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Tropical Tree Crop Simulation with a Process-Based, Daily Timestep Simulation Model (ALMANAC): Description of Model Adaptation and Examples with Coffee and Cocoa Simulations

Journal Article · · Agronomy (Online)
 [1];  [2];  [3];  [4];  [1];  [5];  [5];  [6];  [7]
  1. US Dept. of Agriculture (USDA), Temple, TX (United States). Agricultural Research Service (ARS), Grassland Soil and Water Research Lab.
  2. Agronomic Institute of Pernambuco (IPA), Recife, PE (Brazil)
  3. Texas A & M Univ., College Station, TX (United States)
  4. Oak Ridge Institute for Science and Education (ORISE), Temple, TX (United States)
  5. Texas A&M AgriLife Research, Temple, TX (United States). Blackland Research and Extension Center
  6. Instituto Nacional de Investigaciones Forestales, Agricolas y Pecuarias (INIFAP), Aguascalientes (Mexico)
  7. United States Geological Survey (USGS), Hilo, HI (United States). Pacific Islands Climate Adaptation Science Center (PICASC)
Coffee (Coffea species) and Cocoa (Theobroma cacao) are important cash crops grown in the tropics but traded globally. This study was conducted to apply the ALMANAC model to these crops for the first time, and to test its ability to simulate them under agroforestry management schemes and varying precipitation amounts. To create this simulation, coffee was grown on a site in Kaua’i, Hawai’i, USA, and cocoa was grown on a site in Sefwi Bekwai, Ghana. A stand-in for a tropical overstory tree was created for agroforestry simulations using altered parameters for carob, a common taller tropical tree for these regions. For both crops, ALMANAC was able to realistically simulate yields when compared to the collected total yield data. On Kaua’i, the mean simulated yield was 2% different from the mean measured yield, and in all three years, the simulated values were within 10% of the measured values. For cocoa, the mean simulated yield was 3% different from the mean measured yield and the simulated yield was within 10% of measured yields for all four available years. When precipitation patterns were altered, in Ghana, the wetter site showed lower percent changes in yield than the drier site in Hawai’i. When agroforestry-style management was simulated, a low Leaf Area Index (LAI) of the overstory showed positive or no effect on yields, but when LAI climbed too high, the simulation was able to show the detrimental effect this competition had on crop yields. These simulation results are supported by other literature documenting the effects of agroforestry on tropical crops. This research has applied ALMANAC to new crops and demonstrated its simulation of different management and environmental conditions. The results show promise for ALMANAC’s applicability to these scenarios as well as its potential to be further tested and utilized in new circumstances.
Research Organization:
Oak Ridge Institute for Science and Education (ORISE), Oak Ridge, TN (United States)
Sponsoring Organization:
US Dept. of Agriculture (USDA); USDOE Office of Science (SC)
Grant/Contract Number:
SC0014664
OSTI ID:
2425833
Journal Information:
Agronomy (Online), Journal Name: Agronomy (Online) Journal Issue: 2 Vol. 13; ISSN 2073-4395
Publisher:
MDPICopyright Statement
Country of Publication:
United States
Language:
English

References (34)

Coffee agroforestry systems in Central America: II. Development of a simple process-based model and preliminary results journal February 2010
Coffee agroforestry systems in Central America: I. A review of quantitative information on physiological and ecological processes journal March 2010
Empirical models to predict LAI and aboveground biomass of Coffea arabica under full sun and shaded plantation: a case study of South of Minas Gerais, Brazil journal March 2015
Assessing the accuracy and robustness of a process-based model for coffee agroforestry systems in Central America journal July 2020
Development, growth, and biomass simulations of two common wetland tree species in Texas journal August 2018
Clash of the Titans: Comparing Productivity Via Radiation Use Efficiency for Two Grass Giants of the Biofuel Field journal February 2011
Modeling Differential Growth in Switchgrass Cultivars Across the Central and Southern Great Plains journal March 2014
Functional Approach to Simulating Short-Rotation Woody Crops in Process-Based Models journal April 2015
The `Latte Revolution'? Regulation, Markets and Consumption in the Global Coffee Chain journal July 2002
The ALMANAC model's sensitivity to input variables journal October 2003
Biomass accumulation and radiation use efficiency of honey mesquite and eastern red cedar journal December 1998
Radiation use efficiency and leaf CO2 exchange for diverse C4 grasses journal August 1999
The influence of shade trees on coffee quality in small holder coffee agroforestry systems in Southern Colombia journal January 2009
Leaf area index as an indicator of ecosystem services and management practices: An application for coffee agroforestry journal July 2014
A coffee agroecosystem model: I. Growth and development of the coffee plant journal October 2011
Exploring adaptation strategies of coffee production to climate change using a process-based model journal March 2018
Ecophysiological constraints on the production of shaded and unshaded coffee: a review journal March 2004
Energy sorghum biomass harvest thresholds and tillage effects on soil organic carbon and bulk density journal May 2013
Modelling crop:weed interactions in wheat with ALMANAC journal October 1997
Biodiversity Conservation in Traditional Coffee Systems of Mexico journal February 1999
Light Distribution and Photosynthesis in Field Crops journal January 1965
Potential impact of future climate change on sugarcane under dryland conditions in Mexico journal April 2018
A multi-species, process based vegetation simulation module to simulate successional forest regrowth after forest disturbance in daily time step hydrological transport models journal August 2008
A General, Process-Oriented Model for Two Competing Plant Species journal January 1992
Plant growth simulation for landscape-scale hydrological modelling journal October 2008
Two-Year Growth Cycle Sugarcane Crop Parameter Attributes and Their Application in Modeling journal July 2015
A Generalized Relationship between Photosynthetically Active Radiation and Solar Radiation 1 journal March 1907
Coastal Bermudagrass, Bahiagrass, and Native Range Simulation at Diverse Sites in Texas journal March 2007
Remotely Sensed Phenology of Coffee and Its Relationship to Yield journal July 2009
High Sowing Densities in Rainfed Common Beans (Phaseolus vulgaris L.) in Mexican Semi-Arid Highlands under Future Climate Change journal March 2020
Modeling Climate Warming Impacts on Grain and Forage Sorghum Yields in Argentina journal July 2020
Crop Parameters for Modeling Sugarcane under Rainfed Conditions in Mexico journal July 2017
Creosote Bush, an Arid Zone Survivor in Southwestern U.S.: 1. Identification of Morphological and Environmental Factors that Affect Its Growth and Development journal January 2017
Short Duration, Perennial Grasses in Low Rainfall Sites in Montana: Deriving Growth Parameters and Simulating with a Process-Based Model journal January 2017

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