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Manav Mahan Singh

Technische Universität München (TUM)

SCHOLARLY PAPERS

2

DOWNLOADS

130

TOTAL CITATIONS

4

Scholarly Papers (2)

1.

Explainable Ai for Engineering Design: A Unified Approach of Systems Engineering and Component- Based Deep Learning

Number of pages: 18 Posted: 19 May 2024
Philipp Geyer, Manav Mahan Singh and Xia Chen
Leibniz University Hannover, Technische Universität München (TUM) and Leibniz University Hannover
Downloads 100
Citation 1

Abstract:

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Artificial intelligence, machine learning, regression model, systems engineering, complex systems, surrogate model

Utilizing Domain Knowledge: Robust Machine Learning for Building Energy Performance Prediction with Small, Inconsistent Datasets

Number of pages: 18 Posted: 14 Feb 2024
Xia Chen, Manav Mahan Singh and Philipp Geyer
Leibniz University Hannover, Technische Universität München (TUM) and Leibniz University Hannover
Downloads 17
Citation 3

Abstract:

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Component-based machine learning, Composability, Model organization, Data utilization, Buildin engineering

Utilizing Domain Knowledge: Robust Machine Learning for Building Energy Performance Prediction with Small, Inconsistent Datasets

Number of pages: 15 Posted: 13 Apr 2023
Xia Chen, Manav Mahan Singh and Philipp Geyer
Leibniz University Hannover, Technische Universität München (TUM) and Leibniz University Hannover
Downloads 13

Abstract:

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Building energy prediction, Component-based machine learning (CBML), Data-Driven Methods, Prior knowledge integration, Semantic information, Model organization