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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 ...

Then they're taking on collective bargaining. seems like a different matter. >> interesting question. earlier this week i polled my radio audience on the same day that "usa today" polled the nation on the issue of weather publ public employ eves should have collective bargaining rights. it was 65/35 no on the same day, exact reverse of those numbers of "usa today." so in the country, generally i think people want collective bargaining rights to be maintained for public employees. but when you go into a republican venue like talk radio, then you find that it's dramatically different. among repu...