Overview
Edge AI refers to running artificial intelligence inference algorithms directly on local edge devices close to data sources, rather than relying on remote cloud servers, which significantly reduces data transmission latency, lowers bandwidth consumption, and improves data security and privacy, making it the core technical foundation for all kinds of autonomous intelligent devices. As the demand for low-latency, high-reliability intelligent applications grows across industries, the requirements for edge AI hardware terminals are also increasing, needing to balance high computing performance, stability, environmental adaptability and integration. Our Edge AI terminal solutions cover the entire process from hardware design, performance testing to mass production delivery, fully meeting the deployment requirements of various deep learning models on the edge side, supporting the stable operation of autonomous devices in complex scenarios.
Technical Capabilities
Our Edge AI terminal solutions are designed to cover diverse workload requirements from lightweight inference to high-load complex computing, with core technical capabilities including:
- Scalable AI Computing Power: Provides gradient computing power configurations ranging from 21TOPS floating-point arithmetic, 70/100TOPS AI processing, up to 275TOPS peak computing performance, developed based on mainstream general-purpose edge AI module platforms. Entry-level configurations are suitable for lightweight inference scenarios such as small robots and intelligent security, mid-range configurations adapt to complex scenarios such as autonomous delivery vehicles and intelligent inspection, and high-end configurations can meet the needs of high-load scenarios such as autonomous driving and low-altitude defense, providing sufficient computing power reserve for multi-sensor fusion and complex model reasoning.
- Rugged Structural & Thermal Design: Adopts lightweight reinforced aluminum alloy casing, with optional passive conduction cooling or fan cooling solutions, ensuring stable heat dissipation even in high-load continuous operation scenarios, avoiding performance degradation caused by overheating. Built-in universal field installation brackets simplify on-site deployment and adapt to different installation environments such as equipment cabinets, vehicle bodies and robot fuselages.
- Rich Peripheral Interface Support: Equipped with full IO interfaces including USB, CAN, RS232, GPIO, synchronous signal input/output, MIPI CSI, etc., compatible with various sensors, cameras, actuators and other peripheral devices for autonomous systems, supporting multi-device access and data interaction without additional expansion modules.
- Built-in Wireless Communication Capability: Integrated 4G and WIFI modules, supporting real-time data transmission between edge nodes and cloud platforms, enabling remote OTA updates, status monitoring and collaborative computing across multiple edge devices, supporting both local independent operation and cloud-edge collaborative working modes.
- Low-Power High-Integration Design: Optimized circuit and system architecture balance high computing performance and power consumption, suitable for battery-powered mobile autonomous devices, extending continuous operation time without reducing inference efficiency, reducing the volume and weight of the terminal at the same time to adapt to the installation needs of small and medium-sized devices.
Quality Standards
All Edge AI terminals follow strict industrial-grade quality control standards to ensure stable operation in complex and harsh working environments:
- Industrial-Grade Stability Assurance: All terminals pass strict reliability testing before delivery, achieve ultra-long MTBF (mean time between failures) performance, supporting continuous stable operation in harsh field environments, reducing the frequency of on-site maintenance and lowering operation and maintenance costs for users.
- Wide Temperature Adaptability: Products operate normally across industrial-grade temperature ranges from -40℃ to +85℃, adapting to outdoor, factory floor, agricultural field and other variable temperature scenarios without performance degradation or functional failure.
- EMC & Environmental Compliance: Meet international EMC (electromagnetic compatibility) standards, resisting electromagnetic interference in industrial, transportation and urban scenarios, and conform to relevant environmental protection and industry access regulations for different application sectors such as medical, transportation, and security.
- Comprehensive Performance Verification: All terminals undergo full testing before delivery, including computing power benchmark testing, interface compatibility testing, vibration and shock testing, high and low temperature cycling testing, and waterproof and dustproof testing (for high-protection models), to ensure consistent performance with design specifications.
Applications
Edge AI terminal solutions are widely applicable to multiple industry scenarios requiring local low-latency AI inference, including but not limited to:
- Intelligent Transportation & Smart City: Road inspection robots, autonomous driving domain controllers, low-altitude defense systems, smart community monitoring terminals, urban public facility patrol equipment, traffic flow identification edge nodes, smart building access control and energy management systems.
- Autonomous Mobile Robots: Material handling AGVs, unmanned delivery vehicles, unmanned cleaning vehicles, agricultural inspection robots, small commercial service robots, industrial inspection drones, logistics sorting robots, and special operation robots for harsh environments.
- Smart Manufacturing & Logistics: Workshop intelligent inspection terminals, logistics sorting edge computing nodes, production line quality visual inspection systems, warehouse inventory automatic identification equipment, industrial equipment predictive maintenance edge monitoring nodes, and worker safety behavior identification systems.
- Special Industry Scenarios: Portable medical AI diagnostic equipment, intelligent law enforcement terminals, financial retail intelligent interactive terminals, judicial monitoring edge nodes, smart agricultural environment perception and control systems, and animal husbandry health monitoring edge systems.
Key Advantages
Our Edge AI terminal solutions have significant advantages in meeting customized scenario requirements and reducing project landing costs:
- Modular Customization Support: Edge AI terminals support flexible configuration of computing power, interfaces, communication modules, cooling methods and protection levels according to scenario requirements, avoiding unnecessary performance waste and reducing deployment costs. Users can choose to add dedicated interfaces for specific scenarios such as agricultural sensor interfaces, automotive CAN bus interfaces, etc., to achieve the best match between product performance and actual demand.
- Mature Platform Compatibility: Solutions are developed based on mainstream general-purpose edge AI chip platforms, supporting common deep learning frameworks and model formats, reducing secondary development difficulty and shortening time to market for end products. Developers can directly transplant existing algorithm models without extensive adaptation work.
- Full Lifecycle Service Coverage: Provide end-to-end support from requirement evaluation, hardware design, prototype testing to mass production and after-sales technical support, adapting to different project stages from proof of concept, small-batch trial production to large-scale deployment, providing consistent technical support throughout the project cycle.
- Cost-Effective Deployment: Optimized design and supply chain system balance performance and cost, suitable for both small-batch customized scenario deployment and large-scale mass production requirements, reducing overall project investment without compromising product performance and reliability.
Contact Information
If you have any Edge AI terminal design, customization or deployment requirements, please contact our technical team through the official consultation channel. We will provide you with free pre-sales technical evaluation, targeted customized solution design and professional after-sales support services to help your edge AI application land efficiently.