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Research21 and Research22 propose methods to address data integrity challenges in the Internet of Things and smart manufacturing. Research21 focuses on monitoring data quality, while Research22 introduces the Trusted Consortium Blockchain framework. The suggested protocol for ensuring data integrity in the Internet of Things is based on a two-way chaotic model and seeks to improve the random permutation process.