Most of the time, the excessive algae growth becomes discernible in several weeks and can be green, blue-green, red, or brown, depending on the type of algae. Since algal toxins can harm marine life and the ecosystem detrimentally, algal bloom threatens people and endangered species, especially considering wide-ranging water pollution.Ī harmful algal bloom (HAB) occurs when toxin-secreting algae grow exponentially due to ample nutrients from fertilizers, industrial effluent, or sewage waste brought by runoff in the body of water. Although unicellular algae are mostly innocuous and naturally found in bodies of water like oceans, lakes, and rivers, some algae types can produce hazardous toxins stimulated by environmental factors such as light, temperature, and increasing nutrient levels. However, algae (or algal) bloom commonly refers to the rapid growth of microscopic unicellular algae. In technical terms, algae can refer to different types of aquatic photosynthetic organisms, both macroscopic multicellular organisms like seaweed and microscopic unicellular organisms like cyanobacteria. Step 9: Running the FOMO model on Raspberry Pi to detect potential deep algae bloom and informing the user via WhatsApp w/ Notecard.Step 8.1: Transferring the model detection images to the server via the webhook. Step 8: Setting up the Edge Impulse FOMO model and Notecard on Raspberry Pi.Step 7.3: Evaluating the model accuracy and deploying the model.Step 7.2: Training the FOMO model on numerous deep algae images.Step 7.1: Uploading images (samples) to Edge Impulse and labeling samples.Step 7: Building an object detection (FOMO) model with Edge Impulse.Step 6: Capturing deep algae images w/ a borescope camera and saving them as samples.Step 5: Collecting water quality data and communicating with Raspberry Pi via serial communication w/ Arduino Nano.Step 4: Creating a Notehub.io project to perform web requests via Notecard.Step 3.1: Saving the received model detection images to the server.Step 3: Developing a webhook to send notifications and receive commands via WhatsApp.Step 2: Creating an account to utilize Twilio's WhatsApp API.Step 1.2: Assembling the case and making connections & adjustments.Step 1.1: Improving print quality and speed with the Creality Sonic Pad.Step 1: Designing and printing an ocean-themed case.
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