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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Bent Shaft Simulation Addon for the TMFSS Macro reproduces the effects of shaft bending in industrial machinery.
Bent Shaft Simulation Addon for the TMFSS Macro reproduces the effects of shaft bending in industrial machinery.
The Bent Shaft Simulation Addon for the TMFSS Macro reproduces the effects of shaft bending in industrial machinery. It lets users run a bent shaft on the TMFSS Macro simulator — a common fault, and one that costs both machine performance and machine life. Modelling it shows how shaft deformation changes vibration patterns, bearing loads and overall machinery alignment, so that the early signs of bending can be recognised, the root cause traced, and corrective work planned before the damage spreads. It suits teaching and plant troubleshooting alike.
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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