JSAI2025

Presentation information

General Session

General Session » GS-10 AI application

[4P3-GS-10] AI application:

Fri. May 30, 2025 2:00 PM - 3:40 PM Room P (Room 801-2)

座長:綱川 隆司(静岡大学)

2:20 PM - 2:40 PM

[4P3-GS-10-02] Interpretation through Balanced Tree Clustering Considering Interactions of Multiple Policies in System Dynamics

〇Yuta Sumiya1, Naoyuki Echizenya1, Tomoyuki Taguma1, Kyosuke Toda1, Takahisa Ando1, Yoshiaki Oida1, Yutaka Takahashi2 (1. Fujitsu ltd., 2. Senshu University)

Keywords:System Dynamics, Monte Carlo Simulation, Clustering, Decision Tree

This study aims to provide a method for interpreting System Dynamics (SD) simulations using balanced tree clustering, focusing on analyzing nonlinear interactions and feedback loops in complex systems. While SD is a powerful tool for exploring dynamic behaviors, understanding variable impacts and identifying critical thresholds across numerous scenarios remains challenging. To address this, we show a new method to extract thresholds for policy variables by applying balanced tree clustering to the Earth4All model. The results reveal clear splits in clusters at specific policy values, offering a structured approach to interpreting SD scenarios. This method helps decision-makers identify critical factors and derive actionable guidelines for achieving desired outcomes.

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