The modular 3D model of the process of grinding the ends of circular rotating parts during proces... more The modular 3D model of the process of grinding the ends of circular rotating parts during processing and oriented noncircular grinding wheels with conical sections templating. On the basis of which created new ways of processing the ends of details that provide a combination of the first end surface of the treated parts from forming a conical sizing section along the line eliminates geometrical errors of morphogenesis. For grinding wheels used combined correction, which consists of the end surface changes, performing roughing and tapered gauge performing finish grinding.
Spiking Neural Networks (SNNs) has recently emerged as a prominent neural computing paradigm. How... more Spiking Neural Networks (SNNs) has recently emerged as a prominent neural computing paradigm. However, the typical shallow spiking network architectures have limited capacity for expressing complex representations, while training a very deep spiking network have not been successful so far. Diverse methods have been proposed to get around this issue such as converting off-line trained deep Artificial Neural Networks (ANNs) to SNNs. However, ANN-to-SNN conversion scheme fails to capture the temporal dynamics of a spiking system. On the other hand, it is still a difficult problem to directly train deep SNNs using input spike events due to the discontinuous and non-differentiable nature of the spike signals. To overcome this problem, we propose using differentiable (but approximate) activation for Leaky Integrate-and-Fire (LIF) spiking neurons to train deep convolutional SNNs with input spike events using spike-based backpropagation algorithm. Our experiments show the effectiveness of t...
The wide availability of workstation networks and the rapid evolution of workstation technology i... more The wide availability of workstation networks and the rapid evolution of workstation technology is a motivation for investigating methods of harnessing the full power of such systems. Individual workstations are not usually effectively utilized by their owners. Owners may be willing to lend the processing power of their workstations if used in an unobtrusive way. The ability to effectively borrow
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Papers by Syed Sarwar