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Firstly a comment, 35% CPU utilization is very low - and by itself should not cause the application to crash - so I suspect that something else is causing your application to fail to respond, so look at things like the number of concurrent threads your application web server can service and so on.
Then to diagnose what is actually happening, you can instrument the instance with something like SAR, examine web-server logs and your application server logs. You may need to increase verbosity in these logs.
Also - if this has happened recently - and your have AWS Support - open a support case - support can generally provide you with helpful guidance on troubleshooting and configuring your operating system and scaling.
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