ML / AI Algorithm Development for Predictive Maintenance
Generate clean, labelled fault datasets, capture high-channel-count parallel sensor streams, and validate classifier outputs against ground-truth spectral features — without leaving your lab.
Prices exclusive of GST, shipping, packing & other taxes — charged extra.
Tiera’s Machine Fault Simulator (TMFSS) is a valuable tool for industries and researchers, simulating over 30 real-world faults such as: Bearing faults: outer race defects, inner race defects, cage defects. Motor faults: stator faults, rotor faults, electrical unbalance. Gearbox faults: gear wear, misalignment, gear tooth damage. Etc..
Tiera’s Machine Fault Simulator (TMFSS) is a valuable tool for industries and researchers, simulating over 30 real-world faults such as: Bearing faults: outer race defects, inner race defects, cage defects. Motor faults: stator faults, rotor faults, electrical unbalance. Gearbox faults: gear wear, misalignment, gear tooth damage. Etc..
Tiera’s Machine Fault Simulator (TMFSS) is an invaluable tool for industries and researchers, providing a comprehensive platform to study and analyze over 30 real-world faults commonly observed in industrial settings. The TMFSS is designed to enhance understanding and improve diagnostic skills through practical simulation. It covers a wide range of faults, including: Bearing Faults: Outer race defects, inner race defects, and cage defects. Motor Faults: Stator faults, rotor faults, and electrical unbalance. Gearbox Faults: Gear wear, misalignment, and gear tooth damage. Pump Faults: Cavitation, flow turbulence, and impeller wear. Fan Faults: Blade damage and imbalance. Coupling Faults: Misalignment and looseness. Belt Drive Faults: Belt wear and misalignment. The TMFSS macro allows users to simulate these faults and gain hands-on experience in fault detection and analysis, thereby enhancing their diagnostic capabilities and ensuring better maintenance and reliability of industrial machinery.
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Generate clean, labelled fault datasets, capture high-channel-count parallel sensor streams, and validate classifier outputs against ground-truth spectral features — without leaving your lab.
ISO 18436-2 Cat I and Cat II training programs combining hardware fault rigs, structured course material, and digital simulation software — for training institutes and in-plant L&D teams.
Prices exclusive of GST, shipping, packing & other taxes — charged extra.
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