Repository for Publications and Research Data
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The BostonWalks study
(2024)SSRNThis paper introduces the BostonWalks (BWS) study, detailing its methodology, the resulting dataset, and an initial analysis. The BWS study is a smartphonebased GPS-tracking study in the Boston metropolitan area, designed to generate an up-to-date dataset on travel behavior, with a particular focus on non-auto travel behavior and its representativeness across all population segments. The dataset encompasses approximately 155,000 trips ...Working Paper -
Data-driven Identification of Spectral Submanifold-based Reduced-order Models
(2024)This document reviews the computational steps involved in deriving data-driven models of dynamical systems from experimental data. The methodology is grounded in the recently developed theory of spectral submanifolds (SSMs), which enables rigorous model reduction for nonlinear systems. The implementation of SSM reduction is available in the Matlab library, SSMLearn, which has been successfully applied to a wide range of problems, including ...Educational Material -