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Mathematical Simulation & ModelSimulation & Mathematical Model
Context: Embedded Automation Coursework

Smart Agricultural Watering Simulation & Control Model

Embedded automation coursework project modeling soil moisture dynamics, two-point ADC calibration curves, and hysteresis pump control logic in simulated environmental conditions.

Smart Agricultural Watering Simulation & Control Model primary technical interface or architecture overview
DisciplineEmbedded Systems & Electronics
Delivery StatusSimulation & Mathematical Model
Primary StackMathematical Soil Modeling
Project ScopeHardware Prototype

Authentic system diagrams, CAD models, and prototype artifacts documented from technical project reports and live deployments. Click any diagram to inspect full resolution.

Control system diagram: Two-point ADC calibration, hysteresis logic (ON <30%, OFF >70%), and simulation loopSystem Schematic
Control system diagram: Two-point ADC calibration, hysteresis logic (ON <30%, OFF >70%), and simulation loop

Problem Statement and Solution Architecture

Operational Need

The Problem & Constraints

Agricultural irrigation frequently wastes water through blind timer-based schedules or experiences rapid pump short-cycling when simple single-threshold sensors oscillate around setpoints.

Delivered Architecture

The Engineering Solution

Formulated a mathematical soil-moisture loss/gain model with a two-point calibration curve (Raw Dry = 4095 to Raw Wet = 1800), implementing hysteresis control logic (Pump ON < 30%, Pump OFF > 70%) with manual override capability.

System Architecture & Operational Workflow

Mathematical control algorithm designed for ESP32/Arduino execution, simulating soil moisture decay, sensor ADC quantization, hysteresis relay switching, and override state handling.

Step 01

Analog Sensor Quantization

Raw 12-bit ADC input is captured and validated against electrical bounds.

Step 02

Calibration Mapping

Formula converts raw voltage to normalized percentage: ((4095 - Reading) / 2295) * 100.

Step 03

Hysteresis Evaluation

When moisture drops below 30%, pump state latches ON; remains running until moisture reaches 70%.

Step 04

Simulation Update

Model decrements moisture by evaporation rate during idle and increments during watering cycle.

Key Subsystems & Functional Modules

Detailed breakdown of core software components, algorithms, and automated interfaces engineered for this project.

Anti-Chatter Hysteresis

Decoupled activation (30%) and deactivation (70%) setpoints ensuring stable motor operation.

Fault Clamping

Safeguards handling open-circuit (disconnected) or short-circuit sensor states without uncontrolled flooding.

Simulation Test Harness

Mathematical parameters modeling arid evaporation (0.1%/s) and sprinkler delivery (5%/s).

Manual Override Protocol

State machine enabling immediate operator intervention via physical push-button or remote signal.

Applied Technology Stack & Frameworks

Specific libraries, cloud services, and protocols utilized across the development lifecycle.

Control & Modeling

Mathematical Soil DynamicsHysteresis LogicADC Signal Conditioning

Target Embedded Firmware

C/C++Arduino / ESP32 PlatformBlynk Remote I/O Blueprint

Engineering Contribution

  • Formulated mathematical calibration equations, developed state-machine control logic, and simulated hysteresis response curves.

Validation & Testing Evidence

  • Validated via mathematical simulation and laboratory microcontroller test code; verified that hysteresis completely eliminates rapid relay cycling across 100+ simulated dry-down and watering cycles.

Technical Scope Transparency & Future Roadmap

TrustByte adheres to rigorous engineering ethics. We explicitly delineate verified production features from simulated models, proposed future integrations, or hardware constraints:

  • Documented and tested as a mathematical model and embedded firmware simulation; does not represent an in-ground agronomic field deployment with real soil crop trials.
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