Schindler Automates Physical Model Verification Framework Using Simulink Test
Schindler developed an automated test framework called Models’ Automated Test Harnesses (MATHS) using Simulink Test™ to perform system-level and model-in-theloop (MIL) tests for subsystem components. With Simulink Test, Schindler engineers can create test harnesses and write corresponding test cases.
IDNEO Develops AUTOSAR Components Using Agile Model-Based Design
IDNEO has been using Model-Based Design for four years, which has led to significant business improvements. When their customers also use Simulink®, ambiguities in requirements are avoided and development time can be cut in half.
What Is int8 Quantization and Why Is It Popular for Deep Neural Networks?
int8 quantization has become a popular approach for such optimizations not only for machine learning frameworks like TensorFlow and PyTorch but also for hardware toolchains like NVIDIA® TensorRT and Xilinx® DNNDK—mainly because int8 uses 8-bit integers instead of floating-point numbers and integer math instead of floating-point math, reducing both memory and computing requirements.
When industrial equipment breaks, the resulting problem often is not the cost of replacing that equipment but the forced downtime. A production line standing still may mean thousands of dollars lost every minute. Performing regular maintenance can help avoid unplanned downtime, but it does not guarantee that equipment will not fail.