MISSION-CRITICAL EDGE AI

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Edge AI systems operate where data is created - in ground vehicles, aircraft, surface ships, submarines, autonomous platforms, and other environments where sending everything to the cloud is impractical.

These systems must ingest sensor data, load AI models, record mission events, and preserve critical information in real time. Their storage must continue working through heat, cold, shock, vibration, power interruptions, and disconnected operation.

AI accelerators may perform the inference, but storage keeps the system supplied with the information it needs.

An edge AI platform may rely on its SSD to:

• Store and load trained models
• Capture high-volume sensor and video data
• Maintain local datasets and inference results
• Record operational and diagnostic logs
• Support model and software updates
• Preserve evidence and mission data
• Protect sensitive information when equipment is deployed in the field

When storage becomes unavailable, slows under environmental stress, or reaches its endurance limit, the entire edge application can be affected. MEMKOR SSDs are designed around these real-world operational demands.

Edge systems are often exposed to temperatures, vibration, shock, humidity, and altitude conditions that conventional enterprise and consumer SSDs were not designed to withstand.

MEMKOR offers military-grade SSDs engineered and tested for extreme environments, with product configurations supporting wide operating-temperature ranges, ruggedized construction, conformal coating, and resistance to severe shock and vibration.

Sensor capture, data logging, and other continuous-write workloads require more than a high peak-speed specification. They depend on sustained performance.

MEMKOR storage can be configured for reliable operation at temperature, helping edge platforms continue recording and retrieving data when ordinary drives may reduce performance to protect themselves.

Video, radar, telemetry, machine vision, and multi-sensor fusion can generate enormous write volumes. MEMKOR offers high-endurance NAND options designed for continuous recording and other write-intensive applications, helping extend the usable life of deployed systems.

Sensitive data does not become less valuable simply because it was created outside the data center.

MEMKOR self-encrypting drives include hardware-based AES-256 encryption and TCG Opal 2.0 support. Selected configurations can add validated security, write protection, secure erase, and other data-elimination capabilities appropriate to the application.

Edge equipment may experience abrupt shutdowns, vehicle power transitions, or field servicing without a controlled shutdown. Available sudden-power-loss protection helps reduce the risk to data and drive operation during these events.

Edge AI hardware rarely follows one universal architecture. MEMKOR supports SATA and PCIe/NVMe interfaces, standard and specialized form factors, rugged connectors, VPX and XMC platforms, external rugged storage, and application-specific customization.

A controlled bill of materials and obsolescence-management support can also help manufacturers maintain qualified designs through long deployment cycles.

Support machine vision, predictive maintenance, quality inspection, process monitoring, robotics, and automation in factories and other demanding industrial environments.

Store models, navigation data, sensor streams, and mission records aboard UAVs, UGVs, autonomous vehicles, and robotic platforms exposed to motion and environmental stress.

Protect and preserve data in deployed intelligence, surveillance, reconnaissance, electronic warfare, targeting, communications, and command-and-control systems.

Enable dependable local processing and data recording aboard aircraft, ground vehicles, submarines and surface ships, specialty vehicles, and other platforms with demanding environmental and lifecycle requirements.

Edge AI deployments have different priorities. One system may need maximum write endurance, while another emphasizes capacity, low power consumption, ruggedization, security, or a specialized mechanical design.

MEMKOR engineers work with your system designers to select and tailor the storage configuration around:

• Workload and sustained-write requirements
• Capacity and retention targets
• Temperature, shock, and vibration profiles
• Data-security and elimination requirements
• Interface and form-factor constraints
• Power conditions
• Qualification and lifecycle requirements

Deploy intelligence with storage engineered to protect models, capture critical data, and operate reliably in the environments where edge AI creates the most value.