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IoT Agriculture, Application of Machine Learning in Agriculture - Coggle…
IoT Agriculture
Major Application
Soil Health Monitoring
Nitrate Concentration
Phosphate Content
Soil Moisture
Soil Compaction
Nutrient Recommendation
Capaicin Concentration
Soil Fertility
Land Classification
Smart Irrigation System
Water level
Pump efficiency
Water Scheduling
Leak Detection
Climate Driven Irrigation
Crop Disease and Pest Management
Yield Monitoring, Forcasting
Recognizing Premature Crop
Estimating Fertilizer
Plant Stress Identification
Improving Post Harvesting
Storage
Inventory Management
Major Equipment
Wireless Sensors
Remote Sensing
Land Cover and Degradation Mapping
Identification of Plants and Pests
Yield Modelling and Forecasting
Forecasting Yield Dates
Crop Assessment
Capture and Store the Geographic Information
Light Detection and Ranging (Lidar)
Yield Forecasting
Monitoring Erosion and Soil Loss
Farm 3D Modelling
Determining Soil Type
Land Mapping and Segmentation
Soft Water Level-Based (SWLB) Sensors
Stream Flows
Measuring Rainfalls
Water Level and Flow
Characterize Hydrological Behaviors
Eddy Covariance-Based Sensors
Energy Between the Surface of the Earth and the Atmosphere
Methane or Other Gases
Water Vapor
Exchanges of Carbon Dioxide
Mass Flow Sensors
Measuring the Amount of Grain Flow
Yield Monitoring
Mechanical Sensors
Assess the Soil Mechanical Resistance
(Compaction)
Electrochemical Sensors
Measure Residual Nitrates and Organic Matter in the Soil
Measure the Capability of Soil Particles to Conduct or Accumulate Electrical Charge
Airflow Sensors
Measuring Soil Air Permeability
Identifying Soil Structure to
Distinguish Different Types of Soils
Optoelectronic Sensors
Detect Unwanted Plants
Differentiate Plant Type
Herbicides
Detect Weeds
Ultrasonic Ranging Sensors
Monitoring Crop Canopy
Spary Distance Measurment
Tank Monitoring
Optical Sensor
Clay Content
Presence of Minerals and their Composition
Soil Moisture and Color
Soil Organic Substances
Field Programmable Gate Array
Humidity
Irrigation
Transpiration
Acoustic Sensors
Fruit Harvesting
Weeding
Soil Cultivation
UAV
Soil and Field Analysis
Planting
Crop Monitoring
Irrigation
Plant Counting and Gap Detection
Spraying The Pesticides/Herbicides
Health Assessment
Detection Plant Species
Application of Machine Learning in Agriculture
Crop disease prediction
Crop yield prediction
Reducing fresh water wastage
Soil Classification
Crop Monitoring and Tracking
Selection of Correct Crop
Disease Prediction
Multi disease prediction
Medical Image Detection