and Improvement Project (AgMIP) led to several observations where crop models were not adequately simulating growth and development. These studies revealed where enhanced efforts should be undertaken in experimental data to quantify the carbon dioxide × temperature × water interactions in plant growth and yield. International leaders in this area held a symposium at the 2013 ASA, CSSA, and SSSA Annual Meeting to discuss this topic. This volume in the Advances in Agricultural Systems Modeling series presents experimental observations across crops and simulation modeling outcomes and addresses future challenges in improving crop simulation models. IN PRESS! This book is being published according to the “Just Published” model, with more chapters to be published online as they are completed.


Climate Change

Climate Change
Author: Nelson, Gerald C.
Publisher: Intl Food Policy Res Inst
Total Pages: 30
Release: 2009
Genre: Political Science
ISBN: 0896295354

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This Food Policy Report presents research results that quantify the climate-change impacts mentioned above, assesses the consequences for food security, and estimates the investments that would offset the negative consequences for human well-being.


Effects of Climate Change and Variability on Agricultural Production Systems

Effects of Climate Change and Variability on Agricultural Production Systems
Author: Otto C. Doering III
Publisher: Springer Science & Business Media
Total Pages: 296
Release: 2012-12-06
Genre: Science
ISBN: 1461509696

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Effects of Climate Change and Viarability on the Agricultural Production Systems provides an integrated assessment of global climate change's impact on agriculture at the farm level, in the context of farm level adaptation decisions. Ten agricultural areas in the Upper Midwest region - the heart of the United States' corn belt - were subjected to climate change and changing climate variability scenarios through simulations of future climate using results from general circulation models. Crop growth models, calibrated to the study sites, were used to simulate yields under varying climate conditions. Farm level production and economic analyses were performed to determine what adaptation strategies might be best utilized to maintain production and profitability for producers under conditions of global climate change and changing climate variability. Similar integrated analyses from Australia and Argentina provide comparisons from different regions.


Crop Growth Simulation Modelling And Climate Change

Crop Growth Simulation Modelling And Climate Change
Author: M. Mohanty
Publisher: Scientific Publishers
Total Pages: 345
Release: 2015-06-01
Genre: Technology & Engineering
ISBN: 9386102293

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This book on “Crop Growth Simulation Modelling and Climate Change”. A group of authors have dealt with different aspects of crop modelling viz., Crop growth simulation models in agricultural crop production, Applications of Crop Growth Simulation Models in Climate Change Assessments, Biophysical impacts and priorities for adaptation of agricultural crops in a changing climate, Climate change projections – India’s Perspective, Impact of Rising Atmospheric CO2 concentration on Plant and Soil processes, Modelling the impact of climate change on soil erosion in stabilization and destabilization of soil organic carbon, Simulating Crop Yield, Soil Processes, Greenhouse Gas Emission and Climate Change Impacts with APSIM, InfoCrop Model, CropSyst model and its application in natural resource management, Climate change and crop production system: assessing the consequences for food security, A biophysical model to analyze climate change impacts on rainfed rice productivity in the mid-hills of Northeast India, AquaCrop Modelling: A Water Driven Simulation Model, Conservation Agriculture: A strategy to cope with Climate Change, Effect of climate change on productivity of wheat and possible mitigation strategies using DSSAT model in foot hill of Western Himalayas, Integrating Remote Sensing Data in Crop Process Models, Climate change impact assessment using DSSAT model, Decision Support System for Managing Soil Fertility and Productivity in Agriculture, De-Nitrification De-Composition Model - An Introduction for SOC Simulations, Crop Simulation Modeling for Climate Risk assessment: Adaptation and Mitigation Measures and Rules of Simulations, Rothamsted Carbon (RothC) Model and its Application in Agriculture etc.


Climate Change Effect on Crop Productivity

Climate Change Effect on Crop Productivity
Author: Rakesh S. Sengar
Publisher: CRC Press
Total Pages: 542
Release: 2014-11-13
Genre: Nature
ISBN: 148222920X

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Explore the Relationship between Crop and Climate Agricultural sustainability has been gaining prominence in recent years and is now becoming the focal point of modern agriculture. Recognizing that crop production is very sensitive to climate change, Climate Change Effect on Crop Productivity explores this timely topic in-depth. Incorporating contributions by expert scientists, professors, and researchers from around the world, it emphasizes concerns about the current state of agriculture and of our environment. This text analyzes the global consequences to crop yields, production, and risk of hunger linking climate and socioeconomic scenarios. Addresses Biotechnology, Climate Change, and Plant Productivity The book contains 19 chapters covering issues such as CO2, ozone on plants, productivity fertilization effect, UV (ultraviolet) radiation, temperature, and stress on crop growth. The text discusses the impact of changing climate on agriculture, environment stress physiology, adaptation mechanism, climate change data of recent years, impact of global warming, and climate change on different crops. It explores the overall global picture in terms of the effect of crops to climate change during abiotic stress and considers strategies for offsetting and adapting to ongoing climate change. Details how and why climate change occurs and how it effects crop productivity and agriculture Considers what measures should be taken to mitigate the effect of climate change on agriculture Highlights the effect of climate change on crop productivity, the invention of new technology, and strategies for agriculture practice to adapt to climate change Provides an analysis of the global warming effect on crop productivity due to climate change and long-term agriculture technique development Confirms the asymmetry between potentially severe agricultural damages such as the effect on crop yield due to variation in temperature Reports on the results of experiments to assess the effects of global climate change on crop productivity An asset to agriculturists, environmentalists, climate change specialists, policy makers, and research scholars, Climate Change Effect on Crop Productivity provides relevant information and opportunities for productive engagement and discussion among government negotiators, experts, stakeholders, and others concerned about climate change and agriculture.


Modeling the Impact of Climate Change on Rice Production in Asia

Modeling the Impact of Climate Change on Rice Production in Asia
Author: Robin B. Matthews
Publisher: Int. Rice Res. Inst.
Total Pages: 306
Release: 1995
Genre: Gardening
ISBN: 0851989594

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The book quantifies the impact of climate change on rice production using crop simulation models and integrates existing knowledge of the effects of increased levels of carbon dioxide and temperature. Detailed scenarios are provided for selected major rice-producing countries in Asia: Japan, India, Malaysia, South Korea, China and the Philippines.


Climate Change and Global Crop Productivity

Climate Change and Global Crop Productivity
Author: K. R. Reddy
Publisher: CABI
Total Pages: 492
Release: 2000-04-25
Genre: Science
ISBN: 9780851997094

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Annotation. Worldwide climatic changes have been raising concerns about potential changes to crop yields and production systems. Such concerns include the ability to accommodate these uncertain effects in order to ensure an adequate food supply for an increasing population. Written by leadinginternational experts, this book is the first comprehensive examination of the potential effects climate change, particularly green house gases, will have on agroecosystems. It also reviews the effects such systems have on climate change itself.


Modeling Impacts of Climate Change and Agricultural Management on Watershed Outputs in Midwestern USA

Modeling Impacts of Climate Change and Agricultural Management on Watershed Outputs in Midwestern USA
Author: Awoke Dagnew Teshager
Publisher:
Total Pages: 246
Release: 2016
Genre: Agricultural ecology
ISBN:

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Applications of the SWAT model typically involve delineation of a watershed into subwatersheds/subbasins that are then further subdivided into hydrologic response units (HRUs) which are homogeneous areas of aggregated soil, landuse, and slope and are the smallest modeling units used within the tool. In a standard SWAT application, multiple potential HRUs (farm fields) in a subbasin are usually aggregated into a single HRU feature. In other words, the standard version of the model combines multiple potential HRUs (farm fields) with the same landuse/landcover (LULC), soil, and slope, but located in different places within a subbasin (spatially non-unique), and considers them as one HRU. In this study, ArcGIS pre-processing procedures were developed to spatially define a one-to-one match between farm fields and HRUs (spatially unique HRUs) within a subbasin prior to SWAT simulations to facilitate input processing, input/output mapping, and further analysis at the individual farm field level. Model input data such as LULC, soil, crop rotation and other management data were processed through these HRUs. The SWAT model was then calibrated/validated for the Raccoon River watershed in Iowa for 2002 to 2010 and the Big Creek River watershed in Illinois for 2000 to 2003. SWAT was able to replicate annual, monthly and daily streamflow, as well as sediment, nitrate and mineral phosphorous within recommended accuracy in most cases. The one-to-one match between farm fields and HRUs created and used in this study is a first step in performing LULC change, climate change impact, and other analyses in a more spatially explicit manner. The calibrated and validated SWAT model was then used to assess agricultural scenario and climate change impacts on watershed water quantity, quality, and crop yields. Modeling impacts of agricultural scenarios and climate change on surface water quantity and quality provides useful information for planning effective water, environmental, and land use policies. Despite the significant impacts of agriculture on water quantity and quality, limited literature exists modeling the combined impacts of agricultural scenarios and climate change on crop yields and watershed hydrology. Here, SWAT, was used to model the combined impacts of five agricultural scenarios and three climate scenarios downscaled using eight climate models. These scenarios were implemented in a well calibrated SWAT model for the Raccoon River watershed (RRW), IA. We run the scenarios for the historical baseline, early-century, mid-century, and late-century periods. Results indicate that historical and more corn intensive agricultural scenarios with higher CO2 emissions consistently result in more water in the streams and greater water quality problems, especially late in the 21st century. Planting more switchgrass, on the other hand, results in less water in the streams and water quality improvements relative to the baseline. For all given agricultural landscapes simulated, all flow, sediment and nutrient outputs increase from early-to-late century periods for the RCP4.5 and RCP8.5 climate scenarios. We also find that corn and switchgrass yields are negatively impacted under RCP4.5 and RCP8.5 scenarios in the mid and late 21st century. Finally, various agricultural best management practice (BMP) scenarios were evaluated for their efficiency in alleviating watershed water quality problems. The vast majority of the literature on efficiency assessment of BMPs in alleviating water quality problems base their scenarios analysis on identifying subbasin level simulation results. In the this study, we used spatially explicit HRUs, defined using ArcGIS-based pre-processing methodology, to identify Nitrate (NO3) and Total Suspended Solids (TSS) hotspots at the HRU/field level, and evaluate the efficiency of selected BMPs in a large watershed, RRW, using the SWAT model. Accordingly, analysis of fourteen management scenarios were performed based on systematic combinations of five agricultural BMPs (fertilizer/manure management, changing cropland to perennial grass, vegetative filter strips, cover crops and shallower tile drainage systems) aimed to reduce NO3 and TSS yields from targeted hotspot areas in the watershed at field level. Moreover, implications of climate change on management practices, and impacts of management practices on water availability and crop yield and total production were assessed. Results indicated that either implementation of multiple BMPs or conversion of an extensive area into perennial grass may be required to sufficiently reduce nitrate loads to meet the drinking water standard. Moreover, climate change may undermine the effectiveness of management practices, especially late in the 21 st century. The targeted approach used in this study resulted in slight decreases in watershed average crop yields, hence the reduction in total crop production is mainly due to conversion of croplands to perennial grass.


Modeling Potential Impacts of Future Climate Change in Mzimba District, Malawi, 2040-2070

Modeling Potential Impacts of Future Climate Change in Mzimba District, Malawi, 2040-2070
Author: Gama, Arthur Chibwana
Publisher: Intl Food Policy Res Inst
Total Pages: 19
Release:
Genre: Social Science
ISBN:

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This study investigates possible climate change patterns over the period 2040 to 2070 in order to assess the potential economic impacts for crop-livestock integrating and non-integrating farmers in Mzimba district in northern Malawi. Thirty year historical climate data were used with 20 Global Circulation Models (GCM) to generate plausible future climates. Future maize yields then were simulated using the APSIM crop model. The Trade-Off Analysis model for Multi-Dimensional Impact Assessment (TOA-MD) framework was used with the crop model results for economic analysis.