{"id":257,"date":"2025-06-30T10:42:22","date_gmt":"2025-06-30T03:42:22","guid":{"rendered":"https:\/\/filkom.ub.ac.id\/project\/?p=257"},"modified":"2025-06-30T10:42:22","modified_gmt":"2025-06-30T03:42:22","slug":"sistem-prediksi-iklim-berbasis-ai-dan-iot-untuk-optimalisasi-pertanian","status":"publish","type":"post","link":"https:\/\/filkom.ub.ac.id\/project\/2025\/06\/sistem-prediksi-iklim-berbasis-ai-dan-iot-untuk-optimalisasi-pertanian\/","title":{"rendered":"Sistem Prediksi Iklim Berbasis AI dan IoT untuk Optimalisasi Pertanian"},"content":{"rendered":"

Name of Project<\/h2>\n

Sistem Prediksi Iklim Berbasis AI dan IoT untuk Optimalisasi Pertanian<\/strong><\/p>\n

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Project Domain<\/h2>\n

This project falls under AI and IoT based agricultural optimization<\/strong>, which focuses on climate and weather prediction by integrating sensors, actuators, cloud and processing units using ESP32 microcontroller<\/strong>.<\/p>\n

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Meet Our Team<\/h2>\n

\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \"\"<\/strong><\/h6>\n
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Problem Statements\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0<\/strong><\/h2>\n
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  • Climate Change.<\/strong><\/li>\n
  • Farmers cannot predict climate change<\/strong> or obtain information<\/strong> related to climate change.<\/li>\n<\/ul>\n
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    Goals<\/h2>\n
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    • Developing an AI and IoT based climate prediction system to help farmers predict climate and weather conditions accurately<\/strong>.<\/li>\n
    • Displays prediction results<\/strong> on the website<\/strong> and on the Lcd.<\/strong><\/li>\n<\/ul>\n
      \n

      Solution Statements<\/h2>\n
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      • Using DHT22 sensor<\/strong> to measure temperature and humidity.<\/li>\n
      • Using\u00a0Rain sensor MD0127\u00a0<\/strong>to measure rainfall.<\/li>\n
      • Using LDR sensor<\/strong> to measure the duration of sunlight.<\/li>\n
      • Using\u00a0Anemometer\u00a0<\/strong>to measure wind speed.<\/li>\n
      • Use\u00a0Esp32 Devkit V4 <\/strong>as the processing unit, AI integration and send sensor data to the Cloud<\/li>\n
      • The climate prediction process will be done on Aws Cloud <\/strong>the results will also be displayed on the website.<\/li>\n
      • The weather prediction results and sensor recordings will be displayed on the LCD<\/strong>.<\/li>\n<\/ul>\n
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        Prerequisites \u2013 Component Preparation<\/strong><\/h2>\n

        Hardware :<\/h3>\n
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        • DHT22 :\u00a0<\/strong>Measure temperature and humidity.<\/li>\n
        • Rain sensor MD0127 :\u00a0<\/strong>Measure rainfall.<\/li>\n
        • LDR sensor :\u00a0<\/strong>Measure the duration of sunlight.<\/li>\n
        • Anemometer :\u00a0<\/strong>Measure wind speed<\/li>\n
        • Esp32 Devkit V4 :\u00a0<\/strong>Central controller and AI integration.<\/li>\n
        • LCD :\u00a0<\/strong>Display weather prediction results and sensor recordings.<\/li>\n
        • 12v Adapter :\u00a0<\/strong>Power source<\/li>\n<\/ul>\n

          Aws Cloud :<\/h3>\n
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          • S3 : <\/strong>Used as a place to store data (csv files), ML models and present prediction results.<\/li>\n
          • Lamda : <\/strong>Used to read dependency libraries installed on ec2 via efs.<\/li>\n
          • EC2 : <\/strong>Used for library and dependency storage<\/li>\n<\/ul>\n

            AI :<\/h3>\n
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            • Long Short Term Memory (LSTM) : <\/strong>Models used for climate prediction.<\/li>\n
            • Multilayer Perception : <\/strong>Models used for weather prediction.<\/li>\n<\/ul>\n
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              Datasheets<\/h2>\n

              Datasheet :\u00a0<\/strong>using data from databmkgonline with several parameters such as temperature and humidity, rainfall, duration of sunlight and wind speed<\/p>\n

              \"\"\"\"<\/p>\n

              Esp Datasheet\u00a0<\/strong><\/p>\n

              \"\"<\/p>\n

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              Schematic<\/h2>\n

              Schematic Diagram<\/p>\n

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               <\/p>\n

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              Demo and Evaluation<\/h2>\n
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              • Setup :\u00a0<\/strong><\/li>\n<\/ul>\n

                Preparing the components\u00a0<\/strong><\/p>\n

                The components needed :<\/p>\n

                  \n
                • Esp32<\/li>\n
                • DHT22<\/li>\n
                • MD0127 Rain sensor<\/li>\n
                • LDR<\/li>\n
                • Anemometer<\/li>\n
                • LCD + I2C<\/li>\n<\/ul>\n

                  \"\"<\/p>\n

                  First test\u00a0<\/strong><\/p>\n

                  \"\"<\/p>\n

                   <\/p>\n

                  Combine components with others <\/strong><\/p>\n

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                   <\/p>\n

                  Making the program code<\/strong><\/p>\n

                  \"\"<\/p>\n

                  Trial and Error<\/strong><\/p>\n

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                  Config the Aws Cloud\u00a0<\/strong><\/p>\n

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                  The Prototype<\/strong><\/p>\n

                  \"\"<\/p>\n

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                  • Demo :\u00a0<\/strong><\/li>\n<\/ul>\n