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

Language

  • en

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

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