University of Illinois Chicago
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Model-Based Transfer Learning Framework for Time Series Analysis: A Field Application to HVAC Units

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posted on 2024-08-01, 00:00 authored by Alessandro Taffari
Design of a Model-Based Transfer Learning Framework for Time Series Analysis: a guideline for the application of knowledge transfer for time series data and its application to an use-case related to HVAC units. Development of a step-by-step framework collecting the most effective techniques for effectively leveraging information from possible source domains to a specific target domain with limited knowledge. Application to HVAC anomaly detection under conditions of low availability of data.

History

Advisor

David He

Department

Mechanical and Industrial Engineering

Degree Grantor

University of Illinois Chicago

Degree Level

  • Masters

Degree name

Master of Science

Committee Member

Yayue Pan Roberto Cigolini Miao He

Thesis type

application/pdf

Language

  • en

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