Update app.py
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app.py
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@@ -142,9 +142,10 @@ def run_simulation(num_agents, battery_life):
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# 4. Gradio UI Configuration
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with gr.Blocks() as demo:
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gr.Markdown("# 🛸 D2OC: Density-Driven Optimal Control")
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gr.Markdown("""
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### Interactive Demo
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**Official Publication:** <a href="https://doi.org/10.1109/TSMC.2025.3622075" target="_blank">IEEE Transactions on Systems, Man, and Cybernetics: Systems (DOI: 10.1109/TSMC.2025.3622075)</a>
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# 4. Gradio UI Configuration
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with gr.Blocks() as demo:
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gr.Markdown("# 🛸 D2OC: Decentralized Density-Driven Optimal Control for Multi-Robot Systems")
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gr.Markdown("""
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### Official Interactive Demo: Decentralized Density-Driven Optimal Control
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This tool visualizes the **D2OC framework**, enabling decentralized multi-agent coordination for **nonuniform area coverage** using **Optimal Transport** and Wasserstein distance.
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**Official Publication:** <a href="https://doi.org/10.1109/TSMC.2025.3622075" target="_blank">IEEE Transactions on Systems, Man, and Cybernetics: Systems (DOI: 10.1109/TSMC.2025.3622075)</a>
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