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Title: Uncertainties in estimating global potential yields and their impacts for long-term modeling

Journal Article · · Food Security
 [1]; ORCiD logo [2];  [1]
  1. Univ. of Maryland, Frostburg, MD (United States)
  2. Pacific Northwest National Lab. (PNNL), Richland, WA (United States). Joint Global Change Research Institute

Estimating realistic potential yields by crop type and region is challenging; such yields depend on both biophysical characteristics (e.g., soil characteristics, climate, etc.), and the crop management practices available in any site or region (e.g., mechanization, irrigation, crop cultivars). A broad body of literature has assessed potential yields for selected crops and regions, using several strategies. In this study we first analyze future potential yields of major crop types globally by two different estimation methods, one of which is based on historical observed yields (“Empirical”), while the other is based on biophysical conditions (“Simulated”). Potential yields by major crop and region are quite different between the two methods; in particular, Simulated potential yields are typically 200% higher than Empirical potential yields in tropical regions for major crops. Applying both of these potential yields in yield gap closure scenarios in a global agro-economic model, GCAM, the two estimates of future potential yields lead to very different outcomes for the agricultural sector globally. In the Simulated potential yield closure scenario, Africa, Asia, and South America see comparatively favorable outcomes for agricultural sustainability over time: low land use change emissions, low crop prices, and high levels of self-sufficiency. In contrast, the Empirical potential yield scenario is characterized by a heavy reliance on production and exports in temperate regions that currently practice industrial agriculture. At the global level, this scenario has comparatively high crop commodity prices, and more land allocated to crop production (and associated land use change emissions) than either the baseline or Simulated potential yield scenarios. This study highlights the importance of the choice of methods of estimating potential yields for agro-economic modeling.

Research Organization:
Pacific Northwest National Lab. (PNNL), Richland, WA (United States)
Sponsoring Organization:
USDOE Office of Science (SC); National Science Foundation (NSF)
Grant/Contract Number:
AC05-76RL01830
OSTI ID:
1899359
Report Number(s):
PNNL-SA-167243
Journal Information:
Food Security, Vol. 14, Issue 5; ISSN 1876-4517
Publisher:
SpringerCopyright Statement
Country of Publication:
United States
Language:
English

References (44)

An AgMIP framework for improved agricultural representation in integrated assessment models journal November 2017
The role of global agricultural market integration in multiregional economic modeling: Using hindcast experiments to validate an Armington model journal December 2021
Cereal yield gaps across Europe journal November 2018
The parallel system for integrating impact models and sectors (pSIMS) journal December 2014
Negative Impact on Calorie Intake Associated with the 2006–08 Food Price Crisis in Latin America journal June 2011
The Global Gridded Crop Model Intercomparison phase 1 simulation dataset journal May 2019
Moirai Version 3: A Data Processing System to Generate Recent Historical Land Inputs for Global Modeling Applications at Various Scales journal January 2020
Unravelling the variability and causes of smallholder maize yield gaps in Ethiopia journal December 2019
Cattle ranching intensification in Brazil can reduce global greenhouse gas emissions by sparing land from deforestation journal April 2014
GEPIC – modelling wheat yield and crop water productivity with high resolution on a global scale journal May 2007
Feeding ten billion people is possible within four terrestrial planetary boundaries journal January 2020
Climate forcing datasets for agricultural modeling: Merged products for gap-filling and historical climate series estimation journal January 2015
Yield gap analysis with local to global relevance—A review journal March 2013
25 years of the WOFOST cropping systems model journal January 2019
Climate change impacts on crop productivity in Africa and South Asia journal September 2012
Closing yield gaps through nutrient and water management journal August 2012
Global investigation of impacts of PET methods on simulating crop-water relations for maize journal May 2016
The Global Gridded Crop Model Intercomparison: data and modeling protocols for Phase 1 (v1.0) journal January 2015
Climate change effects on agriculture: Economic responses to biophysical shocks journal December 2013
Simulating soil C dynamics with EPIC: Model description and testing against long-term data journal February 2006
Wheat yield gaps across smallholder farming systems in Ethiopia journal February 2021
Soil carbon management in large-scale Earth system modelling: implications for crop yields and nitrogen leaching journal January 2015
EPIC model parameters for cereal, oilseed, and forage crops in the northern Great Plains region journal July 1995
Global wheat production potentials and management flexibility under the representative concentration pathways journal November 2014
Whose gap Counts? the role of Yield gap Analysis Within a Development-Oriented Agronomy journal July 2018
Meeting the Global Food Demand of the Future by Engineering Crop Photosynthesis and Yield Potential journal March 2015
The yield gap of global grain production: A spatial analysis journal June 2010
From field to atlas: Upscaling of location-specific yield gap estimates journal June 2015
GCAM v5.1: representing the linkages between energy, water, land, climate, and economic systems journal January 2019
Land-use futures in the shared socio-economic pathways journal January 2017
Are scenario projections overly optimistic about future yield progress? journal September 2020
Modeling agriculture in the Community Land Model journal January 2013
Crop Yield Gaps: Their Importance, Magnitudes, and Causes journal November 2009
Addressing Research Bottlenecks to Crop Productivity journal June 2021
The Shared Socioeconomic Pathways and their energy, land use, and greenhouse gas emissions implications: An overview journal January 2017
When yield gaps are poverty traps: The paradigm of ecological intensification in African smallholder agriculture journal March 2013
The DSSAT cropping system model journal January 2003
Modelling the role of agriculture for the 20th century global terrestrial carbon balance journal March 2007
Risk of increased food insecurity under stringent global climate change mitigation policy journal July 2018
Global hunger and climate change adaptation through international trade journal July 2020
Climate analogues suggest limited potential for intensification of production on current croplands under climate change journal September 2016
Rising Food Prices, Food Price Volatility, and Social Unrest journal June 2014
Agricultural productivity and greenhouse gas emissions: trade-offs or synergies between mitigation and food security? journal July 2013
Can sub-Saharan Africa feed itself? journal December 2016