Wednesday, May 6, 2020

Fault Analysis Essay - 735 Words

No plagiarism detected 5.1.3 Device Data Collectors Multiple Device Data Collectors are continuously collecting, aggregating, and sending local telemetry data to the Data Store. 5.2 Fault Injector Fault injector is used to induce random fault at will to the both ping service and device data collectors. 5.3 Data Store The Data Store used to holds the network topology information, local telemetry data, as well as the ping data collected from devices and other components of the network. 5.4 Learning Agent module: The learning agent helps to capture the behavior of the system on different faults scenarios injected by using the fault injector and a non-faulty scenario as well. These are analyzed and stored by using the following flow in the†¦show more content†¦The third phase is the learning phase where in the data is fetched from the data store and then forwarded for further analysis to the machine learning block. The machine learning block uses the random forest algorithm to analyze the data that is being fetched by the learning agent after which it analysis report is sent back where in it is used to create the diagnosis function which is the required output The above figure shows the UML diagram; our project contains six major classes namely Node, FaultInjector, PingMap, MonitorAgent, LearningAgent and MachineLearningBlock. The MachineLearningBlock class is sub-class to the LearningAgent class. This handles all the functions from injecting faults, requesting for the TCP statistics, and analysis by the machine learning block. The above sequence diagram shows how the monitoring agent interacts through the steps stated above, we can see that initially the monitoring agent sends a signal to the ping map to deploy the monitoring agent into the selected nodes, then the fault injector injects random faults into the nodes containing the monitoring agent and then the monitoring agent request for the TCP statistics of these inject nodes and then the node replies with the TCP statistics and later on these statistics are stored in a log file and stored into the data-store.Show MoreRelatedLiterary Analysis: The Fault in Our Stars Essay738 Words   |  3 Pagesï » ¿(Student Name) Mrs. Heroux World Literature Honors 19 February 2014 The Fault in Our Stars Literary Analysis The Fault in Our Stars can be interpreted to have many hidden meanings. One of the most overlooked and obscured meanings being unexpected events. More specifically, John Green will lead the reader on to one thing before throwing them a curveball. 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