🌱 PEDOTAN (Pengendalian Optimal Tanaman) 🌿 - Guardians of the Green (Team C23-PS379)

🌏 Welcome to the Bangkit capstone project of Team C23-PS379, a game-changer designed to revolutionize the agricultural sector with innovative solutions.

🎯 About

Pedotan is a mobile application that aims to support farmers by providing them with financial aid, offering a guidance system to enhance field productivity, and serving as a platform to sell their crops, ultimately improving the well-being of farmers. Our mission is to empower farmers with a comprehensive understanding of their crops' condition and enable them to monitor their fields effectively, thereby enhancing market opportunities and elevating farmers' economic status. Leveraging AI technology, Pedotan provides monitoring and guidance, allowing for the identification and resolution of plant issues, promoting the widespread adoption of sustainable and efficient farming practices. 🧪🔬.

👥 Our Guardians

Member	Student ID	Path	Role	Contacts
Akbar Sigit Putra	M169DSX0378	Machine Learning	Machine Learning Engineer	akbarsigit
Muhammad Rifat Bagas Adikusuma	M169DSX0536	Machine Learning	Machine Learning Engineer	muhammadrifatba
Wiweka Yoga Sadewa	A169DSX1204	Mobile Development	Android Mobile Developer	wiweka24
Ammar Raihan	A017DSX1052	Mobile Development	Android Mobile Developer	ammarraihn
Muhammad Dzaki Dwi Putranto	C017DSX0699	Cloud Computing	Cloud Engineer	M Dzaki
Akmal Jauhar Sidqi	C017DSX0718	Cloud Computing	Cloud Engineer	akmaljauhar

Learning Path Repository 📚

For more information, check out each learning path to see the individual documentation:

• Mobile Development
• Cloud Computing
• Machine Learning

🛠️ Technology Stack

1. Machine Learning 🧠: TensorFlow and Keras
2. Mobile Development 📱: Android (Java and Kotlin)
3. Cloud Computing ☁️: Google Cloud Platform (GCP)
4. Data Management 💽: Firebase Realtime Database

🌟 Features

1. Real-time Detection 📸: Capture a photo of the plant and receive the disease diagnosis, nutrient deficiency, and ideal farm condition in an instant.
2. Market Place 🛒🌧️: Provide a platform for the farmer to sell their crops under “koperasi tani” management.
3. Farm Monitoring 🌾: Help farmers monitor growth with the help of AI technology to increase field productivity.
4. Financial Support 💸: Support farmers in acquiring financial aid to initiate agricultural land cultivation.
5. Cloud Sync ☁️: Access your data anytime, anywhere thanks to our cloud syncing capabilities.

Endpoints

Here are the endpoints used by PEDOTAN-APP

• '/auth/register' User registration using email/password method (saving user data in Firestore)
• '/auth/google' User registration using Google provider (saving user data in Firestore)
• '/auth/login' Creating a unique session token for the user
• '/auth/datauser'
  • POST Sending detailed user data on to Firestore database
  • GET Retrieving user data from the Firestore database
• '/auth/farmdata'
  • POST Sending a user's farm data on to Firestore database
  • GET Retrieving all of the user's farm data from the Firestore database
  • PATCH Update the user's farm data on the Firestore database
  • DELETE Delete the user's farm data from the Firestore database
• '/auth/logout' Deleting the user's session token
• '/ai/predictdisease' Sending plant disease photos for AI prediction
• '/ai/predictcrop' Sending crop data for AI prediction
• '/ai/predictnpk' Sending image for NPK value AI prediction

🚀 Our Model Performance

Plant Disease Detection

Model Training Performance

Performance after Fine Tuning

Nutrient Deficiency

Model Training Performance

Performance after Fine Tuning

Ideal Farm Detection

Model Training Performance

Performance Summary

Models	Accuracy	Val Accuracy
Plant Disease Detection	97.02 %	96.37 %
Nutrient Deficiency Detection	99.08%	94.78%
Ideal Farm Detection	96.56%	98.75%

📱 Screenshots

Getting Started

🚀 Fast Try our app

Download our latest test app

Either way follow our app development,
download the debug app by following these steps.

1. Open the Action tabs
2. Click on the latest successful workflow
3. Scroll down and download the test_apk

💻 Download Locally

Setting up project for local usage.

1. Clone or Download this repository

   git clone https://github.com/wiweka24/Pedotan-MD.git

   if using SSH

   git clone [email protected]:wiweka24/Pedotan-MD.git

2. Open using Android Studio
3. Build gradle, or change it to your preferences, recomended version 8.x.x
4. Emulate using android phone or emulator