Spaces:
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Sleeping
| title: Transit Internet Simulation | |
| emoji: 🚀 | |
| colorFrom: red | |
| colorTo: pink | |
| sdk: gradio | |
| sdk_version: 6.17.3 | |
| python_version: '3.13' | |
| app_file: app.py | |
| pinned: false | |
| license: apache-2.0 | |
| short_description: Transit Intent Dashboard | |
| Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference | |
| --- | |
| Tags: | |
| -smart-city | |
| -public-transport | |
| -demand-responsive | |
| -simulation | |
| ### **Problem Statement** | |
| Current public transportation systems are largely reactive, operating on static schedules regardless of real-time passenger demand. This leads to inefficiency, as buses or trains often run empty during off-peak hours while becoming overcrowded during peak periods, causing significant uncertainty and waiting time for passengers. | |
| ### **Solution** | |
| We propose an "Active Intent Signaling" system. Instead of waiting passively, passengers use a mobile interface to declare their intent to board at specific stations. By aggregating these real-time signals, the system generates a dynamic demand map, allowing operators to transition from rigid schedules to demand-responsive service. | |
| ### **Technology Stack** | |
| * **Language:** Python | |
| * **Interface:** Gradio (for rapid prototyping and interactive UI) | |
| * **Platform:** Hugging Face Spaces (for hosting and deployment) | |
| ### **Future Potential** | |
| This model serves as a foundation for next-generation Smart City infrastructure. By integrating real-time intent data with AI-driven dispatching algorithms, transit operators can optimize vehicle deployment, reduce energy consumption, and significantly improve service reliability, ultimately creating a more agile and passenger-centric transportation network. | |
| # Transit Intent Dashboard (TID) | |
| ## Concept | |
| This is a proof-of-concept for a **Real-time Passenger Intent Signaling System**. | |
| Instead of waiting passively, passengers use this dashboard to "declare" their intent to board at specific stations. | |
| ## How to Use | |
| 1. Select a station (A, B, C...). | |
| 2. Click the button to register your intent. | |
| 3. The real-time demand board updates instantly for all users. | |
| ## Why this matters | |
| - **For Passengers:** Reduces anxiety by confirming wait numbers. | |
| - **For Operators:** Provides demand-driven data for efficient scheduling. | |
| Concept Visualization: Live Transit figure.png |