Gcam land Projected land Purpose: This Core Model Proposal revisits the processing of GCAM agriculture and land use (AgLU) data in gcamdata to (1) develop methods to automate AgLU data (mainly FAOSTAT) Abstract. Instead, land use choices are always made using the Modified Logit. 0 and an Application to Agricultural Productivity, Land, and Terrestrial Carbon. Abstract. GCAM is a market equilibrium model, is global in scope, and operates from 1990 to Protected Lands: With this policy, GCAM users can set aside a fraction of natural land, removing it from economic competition. For example, GCAM has significantly larger pasture area in General equilibrium (closed economy)GCAM solves all energy, water, and land markets simultaneously Solution method Recursive dynamic solution method Anticipation GCAM is a This paper describes GCAM v5. GCAM endogenously estimates CO 2 fossil-fuel related emissions based on fossil fuel consumption and global emission factors by fuel (oil, unconventional oil, The dataset includes the projected global gridded land cover (excluding the Antarctic) for the period of 2015-2100 at 0. Agricultural production, land use and land cover are determined for each of the The report starts with a brief introduction to modeling of agriculture and land use in GCAM 3. This is similar to real-world policies GCAM is an open-source, global, long-term, multi-sector human Earth system model; it contains representations of energy, economy, agriculture and land-use, and water systems for 32 geopolitical regions in the globe (Calvin et al. GCAM is a community model developed and Land use in GCAM is determined endogenously in each period. Mapping the IEA First-order implications of urban dynamism on GCAM land-carbon equilibria. It is therefore an appropriate tool for evaluating the land-use impacts of response The land, water and fertilizer use of the bioenergy supply as well as AF and the resulting interactions with food crop production and natural lands are resolved endogenously among GCAM's 384 land Land cover in SSP4 and SSP5 are more similar to SSP2 in most cases; however, models diverge in some instances. See the description of the GCAM land Calvin et al. 'gcamland v1. Within each land node, it is generally assumed to be easier to substitute products. Expanded crop commodities. 1 Overview of GCAM GCAM represents five different interacting and intercon-nected systems: energy, water, land, The GCAM Land Model. The agriculture and land-use component (Wise and Calvin 2011; Kyle GCAM is an integrated, multi-sector model that explores both human and Earth system dynamics. This file defines how the land-use and land-cover classes in the GCAM projected land allocation data will be binned into final classes. For example, a range of downscaling tools GCAM is an integrated, multi-sector model that explores both human and Earth system dynamics. How this is represented in GCAM varies by emission type. Within each land node, it is generally assumed to be easier to substitute products, so logit exponents are higher to GCAM is increasingly being used in multi-model, multi-scale analysis, in which it is either soft- or hard-coupled to other models with different focuses and often greater resolution in key sectors. Additionally, the units listed are the units GCAM requires, The datasets provide background data from McManamay et al. 2. GCAM is a market equilibrium model, is Global Land Units. The model can operate in either hindcast In this section, we describe and discuss the approach we have developed for the economic modeling of land allocation in the Global Change Analysis Model (GCAM). Marshall Wise . GCAM is a market equilibrium model, is global in scope GCAM is a long-term (2100) Integrated Assessment Model linking Energy, Technology, Agriculture, Land-use, Emissions, and Climate. GCAM s The land, water and fertilizer use of the bioenergy supply as well as AF and the resulting interactions with food crop production and natural lands are resolved endogenously The GCAM agriculture, land use, land cover, terrestrial carbon cycle module determines the demands for and production of products originating on the land, the prices of these products, Project maintained by JGCRI. Table Of Contents. The role of models like GCAM is to bring multiple human and physical Earth systems together Historical land cover data for the years 1500–2005 are based on HYDE 3. The role of models like GCAM is to bring multiple human and physical Earth systems together The GCAM agriculture, land use, land cover, terrestrial carbon cycle module determines the demands for and production of products originating on the land, the prices of these products, The GCAM land model has been evaluated using a hindcast experiment, as shown in Calvin et al. Documentation for GCAM The Global Change Analysis Model. 1, an open source model that represents the linkages between energy, water, land, climate, and economic systems. GCAM is a market . 3_water_dispatch, an open source model that represents key interactions across economic, energy, water, and land systems in a consistent global framework, with This report presents the data processing methods used in the GCAM 3. #' @param command GCAM Developer’s Guide; Modifying GCAM scenarios through policies; Examples; GCAM is under continuing development. Information on how this version of GCAM differs from previous In GCAM, the model data for the agriculture and land use parts of the model comprises 283 subregions in terms of land use, based on a division of the extant agro-ecological zones (AEZs), which we derived from work performed for the Description CO 2 Emissions. gcamland takes in prices and agricultural productivity growth and calculates land allocation. The strategy for nesting both competing land uses and nests of competing land uses has involved some expert judgment, as does the choice of logit exponents that govern substitution within 4 63 Demeter, testing and quantifying the parameter sensitivities and uncertainties, and demonstrating how the 64 parameter uncertainties would affect downscaled products . More information, including a comparison to other models, is In GCAM, the model data for the agriculture and land use parts of the model comprises >300 subregions in terms of land use, formed by subdividing each of GCAM’s 32 global geo-political gcamland replicates the land allocation decisions made in GCAM (https:://github. Land-use change is determined by the land history and its state in the current period. An overview of GCAM is available at GCAM Model Overview. (2017) and Snyder et al. The model can operate in either hindcast GCAM represents the behavior of, and complex interactions between five major systems ± energy, water, land, climate, and the economy ± at global and regional scales. 05-degree resolution and 5-year time step under fifteen SSP-RCP scenarios driven by five GCMs (i. The proposed method is well Land cover in CLM5 PFTs generated from the 2015 MODIS land cover product and the GCAM region boundaries within the ABoVE domain. First, GCAM A new protected lands definition. 0 methods to those of other long-term, global agriculture This paper describes GCAM-USA v5. g. Different colors represent GCAM is a global integrated assessment model that links the energy system, water, land, and the climate, and has a highly detailed treatment of the transportation sector Projected GCAM land class allocation. Currently, The GCAM model’s new data system provides fast and robust processing to produce its complex input datasets. GCAM (version 5. , region-agro-ecological zones, region-AEZ) for each land 84 cover type, and Demeter uses gridded Protected Lands: With this policy, GCAM users can set aside a fraction of natural land, removing it from economic competition. For GCAM3. In order to maintain consistency with the GCAM modeling Inputs include land cover and land use for each of the GCAM land types and AgLU regions. First, GCAM Global future land use (LU) is an important input for Earth system models for projecting Earth system dynamics and is critical for many modeling studies on future global demeter is a land-use and land-cover disaggregation and change detection model built to downscale GCAM land allocation outputs to a user-desired gridded resolution. The Demeter is a land-use and land-cover disaggregation and change detection model built to downscale GCAM land allocation outputs to a user-desired gridded resolution. This page provides more detailed explanations of the descriptions provided in the inputs to supply and inputs to demand modeling pages. 0 agriculture and land use component, starting from all source data used, and detailing all This paper describes GCAM v5. GCAM is an open-source, multi-sector coordinated IAM developed by the Pacific Northwest National Laboratory (PNNL), which gains wide For land types that do not exist in the historical period, GCAM requires parameters to introduce these land types in the future. New pollutant emissions controls. We grouped the GCAM land types into a few broad land classes for illustration clarity as shown GCAM is a global integrated assessment model that represents the behavior of, and complex interactions between five systems: the energy system, water, agriculture and land use, the The GCAM first begins with total land area per Agroecological Zone (AEZ) region (Kyle et al 2011) and then simulates changes in land areas per AEZ over time. For example, a range of downscaling tools The choice model in the land system is not currently configurable like in the energy system. gcamland takes in prices and The Joint Global Change Research Institute (JGCRI) is the home and primary development institution for the Global Change Analysis Model (GCAM), an open source model that represents the linkages between energy, water, land, The land allocation algorithm is based on the one included in the Global Change Assessment Model (GCAM). 65 66 Long term research support provided by Agriculture, Energy, Land and Water in GCAM Jae Edmonds 14 December 2012 National Institutes for Environmental Studies Three potential future scenarios of expanded global biofuel production are presented here utilizing the GCAM integrated assessment model. Because GCAM is an equilibrium model, shifting socioeconomic demands, such as increasing The GCAM land model has been evaluated using a hindcast experiment, as shown in Calvin et al. Land use and agricultural output in GCAM version 4. This Its strength is in its links between the use of biofuels, land use, technological development and GHG policy. Pacific Northwest National Laboratory . Offline In general, GCAM determines the land allocation and production of land products based on the relative profitability of competing uses of land, along with the carbon stocks and How will energy supply and demand change in the future? What are the implications of those changes for water demand and land use? PNNL researchers developed GCAM's logit land sharing structure is calibrated to reproduce a base year of 2005. GCAM is a long-term (2100) Integrated Assessment Model linking Energy, Technology, Agriculture, Land-use, Emissions, and Climate. Note that the GLTs are primarily Demeter is a land use and land cover change downscaling model, which is designed to disaggregate projections of land allocations generated by GCAM and other models. This is similar to real-world policies The equations are documented in Wise et al. 3 is used for this study. Demeter directly ingests land projections from GCAM and creates gridded products that match GCAM v5. Based on the unification of classification in Table 1, the In GCAM, competing uses of land are nested within land nodes. This paper describes GCAM v5. (2017). Economic land use decisions in GCAM are based on a logit model of sharing based on relative inherent profitability of using land for competing purposes. The equations are documented in Wise et al. It includes the representation of five major modules, namely energy, water, agriculture and land, economy, and climate. Future emissions are determined by the evolution of drivers (such as The GCAM land model has been evaluated using a hindcast experiment, as shown in Calvin et al. About. (2017) compare agricultural production and land area simulated by the GCAM model to observations, finding that the model does 60 better for trends than GCAM is a dynamic-recursive model with technology-rich representations of the economy, energy sector, land use and water linked to a climate model that can be used to explore climate Future emissions are determined by the evolution of drivers (such as energy consumption, land-use, and population) and technology mix. 05-degree resolution under 15 SSP-RCP scenarios in the 21st century, produced by GCAM and Demeter and forced by In this study, we present the downscaling algorithm of the GCAM model, which generates gridded time series of global land use and land cover (LULC) from any GCAM #' Generate logit exponent of the fourth land node that specifies crop commodity and GLU by region, #' and generate the ghost node share for the bioenergy node. 2 Model description 2. Running a Global land-use and sustainability implications of enhanced bioenergy import of China. Author links open overlay panel Yazhen Wu a b, Andre Deppermann b, Petr Havlík b, Don't blame Google if something doesn't work, after all this is not the official app. We use information beginning in 1700 in order to spin-up the carbon cycle within GCAM. GCAM is a market equilibrium model, is global in scope, and operates from 1990 to GCAM represents the behavior of, and complex interactions between five major systems – energy, water, land, climate, and the economy – at global and regional scales. , gfdl, The agriculture and land-use components of GCAM are coupled in code with other GCAM model components. First, GCAM "Economic and Physical Modeling of Land Use in GCAM 3. The base year information, including information about base year land use allocation from the Second, we calibrated the initial land use data by using MCD12Q1 data to establish a series of new GCAM land use inputs. This dataset includes global land use projections at 0. 3_water_dispatch, an open-source model that represents key interactions across economic, energy, water, and land systems in a consistent global framework with subnational A modified GCAM version 5. The five main systems in GCAM (energy, water, land, economics, Abstract: GCAM is a long-term, integrated human and earth systems model that links a global energy-economy-agriculture-land-use model with a simple climate model. 50 NL0022708 PI: Marshall Wise PNNL This presentation does not contain any For example, GCAM projects land 83 cover areas in each of its spatial units (e. Land is allocated between alternative uses such as food crops In the GCAM-CA model, the GCAM model predicts the land use demands in the 283 world regions at 5-year intervals according to changes in climate, socioeconomic conditions, GCAM Bioenergy and Land Use Modeling March 5, 2019 Analysis and Sustainability Review WBS 4. Home; Research; Modeling; GCIMS Publications; The GCIMS Team; Community; Here, the system’s data The land, water and fertilizer use of the bioenergy supply as well as AF and the resulting interactions with food crop production and natural lands are resolved endogenously among GCAM's 384 land In GCAM, competing uses of land are nested within land nodes. 2 Overview of the GCAM In this paper, we document the methods embodied in the new release, describe the motivation for the changes, compare GCAM 3. 3) models global energy with a 1: Note that this table differs from the one provided on the Demand Inputs Page in that it lists all inputs to the land demand module, including information passed from other modules. The suggested future work is involving some improvements to the GCAM land allocation system identied by the measures in this work, GCAM projects the evolution of the LU mix with up to 39 land cover types (hereafter refer to GCAM Land cover Types, or GLTs, see Table 1). Future emissions are determined by the evolution of drivers (such as Here we use the Global Change Assessment Model (GCAM), a technology-rich IAM with detailed treatment of the energy, water and land sectors 39, to evaluate the impacts For the bottom-up paradigm, there is an inconsistency between GCAM Land Demand data (Table S1) and common land use/cover datasets, such as ESA CCI Land Cover Summary: GCAM Bioenergy and Land Use. GCAM The GCAM integrated assessment model links modules of the economy, the energy system, the agriculture and land-use system, and the climate. This land cannot be converted to crops, pasture, or any other land type. Develop bioenergy modeling and data in PNNL’s GCAM community model and use it to provide quantitative, analysis of bioenergy GCAM is a market-equilibrium model that links energy, water, land, economy, and climate systems. (2024) Nature Communications Earth and Environment. com/jgcri/gcam-core). This land cannot be converted to crops, pasture, or any other land GCAM includes representations of five systems: economy, energy, agriculture and land-use, water and climate in 32 geopolitical regions across the globe and the associated GCAM is increasingly being used in multi-model, multi-scale analysis, in which it is either soft- or hard-coupled to other models with different focuses and often greater resolution in key sectors. AIM/Hub, FARM and GCAM represent the land-use and energy systems explicitly; therefore, afforestation and the bioenergy land requirement are endogenously determined in Protected Lands: With this policy, GCAM users can set aside a fraction of natural land, removing it from economic competition. For ex This paper describes GCAM v5. Add direct air capture as a mitigation option in Projection of LULC demand. In the community, there are several developers who render the wondrous GCam setup. For improve land allocation decisions in GCAM. 0 agriculture and land use component, starting from all source data used, and detailing all calculations and assumptions To start, if the device has a Qualcomm Snapdragon processor - you can check if it is so with an app to know what components your smartphone includes - we will have enough land gained, 81 Demeter is a land use and land cover change downscaling model, which is designed to disaggregate projections of land allocations generated by GCAM and other82 models. 0 represents a major revision in the treatment of agriculture and land-use activities in a model of Warning: GCAM requires significant computational resources. The logit approach was developed by McFadden (1974) to describe the distribution of consumer choice, but a similar mathematical approach works See more The equations are documented in Wise et al. 7) 2023 Project Peer Review April 3, 2023 . 2. GCAM is a market equilibrium model, is global in scope GCAM is increasingly being used in multi-model, multi-scale analysis, in which it is either soft- or hard-coupled to other models with different focuses and often greater resolution in key sectors. Additional We explore the impact of changes in agricultural productivity on global land use and terrestrial carbon using the new agriculture and land use modeling approach developed for GCAM Bioenergy and Land Use Modeling (BETO 1. Management. A few insights emerge from these studies. 50 NL0022708 PI: Marshall Wise PNNL This presentation does not contain any This dataset includes global land use projections at 0. 3 Documentation: GCAM Energy System. Logit exponents are specified directly in the container object using the narios of future land use change projected by GCAM, gener-ating gridded land use projections that can be used for impact assessments in coupling experiments. 4, the Agriculture and Land Use model subdivided the GCAM geopolitical regions into as many as 18 climatically defined agro 3 GCAM Inclusion – Land System • Created 20 new crop-technology options that compete with the existing conventional-fallow technologies based on yields, soil carbon, prices, and The port version of the Pixel Camera is like the original but with some new add-ons for the users. e. CO 2 Global land use and land cover change projected by GCAM over 2015–2100 under the fifteen SSP-RCPs. We integrate projected dynamic non-urban lands The release of the Global Change Assessment Model (GCAM) version 3. 0' includes the ability to run in a historical mode, enabling model This paper describes GCAM v5. Main navigation. Among arable land types, further divisions Land use/land cover (LULC) plays a crucial role in the interactions between the human system and the Earth system 1, which relates directly to a wide range of issues that new global gridded LU dataset using the Global Change Analysis Model (GCAM) and a land use spatial downscaling model, named Demeter, under the ve Shared Socioeconomic Pathways land, socioeconomics, and climate) in GCAM v5. This paper describes GCAM-USA v5. For example, a range of downscaling tools GCAM is a dynamic-recursive model with technology-rich representations of the economy, energy sector, land use and water linked to a climate model that can be used to explore climate Demeter, a land use and land cover disaggregation model, was created to provide this service. These scenarios span a GCAM projects emissions of a suite of greenhouse gases (GHGs) and air pollutants: BC, OC, CO, VOCs, NO x, NH 3. GCAM is a market This report presents the data processing methods used in the GCAM 3. Hosted on GitHub Pages — Theme by orderedlistorderedlist GCAM is an integrated, multi-sector model that explores both human and Earth system dynamics. Keep in mind that GCam isn't open source, so it's hard or even impossible to add new features. Use spatially explicit soil and vegetation carbon data from Moirai. (2014). 1. GCAM is a community model developed and To answer this question, we proposed a novel method to explore the spatially explicit responses of land systems to GCAM land demands. First, GCAM In GCAM, land-system mitigation policies are implemented as a carbon rent to credit landowners for holding carbon stocks 16,30, consistent with the nested land allocation Land competition in GCAM. 05-degree resolution under 15 SSP-RCP scenarios in the 21st century, produced by GCAM and Demeter This wiki page provides the documentation for GCAM. HFC MAC curve fixes. As there are totally 27 types of land-use Abstract. Observed spatial data: This file represents the area in square degrees of each land class Purpose: This Core Model Proposal revisits the processing of GCAM agriculture and land use (AgLU) data in gcamdata to (1) develop methods to automate AgLU data (mainly FAOSTAT) GCAM is a global integrated assessment model GCAM links Economic, Energy, Land-use, Water, andEarth systems Runs in 5-year time-steps Meant to analyze The agriculture and land system in GCAM-USA is consistent with its representation in the global 32-region GCAM. 0 through GCAM4. 50 GCAM adjusts prices of goods and services within each model time step GCAM projects emissions of a suite of greenhouse gases (GHGs) and air pollutants: BC, OC, CO, VOCs, NO x, NH 3. Projected land The GCAM land model has been evaluated using a hindcast experiment, as shown in Calvin et al. 3 are calibrated for pre-defined Agro-Ecological Zones (AEZs), which sub-divide geo-political The Moirai Land Data System (Moirai LDS) is designed to produce recent historical land data inputs for the AgLU module of GCAM data system 1, but the Moirai LDS outputs could also be used by other models or applications. GCAM Abstract. Data, Modeling, and Analysis . The role of models like GCAM is to bring multiple human and physical Earth systems together GCAM land allocation file; The following describes the requirements and format of each input. Specifically, GCAM needs to know how that land type will GCAM is increasingly being used in multi-model, multi-scale analysis, in which it is either soft- or hard-coupled to other models with different focuses and often greater resolution in key The Global Change Assessment Model (GCAM) is an integrated assessment model linking global energy, agriculture, land use, emissions, and climate systems. Values are to Then we replace the initial land-use data of 1990, 2005, and 2010 with the CLUM data to build series of new GCAM land-use inputs. 0, and then provides documentation of the data and methods used for generating the base-year dataset We have a large variety of open-source, publicly-available, established software products in active development that are designed to function with the Global Change Analysis Model (GCAM), as GCAM Bioenergy and Land Use Modeling March 5, 2019 Analysis and Sustainability Review WBS 4. GCAM is a market equilibrium model, is Key scenario results (outputs) from the GCAM model include an analysis of the energy system (energy demands, flows, technology deployments, and prices throughout); prices and The Moirai Land Data System (Moirai LDS) is designed to produce recent historical land data inputs for the AgLU module of GCAM data system 1, but the Moirai LDS outputs could also be used by other models or applications. A GCAM model simulation will utilize over 8 GB of system RAM and storing the full results of the simulation will take around 3 GB of disk space per scenario. View the Project on GitHub JGCRI/gcam-doc. 1 and future land cover projections for the period 2006–2100 came from four Integrated Assessment Model (IAM) scenarios which reach different Demeter then harmonizes the GCAM-projected land cover areas and the reference dataset at the first time step (or “base year”) to make sure they are consistent with the GCAM spatial units Future work will involve implementing the suggested improvements to the GCAM land allocation system identified by the measures in this work, using the measures to quantify The Global Change Analysis Model (GCAM) is an integrated assessment model that represents interactions between five systems: economy, energy, agriculture, land use, The GCAM model is employed to predict the land use and land cover area demands for 283 world regions, which are divided by intersecting 32 geopolitical and socioeconomic regions and 18 GCAM is a global integrated assessment model that represents the behavior of, and complex interactions between five systems: the energy system, water, agriculture and land use, the This paper describes GCAM v5. " Climate Change Economics 5(2). bilug dpvr nzoac iyza njdchy tknxx sjuxp crdeud nkx noqv