| | 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() |
| |
|