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Update app.py
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app.py
CHANGED
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@@ -42,7 +42,7 @@ def visualize_die(length, width, thickness):
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return f"Error visualizing die: {str(e)}"
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#
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def stress_analysis(force, die_width, die_height, material_strength, temperature_change=50, alpha=1e-5, elastic_modulus=200000, fatigue_strength=150):
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try:
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# Mechanical stress
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@@ -86,25 +86,26 @@ def stress_analysis(force, die_width, die_height, material_strength, temperature
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return f"Error in stress analysis: {str(e)}", None
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#
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def
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try:
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except Exception as e:
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return
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# Gradio interface functions
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def stress_analysis_interface(force, die_width, die_height, material_strength, temperature_change, alpha, elastic_modulus, fatigue_strength):
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safety_factor, fig = stress_analysis(force, die_width, die_height, material_strength, temperature_change, alpha, elastic_modulus, fatigue_strength)
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data = {"stress": force / (die_width * die_height), "safety_factor": safety_factor}
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pdf_filename = generate_pdf_report(data)
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return safety_factor, fig, pdf_filename
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# Create Gradio App
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@@ -140,12 +141,25 @@ with gr.Blocks() as app:
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safety_factor_output = gr.Textbox(label="Safety Factor")
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stress_chart = gr.Plot()
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pdf_file = gr.File(label="Download Report")
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stress_button = gr.Button("Analyze Stress")
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stress_button.click(
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inputs=[force, die_width, die_height, material_strength, temperature_change, alpha, elastic_modulus, fatigue_strength],
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outputs=[safety_factor_output, stress_chart
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)
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# Launch the app
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return f"Error visualizing die: {str(e)}"
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# Stress Analysis Function
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def stress_analysis(force, die_width, die_height, material_strength, temperature_change=50, alpha=1e-5, elastic_modulus=200000, fatigue_strength=150):
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try:
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# Mechanical stress
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return f"Error in stress analysis: {str(e)}", None
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# Tool Optimization Function
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def optimize_tool(speed, feed_rate, depth_of_cut, material):
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"""
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Optimizes machining parameters for maximum tool life.
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"""
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try:
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# Simple formula for tool life estimation
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tool_life = 1000 / (speed * feed_rate * depth_of_cut)
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# Recommend adjustments for better tool life
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recommended_speed = 0.8 * speed
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recommended_feed_rate = 0.9 * feed_rate
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return {
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"Estimated Tool Life (hrs)": round(tool_life, 2),
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"Recommended Speed (m/min)": round(recommended_speed, 2),
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"Recommended Feed Rate (mm/rev)": round(recommended_feed_rate, 2),
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}
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except Exception as e:
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return {"Error": str(e)}
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# Create Gradio App
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safety_factor_output = gr.Textbox(label="Safety Factor")
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stress_chart = gr.Plot()
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stress_button = gr.Button("Analyze Stress")
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stress_button.click(
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lambda f, dw, dh, ms, tc, a, em, fs: stress_analysis(f, dw, dh, ms, tc, a, em, fs),
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inputs=[force, die_width, die_height, material_strength, temperature_change, alpha, elastic_modulus, fatigue_strength],
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outputs=[safety_factor_output, stress_chart],
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)
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with gr.Tab("Tool Optimization"):
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gr.Markdown("### Enter Machining Parameters for Tool Optimization")
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speed = gr.Number(label="Cutting Speed (m/min)", value=100)
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feed_rate = gr.Number(label="Feed Rate (mm/rev)", value=0.2)
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depth_of_cut = gr.Number(label="Depth of Cut (mm)", value=1.0)
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material = gr.Dropdown(choices=["Steel", "Aluminum", "Titanium"], label="Material", value="Steel")
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optimization_results = gr.JSON(label="Optimization Results")
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optimize_button = gr.Button("Optimize Tool")
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optimize_button.click(
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lambda s, fr, dc, m: optimize_tool(s, fr, dc, m),
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inputs=[speed, feed_rate, depth_of_cut, material],
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outputs=optimization_results,
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)
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# Launch the app
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