A comparison of stream processing frameworks
What stream processing framework will enable you to get instant insight into data as it flows? We co ...
It has been confirmed that the Asset Performance Conference will take place virtually from September 15 to 17, 2020. We are looking forward to being present and sharing how to optimize asset management.
Meanwhile, it’s time for the grand finale: the BEMAS Asset Performance 4.0 hackathons are coming to a close. To our surprise, the deadlines were extended by two weeks. So, we had a little more time to fine-tune our submissions.
The final touches
For the Fluvius case, we added a small Flask application to view filled in surveys as a report.
For the Aquafin case, we took the opportunity to try some different analyses.
Fluvius
For surveying, we got the whole pipeline down in a live demo. We set up a ODK-Central server to host and distribute surveys as well as collect the data after filling. As a demo, people can use the ODK-collect app to connect to the server, grab blank surveys, fill them and send them back. The results can then be collected in excel or viewed online.
Aquafin
For pump failure detection, we used the extra time to look into a different approach for the data treatment. We used some engineering knowledge, dove into the literature and started looking to detect wear over time for specific pumps. In addition, we looked for unexpected decreases in efficiency because of clogging and other sudden impacts.
In addition, we built a nice monitoring platform that provides a convenient presentation of the time series, along with the alarm and maintenance data, and our detections of malfunction events. This tool could be provided to operators as a complete solution where, whenever outliers appear, alarms get triggered.
It’s a wrap
With two live demos up and running, and our reports written, all we needed to do was run some spell checks before wrapping things up and submitting. As a next step, the asset owners will choose which companies can present their cases live on the last day of the Asset Performance 4.0 virtual Conference. We’ll keep you posted.