Penang Scotland Road Traffic Congestion - Flashcards

0.0(0)
studied byStudied by 0 people
GameKnowt Play
learnLearn
examPractice Test
spaced repetitionSpaced Repetition
heart puzzleMatch
flashcardsFlashcards
Card Sorting

1/23

flashcard set

Earn XP

Description and Tags

Vocabulary flashcards related to Penang Scotland Road traffic congestion, covering demands, actions, risks, standards, success stories, and AI solutions.

Study Analytics
Name
Mastery
Learn
Test
Matching
Spaced

No study sessions yet.

24 Terms

1
New cards

Traffic Volume Surge

High vehicle numbers during rush hours overwhelm road capacity.

2
New cards

Infrastructure Constraints

Narrow lanes and absence of alternative routes limit capacity and redirect congestion.

3
New cards

Parking and Public Transport Issues

Poor parking management and limited RapidPenang service discourage public transport use.

4
New cards

Optimized Traffic Flow

Reduced congestion enables faster, safer journeys for all road users.

5
New cards

Enhanced Public Transport

Reliable, affordable buses and microtransit encourage modal shift, decreasing private vehicle dependency.

6
New cards

Smart Parking and Active Mobility

Smart parking near key sites and cyclist-friendly lanes promote walkability and sustainable choices.

7
New cards

Ethical Considerations

Privacy-preserving data management and inclusive accessibility for elderly and disabled users.

8
New cards

Data & Model Limitations

Addressing biased or incomplete data from informal or secondary roads for accurate simulations.

9
New cards

Policy Alignment

Coordinate strategies with Penang’s transportation master plans for integrated urban mobility.

10
New cards

Singapore ERP System

Dynamic road pricing successfully reduced peak traffic volumes using real-time data analytics.

11
New cards

Los Angeles ATSAC

Adaptive smart signals cut travel times citywide by up to 12%, improving flow and reducing emissions.

12
New cards

Pune Bus Rapid Transit

Dedicated lanes and real-time tracking increased public transit use, reducing car dependency.

13
New cards

Feature Engineering

Create variables such as time of day, day of week, and holiday indicators to capture temporal traffic patterns.

14
New cards

Encoding Categorical Data

Convert vehicle types and weather conditions into numerical formats suited for modeling.

15
New cards

Penang State Government Stakeholder Role

Policy-making, funding, and legal frameworks

16
New cards

MBPP Stakeholder Role

Urban planning, roadwork implementation

17
New cards

Hour of Day & Day of Week Feature

Captures rush hours and weekday/weekend variability, critical for forecasting traffic surges.

18
New cards

Event Indicators Feature

Flags special timings such as school dismissals or mosque hours affecting traffic flow.

19
New cards

Weather Variables Feature

Rainfall impacts speed and delays and must be integrated to improve model accuracy.

20
New cards

Random Forest Algorithm

Easy to use, good accuracy, handles structured data well

21
New cards

XGBoost Algorithm

Very accurate for numeric prediction with traffic features

22
New cards

Data Ingestion & Cleaning Agent

Grabs raw data from Waze, CCTV, weather APIs, etc., and cleans it up.

23
New cards

Exploratory Data Analysis Agent

Generates visuals, finds patterns, and identifies traffic trends

24
New cards

Streamlit App

Displays live congestion status for Scotland Road.