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.
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Belt Drive Fault Simulation Kit for the TMFSS Macro replicates belt drive faults in industrial machinery.
Belt Drive Fault Simulation Kit for the TMFSS Macro replicates belt drive faults in industrial machinery.
The Belt Drive Fault Simulation Kit for the TMFSS Macro replicates belt drive faults in industrial machinery. It extends the TMFSS Macro simulator to cover misalignment, wear, slippage and tension problems. Running those faults lets professionals and educators trace a belt drive malfunction back to its root cause, judge its effect on machine performance, and work out the maintenance or repair it needs — hands-on, rather than from a description.
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.
Indicative price, ex-works. Excludes GST, packing & forwarding, freight, insurance and duties. Request a quotation to confirm.
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Before you buy
Why this measurement is made, how it goes wrong, and what the numbers mean — written by the people who build the instrument.