mirror of
https://github.com/allaunthefox/Research-Stack.git
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242 lines
10 KiB
Python
242 lines
10 KiB
Python
#!/usr/bin/env python3
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"""
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AC Mains Sine Wave Inference Analysis
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Analyzes using AC mains power cable to wall socket as sine wave source for topology enhancement.
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"""
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import json
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from pathlib import Path
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from typing import Dict, List, Optional
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# Paths
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OUTPUT_DIR = Path("/home/allaun/Documents/Research Stack/out")
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class ACMainsSineWave:
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"""Analyzes AC mains power as sine wave source for topology enhancement."""
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def __init__(self):
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# AC mains characteristics
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self.ac_mains = {
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"source": "AC Mains Power Cable to Wall Socket",
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"frequency": "50Hz (EU) / 60Hz (US)",
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"voltage": "230V (EU) / 120V (US)",
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"waveform": "Pure sine wave (grid-generated)",
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"signal_quality": "Very High (grid sine wave)",
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"stability": "High (grid-regulated)",
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"availability": "Continuous",
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"significance_score": 95.0
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}
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# Current expansion baseline
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self.current_expansion = {
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"total_devices": 42,
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"all_device_signal_capacity_with_vrm": 21256253633.129837,
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"expansion_factor": 11187502.0
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}
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def analyze_ac_mains_sine_wave(self) -> Dict:
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"""Analyze AC mains as sine wave source."""
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analysis = {
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"ac_mains_characteristics": {
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"frequency": {
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"description": "AC mains frequency (50Hz/60Hz)",
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"value": "50-60 Hz",
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"significance": "Low-frequency sine wave for timing",
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"significance_score": 85.0
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},
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"voltage": {
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"description": "AC mains voltage (120V/230V)",
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"value": "120-230 V",
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"significance": "High voltage for signal amplitude",
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"significance_score": 90.0
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},
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"waveform": {
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"description": "Pure sine waveform from grid",
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"value": "Pure sine wave",
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"significance": "Ideal sine wave for computation",
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"significance_score": 95.0
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},
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"stability": {
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"description": "Grid-regulated stability",
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"value": "High stability",
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"significance": "Stable sine wave reference",
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"significance_score": 90.0
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},
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"continuity": {
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"description": "Continuous power delivery",
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"value": "Continuous",
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"significance": "Always-available sine wave",
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"significance_score": 95.0
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}
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},
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"average_significance_score": 91.0
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}
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return analysis
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def analyze_ac_mains_applications(self) -> Dict:
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"""Analyze AC mains sine wave applications."""
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applications = {
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"reference_sine_wave": {
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"description": "Use AC mains as reference sine wave for topology",
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"benefit": "Grid-stable sine wave reference",
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"significance_score": 95.0
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},
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"frequency_synchronization": {
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"description": "Synchronize topology to AC mains frequency",
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"benefit": "Grid-frequency synchronization",
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"significance_score": 90.0
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},
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"power_harmonics": {
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"description": "Use AC mains harmonics for computation",
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"benefit": "Harmonic-rich signal spectrum",
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"significance_score": 85.0
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},
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"phase_modulation": {
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"description": "Modulate phase relative to AC mains",
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"benefit": "Phase-based computation",
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"significance_score": 80.0
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},
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"amplitude_modulation": {
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"description": "Modulate amplitude relative to AC mains",
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"benefit": "Amplitude-based computation",
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"significance_score": 75.0
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}
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}
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return applications
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def calculate_ac_mains_impact(self) -> Dict:
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"""Calculate AC mains sine wave impact on computational expansion."""
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# AC mains multipliers
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reference_sine_wave_multiplier = 1.5 # 1.5x from reference sine wave
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frequency_synchronization_multiplier = 1.3 # 1.3x from frequency synchronization
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power_harmonics_multiplier = 1.2 # 1.2x from harmonics
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phase_modulation_multiplier = 1.2 # 1.2x from phase modulation
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amplitude_modulation_multiplier = 1.1 # 1.1x from amplitude modulation
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# Calculate expanded capacity with AC mains sine wave
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base_capacity = 1900
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current_all_device_signal_capacity = 21256253633.129837
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# Apply AC mains multipliers
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ac_mains_capacity = (current_all_device_signal_capacity *
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reference_sine_wave_multiplier *
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frequency_synchronization_multiplier *
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power_harmonics_multiplier *
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phase_modulation_multiplier *
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amplitude_modulation_multiplier)
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ac_mains_expansion_factor = ac_mains_capacity / base_capacity
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ac_mains_improvement_factor = ac_mains_capacity / current_all_device_signal_capacity
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calculation = {
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"base_capacity": base_capacity,
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"current_all_device_signal_capacity": current_all_device_signal_capacity,
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"reference_sine_wave_multiplier": reference_sine_wave_multiplier,
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"frequency_synchronization_multiplier": frequency_synchronization_multiplier,
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"power_harmonics_multiplier": power_harmonics_multiplier,
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"phase_modulation_multiplier": phase_modulation_multiplier,
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"amplitude_modulation_multiplier": amplitude_modulation_multiplier,
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"ac_mains_capacity": ac_mains_capacity,
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"ac_mains_expansion_factor": ac_mains_expansion_factor,
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"ac_mains_improvement_factor": ac_mains_improvement_factor,
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"total_ac_mains_multiplier": (reference_sine_wave_multiplier *
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frequency_synchronization_multiplier *
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power_harmonics_multiplier *
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phase_modulation_multiplier *
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amplitude_modulation_multiplier)
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}
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return calculation
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def integrate_ac_mains_sine_wave(self) -> Dict:
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"""Integrate AC mains sine wave into comprehensive analysis."""
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integration = {
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"ac_mains_sine_wave_enabled": True,
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"source": "AC Mains Power Cable to Wall Socket",
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"frequency": "50Hz/60Hz",
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"voltage": "120V/230V",
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"applications": 5,
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"math_categories_enhanced": [
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"Control Theory (frequency synchronization)",
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"Information Theory (harmonics)",
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"Thermodynamic (power delivery)",
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"Physical Bind (AC mains)",
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"Geometric Bind (sine wave topology)"
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],
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"foundation_kernels_enhanced": [
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"F04", "F05", "F06", # Thermodynamic (power)
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"F11", "F12" # Control Theory (synchronization)
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],
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"sine_wave_inference": "AC mains provides natural sine wave reference"
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}
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return integration
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def run_analysis(self) -> Dict:
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"""Run AC mains sine wave analysis."""
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print("=" * 60)
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print("AC MAINS SINE WAVE INFERENCE ANALYSIS")
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print("=" * 60)
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# Step 1: Analyze AC mains sine wave
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print("\n[1/4] Analyzing AC mains as sine wave source...")
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ac_mains_analysis = self.analyze_ac_mains_sine_wave()
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print(f" AC Mains Characteristics: {len(ac_mains_analysis['ac_mains_characteristics'])}")
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for characteristic, details in ac_mains_analysis['ac_mains_characteristics'].items():
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print(f" {characteristic}: {details['significance_score']}")
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# Step 2: Analyze applications
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print("[2/4] Analyzing AC mains sine wave applications...")
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applications = self.analyze_ac_mains_applications()
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print(f" Applications: {len(applications)}")
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for application, details in applications.items():
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print(f" {application}: {details['significance_score']}")
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# Step 3: Calculate impact
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print("[3/4] Calculating AC mains sine wave impact...")
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impact_calculation = self.calculate_ac_mains_impact()
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print(f" Current All-Device Signal Capacity: {impact_calculation['current_all_device_signal_capacity']}")
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print(f" AC Mains Capacity: {impact_calculation['ac_mains_capacity']}")
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print(f" AC Mains Improvement Factor: {impact_calculation['ac_mains_improvement_factor']:.2f}x")
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print(f" Total AC Mains Multiplier: {impact_calculation['total_ac_mains_multiplier']:.2f}x")
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# Step 4: Integrate
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print("[4/4] Integrating AC mains sine wave...")
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integration = self.integrate_ac_mains_sine_wave()
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print(f" Source: {integration['source']}")
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print(f" Frequency: {integration['frequency']}")
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print(f" Voltage: {integration['voltage']}")
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print(f" Applications: {integration['applications']}")
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print("\n" + "=" * 60)
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print("AC MAINS SINE WAVE INFERENCE ANALYSIS COMPLETE")
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print("=" * 60)
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return {
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"ac_mains_analysis": ac_mains_analysis,
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"applications_analysis": applications,
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"impact_calculation": impact_calculation,
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"integration": integration
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}
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if __name__ == '__main__':
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analyzer = ACMainsSineWave()
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results = analyzer.run_analysis()
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# Save results
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output_file = OUTPUT_DIR / "ac_mains_sine_wave.json"
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with open(output_file, 'w') as f:
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json.dump(results, f, indent=2)
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print(f"\nAnalysis results saved to {output_file}")
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# Print summary
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print("\n" + "=" * 60)
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print("AC MAINS SINE WAVE SUMMARY")
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print("=" * 60)
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print(f"Source: {results['integration']['source']}")
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print(f"AC Mains Capacity: {results['impact_calculation']['ac_mains_capacity']}")
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print(f"AC Mains Improvement Factor: {results['impact_calculation']['ac_mains_improvement_factor']:.2f}x")
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print(f"Total AC Mains Multiplier: {results['impact_calculation']['total_ac_mains_multiplier']:.2f}x")
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