Hello @Alex Fang,
it's hard to say what is happening here.
Perhaps the device registration is not valid anymore?
Or perhaps the device cannot connect to the cloud anymore?
Because the device logic is likely not producing data anymore, please debug your client software first.
Also consider two other tools to investigate individual incoming messages of the IoT Hub:
If the response helped, do "Accept Answer". If it doesn't work, please let us know the progress. All community members with similar issues will benefit by doing so. Your contribution is highly appreciated.