Trusted Execution Environment for Smart Edge Device Privacy
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Solution Overview
Problem
Conventional security measures for smart edge devices, such as smart cameras, fail to protect privacy-sensitive data from privileged users and compromised system software, both on the edge devices and backend servers, as they only provide encryption during data transmission and storage, leaving data vulnerable to attacks and lacking strong forensic proof of anti-tampering.
Innovation Solution
Implementing a strong hardware root of trust to establish secure communication channels between trusted software on smart edge devices and host systems, using a trusted execution environment (TEE) with hardware accelerators for data processing, and ensuring data integrity and confidentiality by signing data streams and filtering out personally identifiable information, while protecting machine learning models from unauthorized access.
Engineering Contradictions & Design Principles
Engineering Contradiction Analysis
1Reliability
If conventional cryptographic operations are used to encrypt data during transmission and storage, then data confidentiality is improved, but data remains vulnerable to attacks by privileged users and compromised system software on edge devices and backend servers
Solution Approach 1:
The patent segments the data processing architecture into distinct trusted execution environments (TEEs) on both edge devices and backend servers. Each TEE is an isolated secure enclave that prevents privileged users and compromised system software from accessing encrypted data, even when they have control over the host system. This segmentation creates multiple security boundaries that conventional single-layer encryption cannot provide.
Solution Approach 2:
The patent introduces TEEs as intermediary secure processing zones between the untrusted host systems and the sensitive data. These TEEs act as mediators that perform cryptographic operations and data processing in isolated environments, ensuring that even if the host system is compromised, the privileged users cannot access the data within the TEE boundaries.
2Device complexity
If data is encrypted only during transmission and storage, then implementation complexity is reduced, but forensic proof of anti-tampering is lacking
Solution Approach 1:
The patent implements preliminary actions by establishing TEEs and configuring hardware security modules before data processing begins. The TEEs are pre-configured with security policies, cryptographic keys, and integrity verification mechanisms. This preliminary setup ensures that from the moment data enters the system, it is protected within a secured environment that provides forensic proof of anti-tampering, without requiring complex post-processing security measures.
Solution Approach 2:
The patent merges encryption, integrity verification, and authentication functions into the unified TEE architecture. Instead of implementing separate security mechanisms for transmission, storage, and processing, the TEE combines these functions into a single integrated secure environment, providing both reduced implementation complexity and robust forensic proof of anti-tampering simultaneously.
3Ease of operation
If privileged users and system software have full access to data for processing, then ease of operation is improved, but security against unauthorized access deteriorates
Solution Approach 1:
The TEE acts as an intermediary that provides controlled access to data. Privileged users and system software can request data processing through the TEE interface, and the TEE verifies their authorization before allowing access. This intermediary mechanism maintains ease of operation by preserving legitimate access paths while blocking unauthorized access attempts, solving the contradiction between accessibility and security.
Solution Approach 2:
The patent applies local quality by creating different access characteristics for different data regions. Data within the TEE has restricted access properties that prevent unauthorized reading or modification, while data outside the TEE or in authorized contexts maintains normal accessibility. This local differentiation of security properties allows privileged users to operate efficiently on authorized data while providing strong security where needed.
Data Source
AI summary
Embodiments are directed to protection of privacy and data on smart edge devices. An embodiment of an apparatus includes a sensor to produce a stream of sensor data; an analytics mechanism; and a trusted execution environment (TEE) including multiple keys for data security, the apparatus to exchange keys with a host server to establish one or more secure communication channels between the apparatus and a TEE on a host server, process the stream of sensor data utilizing the analytics mechanism to generate metadata, perform encryption and integrity protection of the metadata utilizing a key from the TEE for the sensor, sign the metadata utilizing a private key for the analytics mechanism, and transfer the encrypted and integrity protected metadata and the signature to the host server via the one or more secure communication channels in a manner that prevents privileged users on the host from accessing the data.


