Combining Agent Based Modeling and System Dynamics to Investigate the Circularity of Plastics: Paper No. MSEC2023-101736

Research output: Contribution to conferencePaper

1 Scopus Citations

Abstract

The United States currently produces about 1 million metric ton of ocean plastic pollution annually. One proposed solution to combat plastic waste is a circular economy (CE), which aims to transition from today's take-make-waste linear pattern of production and consumption to a system where the value of resources is maximized over time. Two key methods in industrial ecology are useful in assessing the viability of CE: (1) System Dynamics (SD) and (2) Agent Based Modeling (ABM). In prior work, the plastic life cycle was modeled with SD and ABM. The two models calculate recycling rates and costs in different ways, making it difficult to pinpoint necessary next steps. We integrate the ABM and SD models - linking the emergent patterns from micro-level human decisions to system level processes - which allows a more comprehensive understanding of feedbacks, costs, and environmental impacts. The integrated model is more accurate, and can be used to visualize recycling rates and human health and environmental impacts over time. The difference between the integrated and original SD model prompts a Sobol sensitivity analysis, which is used to understand which behavioral factors most affect plastic recycling patterns. We find that the habitual component is typically the most influential in promoting positive recycling behavior. Additionally, we utilize the combined model to understand and visualize how various behavioral intervention scenarios, like improved access to recycling programs and cart tagging, influence recycling patterns; these results can guide future policy-making.
Original languageAmerican English
Number of pages8
DOIs
StatePublished - 2023
EventASME 2023 18th International Manufacturing Science and Engineering Conference - New Brunswick, New Jersey
Duration: 12 Jun 202316 Jun 2023

Conference

ConferenceASME 2023 18th International Manufacturing Science and Engineering Conference
CityNew Brunswick, New Jersey
Period12/06/2316/06/23

NREL Publication Number

  • NREL/CP-6A20-88469

Keywords

  • agent-based modeling
  • circular economy
  • plastic recycling
  • recycling behavior

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