""" Fig 1: Macro-Logic Flowchart Shows the three-stage problem-solving approach """ import os from graphviz import Digraph from plot_style import save_figure def make_figure(config): """Generate Fig 1: Macro-Logic Flowchart""" dot = Digraph(comment='Macro Logic Flowchart') dot.attr(rankdir='TB', size='8,10') dot.attr('node', shape='box', style='rounded,filled', fillcolor='lightblue', fontname='Times New Roman', fontsize='11') dot.attr('edge', fontname='Times New Roman', fontsize='10') # Stage 1: Data Processing with dot.subgraph(name='cluster_0') as c: c.attr(label='Stage 1: Data Processing', style='dashed') c.node('A1', 'Battery Data\n(Voltage, Capacity)') c.node('A2', 'OCV Curve Fitting\n(Modified Shepherd)') c.node('A3', 'Parameter Extraction\n(R₀, E_a, thermal)') c.edge('A1', 'A2') c.edge('A2', 'A3') # Stage 2: Core Modeling with dot.subgraph(name='cluster_1') as c: c.attr(label='Stage 2: Core Modeling', style='dashed', fillcolor='lightyellow') c.node('B1', 'User Activity Inputs\n(L, C, N, G, T_a)', fillcolor='lightyellow') c.node('B2', 'Power Mapping\n(P_total calculation)', fillcolor='lightyellow') c.node('B3', 'CPL Feedback Loop\n(P = I × V_term)', fillcolor='lightyellow') c.node('B4', 'Battery State Update\n(SOC, Voltage, Temp)', fillcolor='lightyellow') c.edge('B1', 'B2') c.edge('B2', 'B3') c.edge('B3', 'B4') c.edge('B4', 'B3', label='Feedback', style='dashed', color='red') # Stage 3: Applications with dot.subgraph(name='cluster_2') as c: c.attr(label='Stage 3: Applications', style='dashed') c.node('C1', 'TTE Prediction\n(Time to Empty)', fillcolor='lightgreen') c.node('C2', 'Scenario Analysis\n(Video, Gaming, Nav)', fillcolor='lightgreen') c.node('C3', 'Uncertainty Quantification\n(Monte Carlo)', fillcolor='lightgreen') c.node('C4', 'Aging Forecast\n(Multi-cycle SOH)', fillcolor='lightgreen') c.edge('C1', 'C2') c.edge('C2', 'C3') c.edge('C3', 'C4') # Inter-stage connections dot.edge('A3', 'B1', label='Parameters') dot.edge('B4', 'C1', label='State Trajectory') # Output directory figure_dir = config.get('global', {}).get('figure_dir', 'figures') os.makedirs(figure_dir, exist_ok=True) # Render output_base = os.path.join(figure_dir, 'Fig01_Macro_Logic') dot.render(output_base, format='pdf', cleanup=True) dot.render(output_base, format='png', cleanup=True) return { "output_files": [f"{output_base}.pdf", f"{output_base}.png"], "computed_metrics": {}, "validation_flags": {}, "pass": True }