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Phillip Stoffel

RWTH-Aachen University

SCHOLARLY PAPERS

7

DOWNLOADS

573

TOTAL CITATIONS

2

Scholarly Papers (7)

1.

A Modular Python Framework for Rapid Development of Advanced Control Algorithms for Energy Systems

Number of pages: 46 Posted: 03 Jul 2024
affiliation not provided to SSRN, RWTH Aachen University, RWTH Aachen University, RWTH Aachen University, affiliation not provided to SSRN, RWTH-Aachen University and RWTH Aachen University
Downloads 131 (558,171)

Abstract:

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Multi Agent System, Building Energy Management, Control, IoT

2.

Real-Life Data-Driven Model Predictive Control for Building Energy Systems Comparing Different Machine Learning Models

Number of pages: 51 Posted: 09 Oct 2023
Phillip Stoffel, Max Berktold and Dirk Müller
RWTH-Aachen University, affiliation not provided to SSRN and RWTH Aachen University
Downloads 110 (640,165)

Abstract:

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Data-Driven Model Predictive Control, Building Energy
Systems, Artificial Neural Networks, Gaussian Process Regression, Cloud Platform

3.

Exploring Flexibility in Building Energy Systems: Agent-Based Quantification and Electricity Tariff Impacts

Number of pages: 55 Posted: 09 Nov 2024
RWTH Aachen University, affiliation not provided to SSRN, RWTH-Aachen University and RWTH Aachen University
Downloads 103 (674,591)

Abstract:

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Energy flexible building, Local Energy Market, Flexibility Market, Flexibility, Flexibility Costs, Flexibility Offer, Model predictive control, Electricity tariff, thermal mass

4.

Optimizing Energy Efficiency in Buildings: Experimental Findings on the Role of Heat Pump Control Interfaces in Model Predictive Control

Number of pages: 39 Posted: 16 Jan 2025
RWTH Aachen University, RWTH Aachen University, RWTH-Aachen University, RWTH Aachen University and RWTH Aachen University
Downloads 101 (694,528)

Abstract:

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thermal comfort, optimal control, hardware-in-the-loop, field test in the lab, PV self-consumption, underfloor heating

5.

Evaluation of Advanced Control Strategies for Building Energy Systems

Number of pages: 70 Posted: 23 Oct 2022
RWTH-Aachen University, RWTH-Aachen University, RWTH-Aachen University, RWTH-Aachen University and RWTH Aachen University
Downloads 67 (916,100)

Abstract:

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Optimal Building Control, Artificial Intelligence in Buildings, Data-driven Modeling, Adaptive control, Approximate MPC, reinforcement learning

6.

Practical Design and Implementation of Iot-Based Occupancy Monitoring Systems for Office Buildings: A Case Study

Number of pages: 15 Posted: 06 Aug 2024
RWTH Aachen University, affiliation not provided to SSRN, RWTH-Aachen University and RWTH Aachen University
Downloads 31 (1,318,317)

Abstract:

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Occupancy Detection, HVAC, IoT, Data Fusion, Machine Learning, LoRaWAN

7.

Identifying the Validity Domain of Machine Learning Models in Building Energy Systems

Number of pages: 96 Posted: 26 Jul 2023
RWTH Aachen University, RWTH Aachen University, RWTH-Aachen University, RWTH Aachen University and RWTH Aachen University
Downloads 30 (1,332,057)
Citation 2

Abstract:

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Extrapolation Detection, Validity Domain, Novelty Detection, machine learning, Artificial Neural Network, Data-driven Model Predictive Control, Building Energy Systems