Empowering
MMSU Farmers: Smart Decisions, Bountiful Harvest

A Thesis Research Study on Enhancing Precision Agriculture at
MMSU i4.0: A Comparative Analysis of Machine Learning Algorithm
and Hybrid Algorithm For Crop Calendar Prediction

Web App
Utility
and
Features

CROP CALENDAR PREDICTION

Our main objective is to develop a crop calendar prediction system using two algorithms - machine learning and hybrid algorithm(genetic algorithm and simulated annealing. This functions as a decision support tool to aide farmers in crop scheduling and resource utilization

LEARN MORE

GRAPH VISUALIZATION

Graph Visualizations simplify the process of identifying trends and how soil and certain crops respond to a specific combinations of fertilizer applications particularly Nitrogen, Phosphorus and Potassium application as well as detecting soil conditions

LEARN MORE

CUSTOM INTERVAL CONTROL

Sensor nodes operate at a given interval from the app, authorized users can set a custom time interval to control directly the hardwares' sensor readings for realtime field monitoring.

LEARN MORE

CUSTOM PREDICTIONS PARAMETER BASED

Along with rice and corn the user can input custom parameters based on their domain knowledge to identify the optimal periods for crops.This helps in predicting the best time frame for any particular crops planted locally.

LEARN MORE

Field Constraints
and Resource
monitoring

Why These?

NPK soil nutrients, air temperature, and soil moisture are fundamental factors that significantly impact crop productivity. By closely monitoring and managing these factors, farmers can optimize growing conditions, minimize stressors, and ultimately maximize yields to ensure food security and agricultural sustainability. Click here to learn more

Nitrogen

Nitrogen is crucial for rice and corn productivity, promoting growth and yield. Insufficient levels lead to stunted growth and lower quality grains. Monitoring nitrogen is vital for maximizing yields. Click here to learn more.

Phosphorus

Phosphorus is critical for root development and nutrient uptake in rice and corn. Balanced levels enhance vigor and productivity. Monitoring phosphorus ensures optimal yields. Click here to learn more.

Potassium

Potassium regulates growth and stress tolerance in rice and corn. Adequate levels improve yield and quality. Monitoring potassium is essential for sustainable agriculture. Click here to learn more.

Air and Soil Temperature

These temperatures affect plant growth, development, and productivity. Optimal levels promote germination, nutrient availability, and metabolic rates. Monitoring them helps time planting and manage stress for better crop performance. Click here to learn more.

Soil Moisture

Soil moisture is crucial for seed germination and plant hydration. Adequate moisture levels ensure proper root development and nutrient uptake. Monitoring soil moisture helps prevent waterlogging or drought stress, ensuring optimal growth and productivity. Click here to learn more.

Climatic Data
from Local PAG-ASA
Agrometeorological
Station

Why These?

Temperature, humidity, solar radiation, and precipitation are crucial for crop growth. They affect metabolic processes, hydration, photosynthesis, and water supply. Monitoring these factors helps optimize growing conditions for better crop outcomes.Learn more

Temperature

Temperature regulates plant metabolism and growth rates. Optimal levels support healthy development, while extremes stress plants and reduce yields.Learn more

Humidity

Humidity affects transpiration rates and plant hydration. Proper levels are crucial for nutrient transport and metabolic processes, but extremes can lead to disease and moisture loss.Learn more

Solar Radiation

Solar energy fuels photosynthesis, promoting growth and yield. Adequate sunlight is essential, while insufficient light can hinder plant development and reduce productivity.Learn more

Precipitation

Water from rainfall or irrigation is vital for plant growth. Adequate moisture is necessary for germination and hydration, but excess or deficiency can lead to stress and yield losses. Learn more