Roller bearing failures classification with low computational cost embedded machine learning

M Bertocco, A Fort, E Landi, M Mugnaini… - … on Metrology for …, 2022 - ieeexplore.ieee.org
In this work, the authors present a Machine Learning (ML) algorithm which is able to detect
incipient failures of roller bearings starting from data provided by accelerometers. Three …

Highly Reliable Multicomponent MEMS Sensor for Predictive Maintenance Management of Rolling Bearings

E Landi, A Prato, A Fort, M Mugnaini, V Vignoli… - Micromachines, 2023 - mdpi.com
In the field of vibration monitoring and control, the use of low-cost multicomponent MEMS-
based accelerometer sensors is nowadays increasingly widespread. Such sensors allow …

High Performance Analog MEMS for IoT Based Condition Monitoring, Characterization with a Bearing Failure Emulation Test Bench

E Landi, L Parri, R Moretti, A Fort… - … on Metrology for …, 2022 - ieeexplore.ieee.org
High performance vibration measurements are nowadays required to assess the operating
performance of modern electrical vehicles, where the increase of motor angular speed leads …

Assessment of LoRaWAN transmission systems under temperature and humidity, gas, and vibration aging effects within IIoT contexts

G Di Renzone, E Landi, M Mugnaini… - IEEE Transactions …, 2021 - ieeexplore.ieee.org
Within the big picture of the Internet of Things (IoT), a brand new paradigm has risen since
few years ago in the context of industrial scenarios: the industrial IoT (IIoT), whose aim is to …

Calibration of a multicomponent MEMS sensor for vibration monitoring of rolling bearings: Broad-band and amplitude traceability up to 20 kHz

A Schiavi, A Fort, E Landi, M Mugnaini… - … on Metrology for …, 2022 - ieeexplore.ieee.org
In the field of vibration monitoring and control, the use of low-cost multicomponent
accelerometer sensors is nowadays increasingly widespread. Low-cost multicomponent …

Condition monitoring of critical industrial assets using high performing low-cost MEMS accelerometers

AP Ompusunggu, K Eryılmaz, K Janssen - Procedia CIRP, 2021 - Elsevier
The high investment cost, which is in majority introduced by the sensor costs, is one of the
barriers for adopting Predictive Maintenance/Condition-Based Maintenance strategy in the …

An IoT sensor node for health monitoring of artwork and ancient wooden structures

E Landi, L Parri, R Moretti, A Fort… - … on Metrology for …, 2022 - ieeexplore.ieee.org
In this work the authors propose an environmental monitoring system for artworks and
wooden structures placed in museums and places of worship, based on smart BLE sensor …

Performance of reinforced epoxy resin embedded MEMS accelerometers for IoT condition monitoring

A Fort, E Landi, M Mugnaini… - 2023 IEEE International …, 2023 - ieeexplore.ieee.org
IoT condition monitoring is becoming increasingly widespread. With the improvement of the
performance of embedded microcontrollers, there is the possibility to increase the quantity of …

MEMS Approach for Rolling Bearing Fault Diagnosis Using Vibration Signal Analysis

G Sharma, T Kaur, SK Mangal, NK Dhiman… - Journal of Vibration …, 2025 - Springer
Purpose In recent years, there has been a widespread use of micro-electromechanical
system (MEMS) technology by researchers in the field of condition monitoring. This research …