Ultra-low power sensor node for on-board railway wagon monitoring
journal contribution
posted on 2021-03-28, 22:44 authored by Esteban Bernal, Maksym SpiryaginMaksym Spiryagin, Colin ColeColin ColeContinuous real-time monitoring of unpowered railway vehicles such as general freight and heavy haul wagons is still limited by hardware scalability and power consumption challenges. This paper proposes an innovative sensor node hardware architecture that reduces power consumption and hardware costs by introducing an Analogue Fault Detector based on analogue signal processing. This technique allows data intensive fault detection and condition monitoring algorithms to be run by simple microcontrollers, reducing memory, execution time and computational requirements. An on-board wheel flat detection sensor node was tested in laboratory conditions using a hardware-in-the-loop setup, to quantify the improvements and explore the viability of the proposed sensor node architecture approach. The power required to detect a wheel flat defect in a simulated acceleration signal was reduced by one order of magnitude and the memory requirement was reduced by three orders of magnitude for the data acquisition and processing stage, compared to traditional sensor node hardware architectures. This is particularly relevant in data intensive applications using accelerometers for monitoring railway vehicles. The improvements delivered by the introduction of an Analogue Fault Detector in a sensor node hardware architecture are promising for further development of on-board ultra-low power condition monitoring sensor nodes for railway applications. © 2001-2012 IEEE.
Funding
Category 4 - CRC Research Income
History
Volume
20Issue
24Start Page
15185End Page
15192Number of Pages
8eISSN
1558-1748ISSN
1530-437XPublisher
IEEEPublisher DOI
Full Text URL
Peer Reviewed
- Yes
Open Access
- No
Author Research Institute
- Centre for Railway Engineering
Era Eligible
- Yes
Journal
IEEE Sensors JournalUsage metrics
Categories
Keywords
RailwaySensor nodeUltra-low powerAnalogue signal processingWheel flatFault detectionOn-boardCondition monitoringSensorsWheelsRailway transportationHardwareComputer architectureRail transportationAnalytical ChemistryDynamics, Vibration and Vibration ControlNumerical Modelling and Mechanical CharacterisationPerformance Evaluation; Testing and Simulation of Reliability
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