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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Shaft Crack Simulation Addon for the TMFSS Macro simulates the occurrence and impact of cracks in the shafts of industrial machinery.
Shaft Crack Simulation Addon for the TMFSS Macro simulates the occurrence and impact of cracks in the shafts of industrial machinery.
The Shaft Crack Simulation Addon for the TMFSS Macro simulates the occurrence and impact of cracks in the shafts of industrial machinery. It extends the TMFSS Macro simulator with a detailed environment for studying how a shaft crack progresses and what it does — a significant concern for the reliability and safety of rotating equipment. Shaft cracks arise from fatigue, overloading, improper design or manufacturing defects. They compromise the structural integrity of the shaft, and lead in turn to failure, disrupted operation and safety hazards. The addon lets users watch a crack start and grow under different conditions, identify the factors that drive it, and judge how well a given inspection or maintenance regime reduces the risk. That makes it a predictive-maintenance tool: the point is to catch a shaft crack before it becomes a catastrophic failure. It is aimed at engineers, maintenance professionals and educators studying shaft behaviour under stress, and the machinery designs and maintenance protocols that follow from it.
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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