Search Results for "python data analysis"

This study presents an integrated software application that enables vibration-based structural health monitoring within a closed-loop Product Lifecycle Management (PLM) framework. The system collects time-domain vibration data from UAV components during the pre-flight phase and applies deep learning architectures—including Gated Recurrent Units (GRUs), Long Short-Term Memory networks (LSTMs), and Convolutional Neural Networks (CNNs)—for accurate fault classification. Communication with the UAV is handled through the DroneKit-Python API, while RESTful APIs interface with the Aras Innovator PLM platform to automate data exchange and support predictive maintenance. ...

...It allows you to define a schedule maintenance facilities and notify the reported failures of objects. The program can also analyze in detail failure of machinery and equipment, providing a multi-dimensional analysis of the costs of downtime and failure rates. Immediately after the crash report, automatically notify the employee responsible for this property. The notification is visible in the system and in addition can be sent via e-mail or via SMS. Based on data collected system suggests possible solutions and allows you to generate a service order.