🧬 MHA Toolbox - Optimization Suite

Welcome back, {{ current_user.username }}! Ready to optimize?

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Available Algorithms

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Your Experiments

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Successful Runs

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{{ stats.avg_improvement }}%

Avg Improvement

🚀 Quick Start Guide

Select a sample dataset or upload your own CSV file

Choose optimization algorithms from 140+ options

Configure parameters or use intelligent defaults

Run optimization and analyze results with Plotly charts

Export results in CSV, Excel, JSON, or NPZ format

Start New Optimization

📋 Recent Activity

{% if recent_results %} {% for result in recent_results %}

{{ result.algorithm_name }} on {{ result.objective_function }}
{{ result.created_at.strftime('%Y-%m-%d %H:%M') }} | Best: {{ "%.6f"|format(result.best_fitness) }}

{% endfor %} {% else %}

No experiments yet. Start your first optimization!

Create Experiment

{% endif %} {% if recent_results %}

View All History

{% endif %}

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Swarm Intelligence

PSO, GWO, WOA, ALO, HHO, JS, and more

{{ stats.swarm_count }} algorithms

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Evolutionary

GA, DE, ES, GP, and genetic variants

{{ stats.evolutionary_count }} algorithms

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Physics-Based

GSA, MVO, SA, and physics-inspired

{{ stats.physics_count }} algorithms

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Hybrid

PSO-GA, GWO-PSO, and combinations

{{ stats.hybrid_count }} algorithms

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Sample Datasets

Try optimization with built-in datasets

Explore Datasets

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Compare Algorithms

Run multiple algorithms simultaneously

Start Comparison

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Custom Algorithms

Upload your own algorithm implementations

Upload Algorithm

Platform Features

140+ Algorithms: Comprehensive collection with Levy flights
15 Objective Functions: Standard benchmark functions
Dataset Support: Upload CSV or use 6 demo datasets

Interactive Charts: Plotly visualizations
Export Options: CSV, Excel, JSON, NPZ formats
Session Management: Save and resume experiments