Before revision:  We use the blockchain to replace the centralized aggregator which belongs to the third party in FL.
After revision:  We use the blockchain to replace the centralized aggregator in the traditional FL system. Since records on the blockchain are untampered, malicious customers or manufacturers' activities are traceable.