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Vocabulary flashcards related to Penang Scotland Road traffic congestion, covering demands, actions, risks, standards, success stories, and AI solutions.
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Traffic Volume Surge
High vehicle numbers during rush hours overwhelm road capacity.
Infrastructure Constraints
Narrow lanes and absence of alternative routes limit capacity and redirect congestion.
Parking and Public Transport Issues
Poor parking management and limited RapidPenang service discourage public transport use.
Optimized Traffic Flow
Reduced congestion enables faster, safer journeys for all road users.
Enhanced Public Transport
Reliable, affordable buses and microtransit encourage modal shift, decreasing private vehicle dependency.
Smart Parking and Active Mobility
Smart parking near key sites and cyclist-friendly lanes promote walkability and sustainable choices.
Ethical Considerations
Privacy-preserving data management and inclusive accessibility for elderly and disabled users.
Data & Model Limitations
Addressing biased or incomplete data from informal or secondary roads for accurate simulations.
Policy Alignment
Coordinate strategies with Penang’s transportation master plans for integrated urban mobility.
Singapore ERP System
Dynamic road pricing successfully reduced peak traffic volumes using real-time data analytics.
Los Angeles ATSAC
Adaptive smart signals cut travel times citywide by up to 12%, improving flow and reducing emissions.
Pune Bus Rapid Transit
Dedicated lanes and real-time tracking increased public transit use, reducing car dependency.
Feature Engineering
Create variables such as time of day, day of week, and holiday indicators to capture temporal traffic patterns.
Encoding Categorical Data
Convert vehicle types and weather conditions into numerical formats suited for modeling.
Penang State Government Stakeholder Role
Policy-making, funding, and legal frameworks
MBPP Stakeholder Role
Urban planning, roadwork implementation
Hour of Day & Day of Week Feature
Captures rush hours and weekday/weekend variability, critical for forecasting traffic surges.
Event Indicators Feature
Flags special timings such as school dismissals or mosque hours affecting traffic flow.
Weather Variables Feature
Rainfall impacts speed and delays and must be integrated to improve model accuracy.
Random Forest Algorithm
Easy to use, good accuracy, handles structured data well
XGBoost Algorithm
Very accurate for numeric prediction with traffic features
Data Ingestion & Cleaning Agent
Grabs raw data from Waze, CCTV, weather APIs, etc., and cleans it up.
Exploratory Data Analysis Agent
Generates visuals, finds patterns, and identifies traffic trends
Streamlit App
Displays live congestion status for Scotland Road.