Model scope and methods - WITNESS: Difference between revisions

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It is a global Integrated Assessment Model (IAM) framework, covering the world globally (regionalization and sectorization are in progress to be fully completed by end'24). The framework covers MacroEconomics, Energy, Materials, Natural resources, Environment, Population and Public Policies - mostly endogenous and fully coupled (i.e. taking into account all the feedback loops representing mutual interactions between models).[[File:WITNESS Overview.png|alt=WITNESS high level system view|none|thumb|895x895px|WITNESS high level system view]]
It is a global Integrated Assessment Model (IAM) framework, covering the world globally (regionalization and sectorization are in progress to be fully completed by end'24). The framework covers MacroEconomics, Energy, Materials, Natural resources, Environment, Population and Public Policies - mostly endogenous and fully coupled (i.e. taking into account all the feedback loops representing mutual interactions between models).[[File:WITNESS Overview.png|alt=WITNESS high level system view|none|thumb|895x895px|WITNESS high level system view]]
Most of the models are based on equations rather than data analysis and extrapolation, and the feedback loops generated by models interdependencies are efficiently and largely automatically tackled by the underlying simulation platform specifically developed to support it.
Most of the models are based on equations rather than data analysis and extrapolation, and the feedback loops generated by models interdependencies are efficiently and largely automatically tackled by the underlying simulation platform specifically developed to support it. This simulation platform called SoSTrades (which stands for "System of Systems Trades"), and can by the way be used independently as a generic and powerful Multi-Disciplinary Analysis and Optimization ( [http:///en.wikipedia.org/wiki/Multidisciplinary design optimization MDAO] ) simulation platform.
 
This simulation platform called SoSTrades (which stands for "System of Systems Trades"), and can by the way be used independently as a generic and powerful Multi-Disciplinary Analysis and Optimization ( [http:///en.wikipedia.org/wiki/Multidisciplinary design optimization MDAO] ) simulation platform.  
 


The primary goal of WITNESS is to enable collaborative exploration of potential transition paths through simulation, pinpointing the key drivers that could steer these changes and the importance of feedback loops effects. Such a joint exploration aims to foster consensus on target trajectory envelopes, which is crucial for rallying a critical mass of stakeholders. Such collective agreement and engagement are seen as instrumental in successfully transitioning complete ecosystems.
The primary goal of WITNESS is to enable collaborative exploration of potential transition paths through simulation, pinpointing the key drivers that could steer these changes and the importance of feedback loops effects. Such a joint exploration aims to foster consensus on target trajectory envelopes, which is crucial for rallying a critical mass of stakeholders. Such collective agreement and engagement are seen as instrumental in successfully transitioning complete ecosystems.


Additionally, there’s an emphasis on risk estimation. This involves measuring the deviation between the planned trajectory and the worst possible scenarios, providing a quantitative assessment of risks associated with the transition. This metric serves as a vital tool for decision-makers to evaluate and manage potential uncertainties and challenges that may arise during the transition period.
Additionally, there’s an emphasis on risk estimation. This involves measuring the deviation between the planned trajectory and the worst possible scenarios, providing a quantitative assessment of risks associated with the transition. This metric serves as a vital tool for decision-makers to evaluate and manage potential uncertainties and challenges that may arise during the transition period.
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= WITNESS framework =
= WITNESS framework =
WITNESS applies complex [[wikipedia:System of systems|system of systems]] (1) simulation techniques to IAM modelling , applying a [[wikipedia:Systems engineering|system engineering]] approach starting from the high level system view presented in the picture above with their interactions (more detail in the section "Model concept, solver and details").  
WITNESS applies complex [[wikipedia:System of systems|system of systems]] (1) simulation techniques to IAM modelling, applying a [[wikipedia:Systems engineering|system engineering]] approach starting from the high level system view presented in the picture above with their interactions (more detail in the section "Model concept, solver and details").  


This methodology allows easy and modular refinement of various systems, as well as rigorous handling of all the interactions and feedback loops between them. It also allows to leverage a full range of numerical multi-disciplinary analysis and optimization ([[wikipedia:Multidisciplinary design optimization|MDAO]]) methods and tools to build a complete world transition model.
This methodology allows easy and modular refinement of various systems, as well as rigorous handling of all the interactions and feedback loops between them. It also allows to leverage a full range of numerical multi-disciplinary analysis and optimization ([[wikipedia:Multidisciplinary design optimization|MDAO]]) methods and tools to build a complete world transition model.


For example in the basic WITNESS framework, an MDO controller is optimizing ventilation of available investment from Macro-economy to various Energy production techniques in Energy system, in order to maximize energy production while minimizing emissions under resources and materials constraints (more details [https://www.witness4climate.org/optimizing-investments-in-energy-production-technology/ here]).
For example in the basic WITNESS framework, an MDO controller is optimizing ventilation of available investment from Macro-economy to various Energy production techniques in Energy system, in order to maximize energy production while minimizing emissions under resources and materials constraints (more details [https://www.witness4climate.org/optimizing-investments-in-energy-production-technology/ here] or [https://github.com/os-climate/witness-core/blob/main/documentation/witness_coarse/process.md here]).


= SoSTrades simulation platform =
= SoSTrades simulation platform =
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WITNESS and SoSTrades are part of [http:///os-climate.org/transition-analysis/ Transition analysis] project of the [http:///os-climate.org/ Open Source for Climate], part of the [http:///www.finos.org/os-climate FINOS] initiative from the [http:///www.linuxfoundation.org/ Linux Foundation].
WITNESS and SoSTrades are part of [http:///os-climate.org/transition-analysis/ Transition analysis] project of the [http:///os-climate.org/ Open Source for Climate], part of the [http:///www.finos.org/os-climate FINOS] initiative from the [http:///www.linuxfoundation.org/ Linux Foundation].


Their development is strongly supported by [http:///www.capgemini.com/ Capgemini], which is also providing industrial grade deployment and support option, as well as several extensions to derive from WITNESS generated transition scenario various enterprise strategy models.
Their development is supported by [http:///www.capgemini.com/ Capgemini], which is also providing industrial grade deployment and support option, as well as several extensions to derive from WITNESS generated transition scenario various enterprise strategy models.


More details can be found on [http:///www.witness4climate.org/world-environmental-impact-and-economics-scenarios/ witness4climate.org] website.
More details can be found on [http:///www.witness4climate.org/world-environmental-impact-and-economics-scenarios/ witness4climate.org] website.

Latest revision as of 09:36, 24 September 2024

Model scope

WITNESS stands for "World environmental ImpacT aNd Economics ScenarioS".

It is a global Integrated Assessment Model (IAM) framework, covering the world globally (regionalization and sectorization are in progress to be fully completed by end'24). The framework covers MacroEconomics, Energy, Materials, Natural resources, Environment, Population and Public Policies - mostly endogenous and fully coupled (i.e. taking into account all the feedback loops representing mutual interactions between models).

WITNESS high level system view
WITNESS high level system view

Most of the models are based on equations rather than data analysis and extrapolation, and the feedback loops generated by models interdependencies are efficiently and largely automatically tackled by the underlying simulation platform specifically developed to support it. This simulation platform called SoSTrades (which stands for "System of Systems Trades"), and can by the way be used independently as a generic and powerful Multi-Disciplinary Analysis and Optimization ( MDAO ) simulation platform.

The primary goal of WITNESS is to enable collaborative exploration of potential transition paths through simulation, pinpointing the key drivers that could steer these changes and the importance of feedback loops effects. Such a joint exploration aims to foster consensus on target trajectory envelopes, which is crucial for rallying a critical mass of stakeholders. Such collective agreement and engagement are seen as instrumental in successfully transitioning complete ecosystems.

Additionally, there’s an emphasis on risk estimation. This involves measuring the deviation between the planned trajectory and the worst possible scenarios, providing a quantitative assessment of risks associated with the transition. This metric serves as a vital tool for decision-makers to evaluate and manage potential uncertainties and challenges that may arise during the transition period.

This simulation platform called SoSTrades (which stands for "System of Systems Trades"), and can by the way be used independently as a generic and powerful MDAO simulation platform and is an extension of the specialized GEMSEO library.

WITNESS framework

WITNESS applies complex system of systems (1) simulation techniques to IAM modelling, applying a system engineering approach starting from the high level system view presented in the picture above with their interactions (more detail in the section "Model concept, solver and details").

This methodology allows easy and modular refinement of various systems, as well as rigorous handling of all the interactions and feedback loops between them. It also allows to leverage a full range of numerical multi-disciplinary analysis and optimization (MDAO) methods and tools to build a complete world transition model.

For example in the basic WITNESS framework, an MDO controller is optimizing ventilation of available investment from Macro-economy to various Energy production techniques in Energy system, in order to maximize energy production while minimizing emissions under resources and materials constraints (more details here or here).

SoSTrades simulation platform

SoSTrades is a multi-purpose and generic simulation management and execution platform, designed to explore complex system of systems scenarios in a collaborative way. It provides a a multi-user web front-end and cloud scalable backend to run and couple containerized models.

The model themselves are written in (or accessed through) Python language and handling their interactions is largely automated, facilitating evolutions or additions of new models.

Development team

WITNESS and SoSTrades are part of Transition analysis project of the Open Source for Climate, part of the FINOS initiative from the Linux Foundation.

Their development is supported by Capgemini, which is also providing industrial grade deployment and support option, as well as several extensions to derive from WITNESS generated transition scenario various enterprise strategy models.

More details can be found on witness4climate.org website.

(1) Charaf Eddine Dridi, Belala Faiza. System of Systems Modelling: Recent work Review and a Path Forward. - ICAASE’20, Oct 2020, Constantine, DZ, France. ffhal-04227335f

Alert-warning.png Note: The documentation of WITNESS is 'in preparation' and is not yet 'published'!

Model Documentation - WITNESS

Corresponding documentation
Previous versions
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Model information
Model link
Institution Open-Source for Climate (OS-C), N/A, https://os-climate.org/transition-analysis/., Linux Foundation (LF), N/A, https://www.linuxfoundation.org/.
Solution concept Systems dynamics based approach
Solution method OptimizationSimulation-based optimization
Anticipation