🚚 ❄️ Quality Assurance for Cold Chain Networks using Blockchain and IoT with Optimal Routing

Integrated Monitoring and Telemetry System for Raspberry Pi Pico W

Stream fleet, customs, rail, and carrier telemetry/metadata as unified low latency event spans.

A curated list of technologies, platforms, standards, and tools for managing temperature-controlled supply chains across food, pharmaceuticals, and perishable goods.

Real-world warehouse route optimizer — 4 thermal zones, OR-Tools TSP, cold chain constraints, wave picking & forklift system. Built with Python & Streamlit.

DFMA checklist for cold chain | critical spares & food products | reliability, safety, cost-efficient design

Republic Polytechnic - E355 Cold Chain Management

Real-time cold chain anomaly detection for Indian logistics — Isolation Forest + LSTM, React + Node.js + Python microservice, live on Render

Cold chain QA plugin for Claude Code / Cowork

Transparent cold-chain telemetry anomaly monitoring with human-reviewed incident response

Price physical fragility, mint moral-hazard-bounded instruments, and clear them into a tradable index — one engine, two domain adapters (cold-chain curtailment + robot-fleet orphaning).

Open-source ML anomaly detection for biomedical time-series data. Seven detectors from 3-sigma to IsolationForest with feature engineering. F1=0.619, AUC-PR=0.610.

🧊 Edge cold-chain guardian: sub-ms local reflexes + Qwen cloud brain, offline-graceful, tamper-evident audit chain · Qwen Cloud hackathon (Track 5)

Compliance-first engineering reference and Python automation patterns for pharmaceutical cold chain temperature monitoring — FDA 21 CFR Part 11, EU GDP, ALCOA+ data integrity.

Agentic AI system for pharmaceutical cold-chain risk intelligence - UMD Smith Agentic AI Challenge, April 2026

Operator CLI for AWS IoT Core fleets — fleet status, device telemetry, excursion events. Go, AWS SDK v2, Cobra

Real-time refrigerated truck monitoring system using Azure IoT and Node.js REST API.