[rules-users] Frequently updated facts and truth maintenance

Hello, Recently I've been using Drools (version 5.0.1) to build a small sensor monitoring application and have run into memory consumption issues that seem to be related to logically inserted facts. The way it is set up there are Sensor facts which carry numerically encoded "flags" that can signal certain properties about that Sensor. My intent was to create rules to detect these flags and insert marker facts in order to abstract how flagging is handled and make it easier for other rules to use this information. Here is an example of the rules I'm using: declare DeltaFlagged Each Sensor is updated at regular intervals from outside of the rule engine, several hundred times a day. Similar to the examples given here ( http://blog.athico.com/2007/03/writing-rules-for-monitoring-and-time.html). This works very well for short periods of time. However, after many days of operation I can observe a clear memory leak trend. When I inspect a memory dump I see that there are many LogicalDependency objects created and stored by the truth maintenance system (on the order of several million) for each "flag" fact that has been logically inserted. Only one fact is being inserted per Sensor as expected. I am working under the impression that Drool's truth maintenance should not be recording duplicate dependencies, so I'm wondering what I have done wrong with the equals() and hashcode() methods of my objects to cause Drools to treat each activation of this rule as a new dependency. My Sensor objects use the default hashcode and equals methods. Thank you in advance. Bill