feat: AI-Driven Soil Nutrient Optimization & Micronutrient Injection …#1684
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Description: This PR introduces the "L3-Tier" Soil Nutrient Optimization engine, expanding existing fertigation capabilities to include autonomous micronutrient balancing and dynamic weather-corrected injection strategies. It also resolves critical placeholders in the legacy
FertigationService
.
Key Enhancements:
Micronutrient Profiling: Added
FieldMicronutrients
model to track trace minerals (Zinc, Iron, Boron, Manganese, Copper) and Microbial Activity Indices.
Autonomous N-P-K-S Balancing: Implemented the
NutrientAdvisor
service, which calculates optimal N-P-1K-S ratios based on specific crop growth stages (Vegetative, Flowering, Ripening) and real-time soil nutrient flux.
Dynamic Weather/Leaching Core: Fixed the static weather location bug in
FertigationService
. The system now fetches micro-climate data specific to each zone, adjusting chemical concentrations based on 24h rainfall projections to prevent environmental runoff.
Area-Based Volume Precision: Fixed hardcoded volume logging. The engine now calculates precise carrier water requirements based on zone acreage and current moisture deficit.
Financial Integrity: Integrated the NUTRIENT_REBALANCE_COST transaction type into the double-entry ledger for automated billing of specialized micronutrient injections.
Continuous Optimization: Registered a new Celery task, nutrient_optimization_sweep, to periodically recalibrate and apply soil-health optimizations across all enabled irrigation zones.
Files Changed (10 Total):
backend/models/fertigation_v2.py
(New models for micronutrients and logs)
backend/services/nutrient_advisor.py
(AI optimization logic)
backend/api/v1/nutrient_api.py
(New API controllers)
backend/tasks/nutrient_sync.py
(Background task integration)
backend/services/fertigation_service.py
(Fixed static weather and volume placeholders)
backend/models/ledger.py
(Added new transaction type)
backend/models/audit_log.py
(Added specialized audit flags)
backend/models/
init
.py
(Updated exports)
backend/api/v1/
init
.py
(Blueprint registration)
examples/test_nutrient_optimization.py
(Comprehensive validation suite)
closes #1645