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Abu Talib

Inha University

253 Yonghyun-dong

Nam-gu Incheon 402-751

Korea, Republic of (South Korea)

SCHOLARLY PAPERS

10

DOWNLOADS

468

TOTAL CITATIONS

0

Scholarly Papers (10)

1.

A Feasibility Study of Machine Learning-Based Model Predictive Control for Commercial Buildings in Cooling Season

Number of pages: 37 Posted: 15 Aug 2023
Abu Talib, Semi Park, Piljae Im and Jaewan Joe
Inha University, Inha University, Government of the United States of America - Oak Ridge National Laboratory and Inha University
Downloads 106 (659,652)

Abstract:

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Grey-box model, artificial neural network, Gauss process regression, Support vector regression, Model-based predictive control, Multistep ahead prediction

Demonstration of rule-based model predictive control algorithm for smart building energy management of commercial buildings

Number of pages: 34 Posted: 15 Oct 2025
Inha University, Inha University, Inha University and Inha University
Downloads 49 (1,107,422)

Abstract:

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Model Predictive Control (MPC), Implementation, Pre-cooling, Grey-box modeling, Regression, Rule extraction

Demonstration of rule-based model predictive control algorithm for smart building energy management of commercial buildings

Number of pages: 34 Posted: 27 Sep 2025
Inha University, Inha University, Inha University and Inha University
Downloads 46 (1,144,483)

Abstract:

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Model predictive control (MPC), Implementation, Pre-cooling, Grey-box modeling, Regression, Rule extraction

3.
Downloads 76 (837,727)

Abstract:

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Model-based predictive control, Digital twin for building HVAC operation, Pre-cooling/pre-heating, Peak shaving, Demand charge, HVAC setpoint adjustment

4.

Implementation of federated learning-based model predictive control for HVAC operation in office spaces

Number of pages: 29 Posted: 24 Dec 2025
Abu Talib and Jaewan Joe
Inha University and Inha University
Downloads 62 (970,490)

Abstract:

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Model predictive control, Implementation, Load shift, Grey-box modeling, Application programming interface, Heating, ventilation, & air conditioning in buildings

5.

Load Shift-Based Cost-Saving Potential of Data Centers Via Predictive Control Strategies

Number of pages: 27 Posted: 23 Dec 2024
Abu Talib, Kwangwon Choi and Jaewan Joe
Inha University, Inha University and Inha University
Downloads 39 (1,222,651)

Abstract:

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Grey-box model, Data center, Underfloor air distribution, energy efficiency, Model-based predictive control

6.

Metacognition of Building Energy Users for Inducing Energy Saving: Methodology Development and Case Study on Day-Care Centers in South Korea

Number of pages: 28 Posted: 16 Jun 2025
affiliation not provided to SSRN, Inha University, Inha University, Inha University, Inha University, Korea Institute of Civil Engineering and Building Technology and Inha University
Downloads 31 (1,332,057)

Abstract:

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Building energy open dataset, Machine Learning, Metacognition, User behavior

7.

Development of Seasonally Clustered Building Models for Applying Model-Based Predictive Control in Buildings

Number of pages: 30 Posted: 08 Jul 2025
Inha University, Inha University, Inha University, Inha University and AutoSemantics
Downloads 25 (1,399,036)

Abstract:

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Model-based predictive control, Grey-box model, Clustering, Seasonally clustered building models

8.

Experimental demonstration of penalty-based distributed MPC for peak load and cost reduction in multi-zone buildings

Number of pages: 34 Posted: 25 May 2026
Inha University, Inha University, Inha University, Purdue University and Inha University
Downloads 15 (1,534,404)

Abstract:

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Model-based predictive control, Implementation, Grey-box model, Distributed optimization, Peak load management

9.

Demonstration of rule-based model predictive control algorithm for smart building energy management of commercial buildings

Number of pages: 35 Posted: 06 Apr 2026
Inha University, Inha University, Inha University and Inha University
Downloads 11 (1,541,665)

Abstract:

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Model Predictive Control (MPC), Implementation, Pre-cooling, Grey-box modeling, Regression, Rule extraction

10.

Demonstration of rule-based model predictive control algorithm for smart building energy management of commercial buildings

Number of pages: 34 Posted: 11 Jun 2026
The University of Texas at Arlington, Inha University, Inha University, Illinois Institute of Technology and Inha University
Downloads 8

Abstract:

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Model predictive control (MPC), Implementation, Pre-cooling, Grey-box modeling, Regression, Rule extraction