Purdue University has introduced a large-scale annotated mechanical components benchmark for classification and retrieval tasks named Mechanical Components Benchmark (MCB): a large-scale dataset of 3D objects of mechanical components.
The 2021 AHR Expo Innovation Award Winners and finalists were selected in 10 industry categories, including building automation, cooling, green building, heating, indoor air quality, plumbing, refrigeration, software, tools and instruments, and ventilation.
Ash Awad, chief market officer, McKinstry, discusses the firm’s pledge to achieve net-zero annual carbon emissions by no later than 2040; the design work behind the Catalyst facility in Spokane, Washington; and much more.
By embracing methodologies such as digital lean, encouraging diversity in team makeup, and planning AI and machine learning from the start, IIoT can overcome that legacy challenge and truly blossom.