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Concrete Facade

PROJECTS & PUBLICATIONS

  • Training AI with Large Language Models (LLMs) to diagnose machine conditions and predict maintenance needs.

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  • Developing advanced sensors and analytical tools for real-time vibration monitoring and analysis.

Upcoming Studies

RESEARCH HIGHLIGHTS

Explore the fascinating research going on in our lab!

Sustainable Farming: Mechanical Pollination Breakthroughs
02:22
Mechanical Pollination Strawberries
00:09
Next-Gen Strawberry Pollination: A Mechanical Approach
02:37
Building the Perfect Prosthetic Socket: A Journey of Innovation and Material Testing
02:43
University of Ottawa Rolling-element Dataset: Experimental Setup
03:15
Surrogate Lower Limb Design for Ankle-Foot Orthosis (AFO) Mechanical Evaluation | Dumond Design Lab
01:55

PUBLICATIONS

Data Augmentation for Roller Bearing Health Indicator Estimation Using Multi-channel Frequency Data Representations. Proceedings of the ASME 2021 Virtual International Design Engineering Technical Conferences & Computers and Information in Engineering Conference. 1-9, 2021

Machine Condition Monitoring

Hendriks, J., Dumond, P.,

2021

Vibration-based Prognosis of Rolling Element Bearings with a 3D Convolutional Neural Network. Proceedings of the 27th International Congress on Sound and Vibration. 1-8, 2021

Machine Condition Monitoring

Hendriks, J., Dumond, P.,

2021

Exploring the Relationship between Preprocessing and Hyperparameter Tuning for Vibration-Based Machine Fault Diagnosis Using CNNs. Vibration. 4(2):284-309, 2021

Machine Condition Monitoring

Hendriks, J., Dumond, P.,

2021

A New Vibration-based Algorithm for Operational Machine State Identification. Proceedings of the 27th International Congress on Sound and Vibration. 1-8, 2021

Machine Condition Monitoring

Larocque-Villiers, J., Dumond, P.,

2021

Instantaneous Frequency Synchronized Generalized Stepwise Demodulation Transform for Bearing Fault Diagnosis

Machine Condition Monitoring

Juanjuan Shi, Zehui Hua, Weiguo Huang, Patrick Dumond

2021

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Supported by the University of Ottawa

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