The invention discloses a
stamping equipment remote fault diagnosis method and
system based on
the Internet of Things, and relates to the technical field of
stamping equipment fault diagnosis, and the method comprises the steps: S1, deploying multiple types of sensing units based on an
Internet of Things architecture, synchronously collecting the equipment operation data, production process data and external environment data of
stamping equipment, and forming three-dimensional
coupling data; according to the invention, by constructing an equipment-process-environment three-dimensional
data acquisition framework, synchronously acquiring multi-dimensional
coupling data, and combining with an edge calculation real-time association
algorithm, accurately identifying and rejecting false fault data, the problem of high
false alarm rate caused by single data in the existing diagnosis technology is effectively solved, and the diagnosis accuracy is improved. By embedding a working condition and equipment individual difference compensation factor in an adaptive feature migration
algorithm, cross-working-condition and cross-equipment feature dynamic fusion is realized, the generalization ability of a diagnosis model is improved, and relying on an edge-cloud collaborative architecture, the real-time performance of
data processing is ensured, and the efficient fusion of global features is also realized.