Something I was talking about for a while ... I saw this today in Android 5 - they give you (when the device is running on battery) not only a chart about past battery consumption (dark green), but also about estimated future depletion (grey-green) and on top of the chart the current state (40%) + an estimate that the battery will last ~4 more days at the same usage level. -- Heiko Rupp hwr(a)pilhuhn.de <mailto:hwr@pilhuhn.de> Blog: http://pilhuhn.blogspot.com @pilhuhn _______________________________________________ hawkular-dev mailing list hawkular-dev(a)lists.jboss.org https://lists.jboss.org/mailman/listinfo/hawkular-dev

Lukas Krejci <mailto:lkrejci@redhat.com> February 25, 2015 at 5:15 PM These guys have a very interesting modelled-after-brain thing for just these types of things... Anomaly detection, autonomous temporal sequence learning, you name it ;) https://github.com/numenta/htm.java _______________________________________________ hawkular-dev mailing list hawkular-dev(a)lists.jboss.org https://lists.jboss.org/mailman/listinfo/hawkular-dev Matt Wringe <mailto:mwringe@redhat.com> February 25, 2015 at 4:23 PM Does it only have to be about forecasting/projecting 'bad' things :) With more historical data, it could get more interesting than a just an estimated straight line. Say if it was able to know that you have a large increase in power at a particular time of day (eg a 30 minute commute on the train at 17:30 where you stream video). The forecasted chart in this case could have a dip in battery reserves at about this time. But maybe you don't always stream video during your commute. So in this case it could give you an estimated range instead of a particular time. Although, bringing in historical data analysis and estimated ranges tend to make things more complicated and the charts more confusing. On 25/02/15 03:04 PM, Heiko W. Rupp wrote: _______________________________________________ hawkular-dev mailing list hawkular-dev(a)lists.jboss.org https://lists.jboss.org/mailman/listinfo/hawkular-dev Heiko W. Rupp <mailto:hwr@pilhuhn.de> February 25, 2015 at 3:04 PM Something I was talking about for a while ... I saw this today in Android 5 - they give you (when the device is running on battery) not only a chart about past battery consumption (dark green), but also about estimated future depletion (grey-green) and on top of the chart the current state (40%) + an estimate that the battery will last ~4 more days at the same usage level. -- Heiko Rupp hwr(a)pilhuhn.de <mailto:hwr@pilhuhn.de> Blog: http://pilhuhn.blogspot.com @pilhuhn _______________________________________________ hawkular-dev mailing list hawkular-dev(a)lists.jboss.org https://lists.jboss.org/mailman/listinfo/hawkular-dev

On 4 Mar 2015, at 06:26, Heiko W.Rupp <hrupp(a)redhat.com&gt; wrote: > Am 25.02.2015 um 22:23 schrieb Matt Wringe <mwringe(a)redhat.com&gt;: > > With more historical data, it could get more interesting than a just an estimated straight line. Absolutely. I did just send this screenshot to show that this is not a crazy idea but in fact already in production in consumer devices. > > Although, bringing in historical data analysis and estimated ranges tend to make things more complicated and the charts more confusing. We will need to use more complex historical data. E.g. implement Holt-Winters forecasting. Heiko _______________________________________________ hawkular-dev mailing list hawkular-dev(a)lists.jboss.org https://lists.jboss.org/mailman/listinfo/hawkular-dev