/PRNewswire/ The "Middle East North Africa Games Market" report has been added to ResearchAndMarkets.com s offering. The MENA-3 (Saudi Arabia, United Arab.
Akila Saravanan, an MIT junior double majoring in aerospace engineering and electrical engineering and computer science, is a recipient of the Brooke Owens Fellowship. “Brookies” are selected based on their commitment to their communities, stand-out
Akila Saravanan, an MIT junior double majoring in aerospace engineering and electrical engineering and computer science, is a recipient of the Brooke Owens Fellowship.
Pipe failure prediction in the water industry aims to prioritize the pipes that are at high risk of failure for proactive maintenance. However, existing statistical or machine learning models that rely on historical failures and asset attributes can hardly leverage the structure information of pipe networks. In this work, we develop a failure prediction framework for pipe networks by jointly considering the pipes' features, the network structure, the geographical neighboring effect, and the temporal failure series. We apply a multi-hop Graph Neural Network (GNN) to failure prediction. We propose a method of constructing a geographical graph structure depending on not only the physical connections but also geographical distances between pipes. To differentiate the pipes with diverse properties, we employ an attention mechanism in the neighborhood aggregation process of each GNN layer. Also, residual connections and layer-wise aggregation are used to avoid the over-smoothing issue i
Varon and RTI collaborate to deliver Urban Air Mobility Systems newelectronics.co.uk - get the latest breaking news, showbiz & celebrity photos, sport news & rumours, viral videos and top stories from newelectronics.co.uk Daily Mail and Mail on Sunday newspapers.