Impact model: ISAM

Sector
Agriculture
Region
global

Integrated Science Assessment Model (ISAM) is a coupled biogeochemical and biogeophysical model with 0.5° × 0.5° spatial resolution and multiple temporal resolutions ranging from a half-hour to yearly time steps. It simulates C, N, energy, and water budgets for various terrestrial ecosystems through photosynthesis, surface hydrology, radiative transfer, carbon allocation, and ecosystem respiration (Barman et al., 2014a, 2014b; Yang et al., 2009). Moreover, ISAM incorporates crop growth processes for C3 and C4 food crops (maize, soybean, wheat, and rice) and bioenergy grasses (miscanthus, cave-in-rock, and alamo), which are evaluated at site-level, regional, and global scales (Gahlot et al., 2020; Lin et al., 2017; Niyogi et al., 2015; Song et al., 2013, 2015, 2016). Some of the important features, unique to ISAM and critical for crop yield calculations, include (i) dynamic crop-specific phenology and carbon allocation schemes (Song et al., 2013, 2015), accounting for the sensitivity of different crops to extreme environmental conditions; (ii) dynamic vegetation structures, which better capture seasonal variability in leaf area index (LAI), canopy height, and root depth; (iii) dynamic root distribution processes at the depth that improve simulated root-mediated soil water uptake and transpiration.

Information for the model ISAM is provided for the simulation rounds shown in the tabs below. Click on the appropriate tab to get the information for the simulation round you are interested in.

Person responsible for model simulations in this simulation round
Atul Jain: jain1@illinois.edu, 0000-0002-4051-3228, University of Illinois at Urbana-Champaign (USA)
Tzu-Shun Lin: tslin2@ucar.edu, 0000-0002-5741-8585, NSF National Center for Atmospheric Research (USA)
Output Data
Experiments: historical_2015soc_default, ssp370_2015soc_2015co2, ssp370_2015soc_default, picontrol_2015soc_default, ssp585_2015soc_default, ssp126_2015soc_default, ssp585_2015soc_2015co2, ssp126_2015soc_2015co2
Climate Drivers: GFDL-ESM4, IPSL-CM6A-LR, MPI-ESM1-2-HR, MRI-ESM2-0, UKESM1-0-LL
Date: 2021-09-24
Basic information
Model Version: ISAM-Crop (2021)
Model Output License: CC0
Model Homepage: http://climate.atmos.uiuc.edu/atuljain/
Simulation Round Specific Description: * Data in embargo period, not yet publicly available. [your model] is one of the currently 15 models following the ISIMIP3a/b protocol which form the base of simulations for the ISIMIP3a/b agricultural sector outputs.
Reference Paper: Main Reference: Lin, T.-S., Y Song, P Lawrence, HS Kheshgi, and AK Jain et al. Worldwide Maize and Soybean Yield Response to Environmental and Management Factors over the 20th and 21st Centuries. Journal of Geophysical Research: Biogeoscience,None,,2021
Reference Paper: Other References:
Resolution
Spatial aggregation: regular grid
Horizontal resolution: 0.5°x0.5°
Vertically resolved: Yes
Number of vertical layers: 10 soil layers
Temporal resolution of input data: climate variables: sub-daily
Temporal resolution of input data: co2: annual
Temporal resolution of input data: land use/land cover: annual
Temporal resolution of input data: soil: constant
Input data
Simulated atmospheric climate data sets used: MRI-ESM2-0, IPSL-CM6A-LR, MPI-ESM1-2-HR, UKESM1-0-LL, GFDL-ESM4
Emissions data sets used: Atmospheric composition (ISIMIP3b)
Other human influences data sets used: N-deposition, Crop calendar, N-Fertilizer (ISIMIP3b)
Additional input data sets: N manure
Climate variables: huss, sfcWind, tas, rlds, rsds, ps, pr
Spin-up
Was a spin-up performed?: Yes
Natural Vegetation
Soil layers: 10
Management & Adaptation Measures
Management: follows the input designated in the protocol
Key input and Management
Crops: yes
Land cover: follows the input designated in the protocol.
Planting date decision: presecibed
Planting density: yes
Crop cultivars: follows the input designated in the protocol.
Fertilizer application: yes; according to input
Irrigation: yes; all grid cells are computed with rainfed and fully irrigated systems
Crop residue: yes, internally computed
Initial soil water: spinup
Initial soil nitrate and ammonia: spinup
Initial soil c and om: spinup
Initial crop residue: spinup
Key model processes
Leaf area development: phenology-driven LAI curves, modulated by environmental stress
Light interception: Leaf-level photosynthesis (via rubisco or quantum-efficiency and leaf-photosynthesis saturation
Light utilization: Leaf-level photosynthesis (via rubisco or quantum-efficiency and leaf-photosynthesis saturation
Yield formation: partitioning during reproductive stages
Crop phenology: Dynamic
Root distribution over depth: Dynamic
Stresses involved: Water stress, Nitrogen stress, Cold stress, Temperature stress, Heat stress
Type of water stress: soil available water in root zone
Type of heat stress: heat stress during the crop reproduction phase
Water dynamics: Water table with 10 soil layers
Evapo-transpiration: Monin-Obukhov Similarity Theory
Soil cn modeling: Coupled
Co2 effects: Stomatal conductance, Rubisco/PEP Carboxylation (Calvin Cycle), Photorespiration
Person responsible for model simulations in this simulation round
Atul Jain: jain1@illinois.edu, 0000-0002-4051-3228, University of Illinois at Urbana-Champaign (USA)
Tzu-Shun Lin: tslin2@ucar.edu, 0000-0002-5741-8585, NSF National Center for Atmospheric Research (USA)
Output Data
Experiments: obsclim_2015soc_default
Climate Drivers: GSWP3-W5E5
Date: 2022-03-10
Basic information
Model Output License: CC0
Simulation Round Specific Description: * Data in embargo period, not yet publicly available. ISAM is one of the currently 15 models following the ISIMIP3a/b protocol which form the base of simulations for the ISIMIP3a/b agricultural sector outputs; for a full technical description of the ISIMIP3a Simulation Data from Agricultural Sector, see this DOI link: https://egusphere.copernicus.org/preprints/2023/egusphere-2023-281/
Resolution
Vertically resolved: Yes