AI and IoT case studies — page 2
Continue exploring ZedIoT project evidence across connected products, industrial systems, cloud platforms, AI, and field operations.
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More ZedIoT project cases — page 2
Each case explains the operating problem, the engineering path, what was delivered, and which decisions were validated before production or wider rollout.
Resistive Sensor Array for Precision Manufacturing
Dense channel coverageA precision-equipment project needed to acquire a dense resistive sensor array, visualize the matrix, and produce stable records for calibration and process analysis.
- Acquisition board
- Calibration workflow
- Embedded scanning
Low-Cost Home Bluetooth Gateway Development
Cost-aware architectureA connected-home product needed a cost-conscious gateway that could discover nearby Bluetooth devices, normalize their data, and keep the cloud connection recoverable.
- BLE device access
- Gateway runtime
- Cloud bridge
Medical Instrument Software and Connectivity Modernization
Separated responsibilitiesA medical-equipment program needed to modernize instrument analysis, control software, reagent algorithms, middleware, and the path from device data to managed applications.
- Instrument interface
- Analysis software
- Data middleware
IoT Upgrade for Airport Luggage Wrapping Machines
Unified operating recordAn airport equipment product needed to combine machine control, payment, staff operation, device records, and remote support in one connected wrapping-machine workflow.
- Machine integration
- Operator HMI
- POS workflow
Smart Infant Crying Detection Product Development
Local event focusA child-care product needed to recognize crying events, classify useful alert states, and notify caregivers while protecting battery life and household privacy.
- Acoustic event logic
- Embedded device
- Zigbee connectivity
Smart Endoscope Device for Home Use
Working live viewA consumer device program needed to connect a compact endoscope camera to a mobile app for pairing, live preview, basic capture, and understandable device status.
- Camera firmware
- Wireless session
- Mobile experience
Smart Temperature Patch for Remote Child Monitoring
Integrated prototypeA wearable product needed to measure body temperature over time, communicate efficiently, and help caregivers notice meaningful changes without a bulky device or constant manual checks.
- Wearable sensing
- Low-power BLE
- Caregiver app
Bluetooth Health Monitoring Device and Caregiver Platform
Reliable identityA connected-health concept needed a low-power Bluetooth device and a caregiver workflow that could support multiple monitored users without confusing device identity or alert ownership.
- BLE device
- User binding
- Caregiver workflow
AI Acoustic Monitoring for Early Data Center Fault Detection
New fault signalA data center monitoring program needed to detect abnormal equipment sounds earlier and route useful evidence into the maintenance tools operators already used.
- Sensing plan
- Edge features
- Anomaly model
Multi-Tenant Healthcare SaaS Platform with Dify AI
Private deploymentA healthcare software program needed a self-hosted, multi-tenant SaaS platform that could combine structured workflows, wearable data, secure access, and governed AI assistance.
- Multi-tenant SaaS
- Dify workflows
- Knowledge and RAG
Droplet Deformation and Stress Analysis Software
Consistent acquisitionA laboratory engineering workflow needed to capture droplet deformation, extract reliable contours, and turn image sequences into repeatable measurements and stress-analysis records.
- Experiment capture
- Contour analysis
- Physical calculation
Behavior Recognition for Medical Practical Training
Sequence-aware evaluationA medical practical-training program needed to recognize procedural actions, compare them with a standard sequence, and provide reviewable feedback to learners and instructors.
- Scene perception
- Temporal recognition
- Procedure model
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