A dual-stream deep learning framework for lift condition monitoring based on time and frequency domain information

• Main Author: Kwok, Yuk
• Other Authors: Ling Keck Voon
• Format: Thesis-Master by Research
• Language: English
• Published: Nanyang Technological University 2024
• Subjects: Engineering; Condition monitoring; Deep learning; Self-attention mechanism
• Online Access: https://hdl.handle.net/10356/181860
• Institution: Nanyang Technological University

This research addresses lift condition monitoring, crucial for ensuring safety and performance. Traditional methods struggle with scalability, especially when dealing with small data volumes or potential fault detection. To overcome this, we propose a deep learning-based approach that integrates tim...