The latest articles on DEV Community by EL MOSTAPHA JAAIDI (@el_jaidi). https://dev.to/el_jaidi https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https:%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F3802283%2Fb33c1fd8-f216-4da7-88d2-6237f512670d.png https://dev.to/el_jaidi en EL MOSTAPHA JAAIDI Wed, 24 Jun 2026 17:29:19 +0000 https://dev.to/el_jaidi/from-sensor-data-to-real-time-agricultural-decisions-handling-unreliable-data-55mn https://dev.to/el_jaidi/from-sensor-data-to-real-time-agricultural-decisions-handling-unreliable-data-55mn <p><a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fywtrg7rmmjlxus0q65um.png" class="article-body-image-wrapper"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fywtrg7rmmjlxus0q65um.png" alt=" " width="800" height="1219"></a>Most AgTech demos look like this:</p> <ul> <li>clean historical datasets </li> <li>controlled environments </li> <li>perfect data </li> </ul> <p>Reality is different.</p> <p>Sensors fail.<br><br> Data is noisy.<br><br> APIs go down. </p> <p>And the system still needs to decide.</p> <h2> 🌱 What I’m building </h2> <p>AgroSentinel is a real-time agricultural decision system.</p> <p>It connects IoT sensor data with:</p> <ul> <li>irrigation recommendations </li> <li>plant stress detection (VPD-based) </li> <li>phytosanitary risk evaluation </li> </ul> <p>👉 live system:<br><br> <a href="https://agrosentinel.dev" rel="noopener noreferrer">https://agrosentinel.dev</a></p> <h2> ⚙️ Architecture </h2> <p>ESP32 → ingestion API → data validation → decision engine → Orion Context Broker → dashboard</p> <h2> 🔧 Example (NGSI update via Orion) </h2> <div class="highlight js-code-highlight"> <pre class="highlight plaintext"><code> bash curl -X POST http://&lt;orion-host&gt;:1026/v2/entities \ -H "Content-Type: application/json" \ -d '{ "id": "WeatherObserved:FieldSensor", "type": "WeatherObserved", "temperature": { "value": 22.5, "type": "Number" }, "humidity": { "value": 65 } }' </code></pre> </div> EL MOSTAPHA JAAIDI Sun, 21 Jun 2026 00:14:38 +0000 https://dev.to/el_jaidi/from-sensor-data-to-real-decisions-with-agrosentinel-55ek https://dev.to/el_jaidi/from-sensor-data-to-real-decisions-with-agrosentinel-55ek <p>Esto no es una demo.</p> <p>Es un sistema en producción.</p> <p>ESP32 → API → modelo de decisión → riego real.</p> <p>Sin dashboards innecesarios.<br> Sin IA inflada.</p> <p>👉 Solo datos imperfectos…<br> 👉 y decisiones que siguen funcionando.</p> <p>AgroSentinel integra:</p> <p>🌡️ VPD para estrés hídrico<br> 🍊🍃 estimación de riesgo fitosanitario<br> 📊 decisiones en tiempo real</p> <p>El objetivo:</p> <p>👉 que el sistema funcione incluso cuando el sensor falla.</p> <p>Eso es ingeniería real.</p> <p>🌐 <a href="https://agrosentinel.dev" rel="noopener noreferrer">https://agrosentinel.dev</a></p> <h1> AgriTech #IoT #DataEngineering #SmartFarming #AgroSentinel </h1> <p><a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F6qqn1uqre6fn3hmjzm2n.png" class="article-body-image-wrapper"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F6qqn1uqre6fn3hmjzm2n.png" alt=" " width="800" height="682"></a></p>