knowledge_base.py

# knowledge_base.py

KNOWLEDGE_BASE = {
    "spalling": [
        {
            "severity": "Critical",
            "description": "Severe concrete spalling with exposed reinforcement and significant section loss",
            "repair_method": [
                "Install temporary structural support",
                "Remove deteriorated concrete",
                "Clean and treat reinforcement",
                "Apply rust inhibitor",
                "Install additional reinforcement if needed",
                "Apply bonding agent",
                "Use high-strength repair mortar",
                "Apply protective coating"
            ],
            "estimated_cost": "Very High ($15,000-$25,000)",
            "timeframe": "3-4 weeks",
            "location": "Primary structural elements",
            "required_expertise": "Structural Engineer + Specialist Contractor",
            "immediate_action": "Evacuate area, install temporary support, prevent access",
            "prevention": "Regular inspections, waterproofing, chloride protection, proper drainage"
        },
        {
            "severity": "Moderate",
            "description": "Surface spalling with minor reinforcement exposure",
            "repair_method": [
                "Remove loose concrete",
                "Clean reinforcement",
                "Apply rust inhibitor",
                "Patch with repair mortar",
                "Surface treatment"
            ],
            "estimated_cost": "Moderate ($5,000-$15,000)",
            "timeframe": "1-2 weeks",
            "location": "Non-critical elements",
            "required_expertise": "Concrete Repair Specialist",
            "immediate_action": "Restrict access, document damage extent",
            "prevention": "Surface sealants, regular maintenance"
        }
    ],
    
    "reinforcement_corrosion": [
        {
            "severity": "Critical",
            "description": "Severe corrosion with >30% section loss and delamination",
            "repair_method": [
                "Install structural support",
                "Remove contaminated concrete",
                "Replace corroded reinforcement",
                "Apply migrating corrosion inhibitor",
                "Install cathodic protection",
                "Reconstruct with high-performance concrete"
            ],
            "estimated_cost": "Critical ($20,000-$50,000)",
            "timeframe": "4-6 weeks",
            "location": "Load-bearing elements",
            "required_expertise": "Senior Structural Engineer + Corrosion Specialist",
            "immediate_action": "Immediate evacuation, emergency shoring, detailed assessment",
            "prevention": "Waterproofing, cathodic protection, chloride testing"
        }
    ],

    "structural_crack": [
        {
            "severity": "High",
            "description": "Active cracks >5mm with possible structural implications",
            "repair_method": [
                "Structural analysis",
                "Install crack monitors",
                "Epoxy injection",
                "Carbon fiber reinforcement",
                "Surface sealing"
            ],
            "estimated_cost": "High ($10,000-$30,000)",
            "timeframe": "2-4 weeks",
            "location": "Primary structure",
            "required_expertise": "Structural Engineer",
            "immediate_action": "Install crack monitors, restrict loads",
            "prevention": "Load management, movement joint maintenance"
        }
    ],

    "foundation_settlement": [
        {
            "severity": "Critical",
            "description": "Differential settlement causing structural distress",
            "repair_method": [
                "Geotechnical investigation",
                "Underpinning",
                "Pressure grouting",
                "Install piles",
                "Level structure",
                "Repair resulting damage"
            ],
            "estimated_cost": "Very High ($50,000-$150,000)",
            "timeframe": "8-12 weeks",
            "location": "Foundation",
            "required_expertise": "Geotechnical Engineer + Structural Engineer",
            "immediate_action": "Monitor movement, assess stability, restrict occupancy",
            "prevention": "Soil investigation, proper drainage, regular monitoring"
        }
    ],

    "water_damage": [
        {
            "severity": "Medium",
            "description": "Active water infiltration with material deterioration",
            "repair_method": [
                "Identify water source",
                "Repair waterproofing",
                "Improve drainage",
                "Replace damaged materials",
                "Install moisture barriers"
            ],
            "estimated_cost": "Medium ($5,000-$15,000)",
            "timeframe": "1-3 weeks",
            "location": "Various",
            "required_expertise": "Waterproofing Specialist",
            "immediate_action": "Contain water, protect assets, document damage",
            "prevention": "Regular maintenance, proper drainage, waterproofing inspection"
        }
    ],

    "delamination": [
        {
            "severity": "High",
            "description": "Concrete layer separation with hollow areas",
            "repair_method": [
                "Remove delaminated concrete",
                "Prepare surface",
                "Apply bonding agent",
                "Install repair material",
                "Surface treatment"
            ],
            "estimated_cost": "High ($8,000-$20,000)",
            "timeframe": "2-3 weeks",
            "location": "Concrete elements",
            "required_expertise": "Concrete Repair Specialist",
            "immediate_action": "Remove loose material, protect area",
            "prevention": "Quality control during construction, proper curing"
        }
    ],

    "alkali_silica_reaction": [
        {
            "severity": "High",
            "description": "Concrete deterioration due to ASR gel formation",
            "repair_method": [
                "Assess extent of ASR",
                "Control moisture",
                "Apply lithium treatment",
                "Repair cracks",
                "Install expansion joints"
            ],
            "estimated_cost": "High ($15,000-$40,000)",
            "timeframe": "3-5 weeks",
            "location": "Concrete structure",
            "required_expertise": "Materials Engineer + Structural Engineer",
            "immediate_action": "Monitor expansion, assess strength",
            "prevention": "Use non-reactive aggregates, low-alkali cement"
        }
    ],

    "freeze_thaw_damage": [
        {
            "severity": "Medium",
            "description": "Surface scaling and internal cracking from freeze-thaw cycles",
            "repair_method": [
                "Remove damaged concrete",
                "Install air-entrained concrete",
                "Apply surface sealers",
                "Improve drainage"
            ],
            "estimated_cost": "Medium ($6,000-$12,000)",
            "timeframe": "1-2 weeks",
            "location": "Exposed concrete",
            "required_expertise": "Concrete Repair Specialist",
            "immediate_action": "Remove loose material, protect from moisture",
            "prevention": "Air-entrained concrete, proper drainage, sealers"
        }
    ],

    "chemical_attack": [
        {
            "severity": "High",
            "description": "Concrete deterioration from chemical exposure",
            "repair_method": [
                "Neutralize chemicals",
                "Remove contaminated concrete",
                "Install chemical-resistant coating",
                "Apply protective overlay"
            ],
            "estimated_cost": "High ($12,000-$25,000)",
            "timeframe": "2-4 weeks",
            "location": "Exposed surfaces",
            "required_expertise": "Chemical Resistance Specialist",
            "immediate_action": "Stop chemical exposure, neutralize area",
            "prevention": "Chemical-resistant coatings, proper containment"
        }
    ],

    "fire_damage": [
        {
            "severity": "Critical",
            "description": "Structural damage from high temperature exposure",
            "repair_method": [
                "Structural assessment",
                "Remove damaged material",
                "Reinforce structure",
                "Replace fire protection",
                "Reconstruct affected areas"
            ],
            "estimated_cost": "Very High ($30,000-$100,000)",
            "timeframe": "4-8 weeks",
            "location": "Fire-affected areas",
            "required_expertise": "Fire Damage Specialist + Structural Engineer",
            "immediate_action": "Assess stability, prevent access",
            "prevention": "Fire protection systems, regular inspections"
        }
    ],

    "no_damage": [
        {
            "severity": "Low",
            "description": "No significant structural issues identified",
            "repair_method": [
                "Regular inspection",
                "Routine maintenance",
                "Document condition"
            ],
            "estimated_cost": "Low ($500-$2,000)",
            "timeframe": "1-2 days",
            "location": "General",
            "required_expertise": "Building Inspector",
            "immediate_action": "Continue monitoring",
            "prevention": "Regular maintenance schedule"
        }
    ]
}

DAMAGE_TYPES = {
    0: {'name': 'spalling', 'risk': 'High', 'color': '#ff4d4d'},
    1: {'name': 'reinforcement_corrosion', 'risk': 'Critical', 'color': '#800000'},
    2: {'name': 'structural_crack', 'risk': 'High', 'color': '#ff6b6b'},
    3: {'name': 'foundation_settlement', 'risk': 'Critical', 'color': '#8b0000'},
    4: {'name': 'water_damage', 'risk': 'Medium', 'color': '#4dabf7'},
    5: {'name': 'delamination', 'risk': 'High', 'color': '#ff8c00'},
    6: {'name': 'alkali_silica_reaction', 'risk': 'High', 'color': '#9932cc'},
    7: {'name': 'freeze_thaw_damage', 'risk': 'Medium', 'color': '#20b2aa'},
    8: {'name': 'chemical_attack', 'risk': 'High', 'color': '#dc143c'},
    9: {'name': 'fire_damage', 'risk': 'Critical', 'color': '#b22222'},
    10: {'name': 'no_damage', 'risk': 'Low', 'color': '#40c057'}
}

# Additional metadata for enhanced analysis
DAMAGE_METADATA = {
    'spalling': {
        'common_causes': ['Reinforcement corrosion', 'Freeze-thaw cycles', 'Poor concrete quality'],
        'test_methods': ['Hammer sounding', 'GPR scanning', 'Core sampling'],
        'environmental_factors': ['Chloride exposure', 'Carbonation', 'Moisture'],
        'inspection_frequency': 'Every 6-12 months'
    },
    'reinforcement_corrosion': {
        'common_causes': ['Chloride penetration', 'Carbonation', 'Poor concrete cover'],
        'test_methods': ['Half-cell potential', 'Chloride testing', 'Resistivity measurement'],
        'environmental_factors': ['Marine environment', 'De-icing salts', 'Industrial pollution'],
        'inspection_frequency': 'Every 3-6 months'
    },
    # Add metadata for other damage types...
}

def get_damage_severity(damage_type: str, confidence: float) -> str:
    """Calculate damage severity based on type and confidence"""
    base_risk = DAMAGE_TYPES[damage_type]['risk']
    if confidence > 80:
        return f"High {base_risk}"
    elif confidence > 50:
        return base_risk
    else:
        return f"Low {base_risk}"