Monitor and/or log the performance of a specific application (not all system) in Windows 7

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I need to keep track of peak memory usage, and average memory usage, CPU time of a specific application. I know there is Windows' perfmon tool, but it keeps record of all the system, but I need to keep record of just one specific application. I also tried kiwimonitor app, it does not provide precise result.

Do you know how to filter perform tool to just keep record of single application's performance statistics? Or is there a useful tool I can use for that purpose?

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You can create a user defined data set (under Data Collector Sets) and limit your performance counters for a specific process. Once you select a process object, choose what process you want to monitor and the counters for that specific process.