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Constrained Optimization MCP Server

solution.md3.13 kB
# Solution ## Optimal Design Variables | **Variable** | **Optimal Value** | **Units** | **Constraint Range** | |-------------|------------------|-----------|---------------------| | **Number of Trays (N)** | 20 | trays | 10-50 | | **Reflux Ratio (RR)** | 1.5 | - | 0.5-5.0 | | **Feed Tray Location (NF)** | 10 | tray # from bottom | 5-45 | | **Column Diameter (D_col)** | 1.5 | m | 0.8-3.0 | ## Process Variables | **Parameter** | **Value** | **Units** | |--------------|-----------|-----------| | **Distillate Flow (D)** | 105.0 | kmol/h | | **Bottoms Flow (B)** | 55.0 | kmol/h | | **Vapor Flow (V)** | 262.5 | kmol/h | | **Column Height (H)** | 12.0 | m | | **Steam Consumption** | 137.5 | kg/h | | **Cooling Water Flow** | 1,575 | kg/h | ## Constraint Verification ### ✅ Product Purity Requirements - **Distillate purity (Component 1)**: 98.0% *(≥ 95% required)* - **Bottoms purity (Component 3)**: 95.0% *(≥ 90% required)* ### ✅ Operating Constraints - **Reflux ratio**: 1.5 *(≥ 0.357 minimum theoretical)* - **Column diameter**: 1.5 m *(≥ 1.1 m minimum for vapor velocity)* - **Feed tray location**: Tray 10 *(between 5 and N-5)* - **Steam flow**: 137.5 kg/h *(≤ 500 kg/h maximum)* - **Cooling water flow**: 1,575 kg/h *(≤ 10,000 kg/h maximum)* ### ✅ Mass Balance - **Total material balance**: F = D + B = 160 kmol/h ✓ ## Total Annual Cost Analysis | **Cost Component** | **Calculation** | **Annual Cost ($)** | |-------------------|-----------------|-------------------| | **Column Cost** | 5,000 × 12.0 m | 60,000 | | **Tray Cost** | 1,500 × 20 trays | 30,000 | | **Steam Cost** | 0.02 × 137.5 × 8,760 hrs | 24,090 | | **Cooling Water Cost** | 0.001 × 1,575 × 8,760 hrs | 13,797 | | **TOTAL ANNUAL COST** | | **$127,887** | ### Cost Distribution - **Capital Costs**: $90,000 (70%) - **Operating Costs**: $37,887/year (30%) ## Key Performance Metrics ### Energy Consumption - **Reboiler Duty**: ~343 kW *(based on steam flow)* - **Condenser Duty**: ~275 kW *(based on cooling water flow)* - **Specific Energy**: ~3.9 MJ/kmol feed ### Design Efficiency - **Compact Design**: 20 trays (vs. maximum 50 allowed) - **Moderate Reflux**: 1.5 ratio balances energy and separation - **Optimal Feed Location**: Middle of column for three-component separation - **Right-sized Equipment**: 1.5 m diameter column ### Economic Performance - **Low Capital Investment**: Minimized through optimal tray count - **Energy Efficient**: Balanced reflux ratio reduces utility costs - **Cost-Effective**: $127,887 total annual cost - **Quick Payback**: Efficient design with balanced CAPEX/OPEX ## Design Summary This optimized distillation column design successfully achieves: - **High product purities** exceeding specifications - **Excellent component recovery** for valuable light component - **Minimal total annual cost** through optimization - **Robust operation** within all constraint limits - **Balanced design** optimizing both capital and operating expenses The design represents an efficient three-component separation system that meets all technical requirements while minimizing economic cost.

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