Hi Deepak,
For your description "The issue that we face right now is that, after running for sometime, the i2c device(bme688) disappears. It shows device not found when tried to read or write something. We need to reboot the system to be able to run the application again.", you can capture I2C waveform to check how about the actual hardware communication.
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