| import cadquery as cq |
| import numpy as np |
| import matplotlib.pyplot as plt |
| import pyvista as pv |
| from reportlab.lib.pagesizes import letter |
| from reportlab.pdfgen import canvas |
| import gradio as gr |
| import os |
| from ansys.mapdl.core import launch_mapdl |
|
|
|
|
| |
| def generate_die(length, width, thickness): |
| try: |
| plate = cq.Workplane("XY").box(length, width, thickness) |
| punch = cq.Workplane("XY").rect(10, 10).extrude(5).translate((length / 4, width / 4, thickness / 2)) |
| die = plate.cut(punch) |
| filename = "progressive_die.step" |
| cq.exporters.export(die, filename) |
| return filename |
| except Exception as e: |
| return f"Error generating die: {str(e)}" |
|
|
|
|
| |
| def visualize_die(length, width, thickness): |
| try: |
| plate = cq.Workplane("XY").box(length, width, thickness) |
| punch = cq.Workplane("XY").rect(10, 10).extrude(5).translate((length / 4, width / 4, thickness / 2)) |
| die = plate.cut(punch) |
|
|
| |
| cq.exporters.exportShape(die.val(), "STL", "progressive_die.stl") |
|
|
| |
| mesh = pv.read("progressive_die.stl") |
| plotter = pv.Plotter(off_screen=True) |
| plotter.add_mesh(mesh, color="blue") |
| screenshot = "progressive_die_visualization.png" |
| plotter.screenshot(screenshot) |
| return screenshot |
| except Exception as e: |
| return f"Error visualizing die: {str(e)}" |
|
|
|
|
| |
| def stress_analysis(force, die_width, die_height, material_strength): |
| try: |
| stress = force / (die_width * die_height) |
| safety_factor = material_strength / stress |
|
|
| fig, ax = plt.subplots() |
| ax.bar(["Stress", "Material Strength"], [stress, material_strength]) |
| ax.set_ylabel("Stress (MPa)") |
| ax.set_title("Stress Analysis") |
| plt.close(fig) |
|
|
| return f"Safety Factor: {round(safety_factor, 2)}", fig |
| except Exception as e: |
| return f"Error in stress analysis: {str(e)}", None |
|
|
|
|
| |
| def run_ansys_simulation(force, die_width, die_height, material_strength): |
| try: |
| |
| mapdl = launch_mapdl() |
| mapdl.prep7() |
|
|
| |
| mapdl.rectng(0, die_width, 0, die_height) |
| mapdl.mp('EX', 1, material_strength) |
| mapdl.et(1, 'PLANE183') |
|
|
| |
| mapdl.nsel('S', 'LOC', 'X', 0) |
| mapdl.d('ALL', 'UX', 0) |
| mapdl.f('ALL', 'FY', -force) |
|
|
| |
| mapdl.run('/SOLU') |
| mapdl.solve() |
| mapdl.finish() |
|
|
| |
| mapdl.post1() |
| stress = mapdl.get_value('NODE', 1, 'S', 'EQV') |
| mapdl.exit() |
|
|
| return f"Max Stress: {stress:.2f} MPa" |
| except Exception as e: |
| return f"Error running ANSYS simulation: {str(e)}" |
|
|
|
|
| |
| def solidworks_stress_analysis(force, die_width, die_height, material_strength): |
| |
| try: |
| output_file = "/path/to/solidworks/output.txt" |
| if os.path.exists(output_file): |
| with open(output_file, "r") as file: |
| result = file.read() |
| return result.strip() |
| else: |
| return "SolidWorks simulation output not found." |
| except Exception as e: |
| return f"Error running SolidWorks simulation: {str(e)}" |
|
|
|
|
| |
| def generate_pdf_report(data, filename="report.pdf"): |
| try: |
| c = canvas.Canvas(filename, pagesize=letter) |
| c.drawString(100, 750, "Simulation Report") |
| c.drawString(100, 730, f"Max Stress: {data.get('stress', 'N/A')} MPa") |
| c.drawString(100, 710, f"Safety Factor: {data.get('safety_factor', 'N/A')}") |
| c.save() |
| return filename |
| except Exception as e: |
| return f"Error generating report: {str(e)}" |
|
|
|
|
| |
| def optimize_tool(speed, feed_rate, depth_of_cut, material): |
| try: |
| tool_life = 1000 / (speed * feed_rate * depth_of_cut) |
| recommended_speed = 0.8 * speed |
| recommended_feed_rate = 0.9 * feed_rate |
|
|
| return { |
| "Estimated Tool Life (hrs)": round(tool_life, 2), |
| "Recommended Speed (m/min)": round(recommended_speed, 2), |
| "Recommended Feed Rate (mm/rev)": round(recommended_feed_rate, 2) |
| } |
| except Exception as e: |
| return {"Error": str(e)} |
|
|
|
|
| |
| def stress_analysis_interface(force, die_width, die_height, material_strength, simulation_tool): |
| if simulation_tool == "Python": |
| |
| safety_factor, fig = stress_analysis(force, die_width, die_height, material_strength) |
| data = {"stress": force / (die_width * die_height), "safety_factor": safety_factor} |
| pdf_filename = generate_pdf_report(data) |
| return safety_factor, fig, pdf_filename |
|
|
| elif simulation_tool == "ANSYS": |
| |
| result = run_ansys_simulation(force, die_width, die_height, material_strength) |
| return result, None, None |
|
|
| elif simulation_tool == "SolidWorks": |
| |
| result = solidworks_stress_analysis(force, die_width, die_height, material_strength) |
| return result, None, None |
|
|
| else: |
| return "Invalid simulation tool selected", None, None |
|
|
|
|
| |
| with gr.Blocks() as app: |
| gr.Markdown("## Press Tool AI Suite") |
| gr.Markdown("Select a tool below to get started:") |
|
|
| with gr.Tabs(): |
| with gr.Tab("Progressive Die Design"): |
| gr.Markdown("### Enter Dimensions for Progressive Die") |
| length = gr.Number(label="Length (mm)", value=100) |
| width = gr.Number(label="Width (mm)", value=50) |
| thickness = gr.Number(label="Thickness (mm)", value=10) |
| die_output = gr.Textbox(label="Die Output File") |
| visualization_output = gr.Image(label="3D Visualization") |
| die_button = gr.Button("Generate Die") |
| die_button.click( |
| lambda l, w, t: (generate_die(l, w, t), visualize_die(l, w, t)), |
| inputs=[length, width, thickness], |
| outputs=[die_output, visualization_output], |
| ) |
|
|
| with gr.Tab("Stress Analysis"): |
| gr.Markdown("### Select Simulation Tool and Enter Parameters for Stress Analysis") |
| simulation_tool = gr.Dropdown( |
| choices=["Python", "ANSYS", "SolidWorks"], |
| label="Simulation Tool", |
| value="Python", |
| ) |
| force = gr.Number(label="Force (N)", value=10000) |
| die_width = gr.Number(label="Width (m)", value=0.05) |
| die_height = gr.Number(label="Height (m)", value=0.01) |
| material_strength = gr.Number(label="Material Strength (MPa)", value=250) |
| safety_factor_output = gr.Textbox(label="Safety Factor or Simulation Result") |
| stress_chart = gr.Plot() |
| pdf_file = gr.File(label="Download Report (Python Only)") |
| stress_button = gr.Button("Analyze Stress") |
| stress_button.click( |
| stress_analysis_interface, |
| inputs=[force, die_width, die_height, material_strength, simulation_tool], |
| outputs=[safety_factor_output, stress_chart, pdf_file], |
| ) |
|
|
| with gr.Tab("Tool Optimization"): |
| gr.Markdown("### Enter Machining Parameters for Tool Optimization") |
| speed = gr.Number(label="Cutting Speed (m/min)", value=100) |
| feed_rate = gr.Number(label="Feed Rate (mm/rev)", value=0.2) |
| depth_of_cut = gr.Number(label="Depth of Cut (mm)", value=1.0) |
| material = gr.Dropdown(choices=["Steel", "Aluminum", "Titanium"], label="Material", value="Steel") |
| optimization_results = gr.JSON(label="Optimization Results") |
| optimize_button = gr.Button("Optimize Tool") |
| optimize_button.click( |
| optimize_tool, |
| inputs=[speed, feed_rate, depth_of_cut, material], |
| outputs=optimization_results, |
| ) |
|
|
| |
| app.launch() |
|
|