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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Electromechanical Defects Simulation Addon for the TMFSS Macro simulates the electromechanical defects that occur in industrial machinery.
Electromechanical Defects Simulation Addon for the TMFSS Macro simulates the electromechanical defects that occur in industrial machinery.
The Electromechanical Defects Simulation Addon for the TMFSS Macro simulates the electromechanical defects that occur in industrial machinery. It extends the TMFSS Macro simulator to the interaction between electrical and mechanical systems, and to the defects that arise there. Electromechanical systems — motors, generators, actuators and sensors — combine electrical and mechanical components, and are used across industry. They fail in several ways: electrical short circuits, insulation failures, bearing faults and imbalance, each of which affects system performance and reliability. The addon models those defects in detail, showing their causes, their effects, and the diagnostic methods used to detect and mitigate them. Users can run scenarios such as motor winding failure, a mechanical misalignment that disturbs electrical operation, and the effect of electromagnetic forces on mechanical components. It is built for the professionals, educators and students who have to investigate such defects, and for the maintenance strategies and design improvements that follow from understanding them.
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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