Shchiptsova, A., Zhao, J., Grubler, A. ORCID: https://orcid.org/0000-0002-7814-4990, Kryazhimskiy, A., & Ma, T. (2016). Assessing historical realibility of the agent-based model of the global energy system. Journal of Systems Science and Systems Engineering 25 (3) 326-350. 10.1007/s11518-016-5303-7.
Preview |
Text
anna_zhao_JSSSE(in press).pdf - Submitted Version Available under License Creative Commons Attribution. Download (1MB) | Preview |
Abstract
This study looks at the historical reliability of the agent-based model of the global energy system. We present a mathematical framework for the agent-based model calibration and sensitivity analysis based on historical observations. Simulation consistency with the historical record is measured as a distance between two vectors of data points and inference on parameter values is done from the probability distribution of this stochastic estimate. Proposed methodology is applied to the model of the global energy system. Some model properties and limitations followed from calibration results are discussed.
Item Type: | Article |
---|---|
Uncontrolled Keywords: | agent-based modeling; calibration; energy system |
Research Programs: | Advanced Systems Analysis (ASA) Transitions to New Technologies (TNT) |
Depositing User: | Michaela Rossini |
Date Deposited: | 21 Mar 2016 07:16 |
Last Modified: | 27 Aug 2021 17:26 |
URI: | https://pure.iiasa.ac.at/12305 |
Actions (login required)
View Item |