Problem: Optimizing Traffic Flow Using Machine LearningContext: A city traffic department is experiencing severe traffic congestion during peak hours. Theywant to develop a machine learning model to optimize traffic signal timings across intersections toreduce congestion.Problem StatementThe traffic department has provided:1. Traffic sensor data: Real-time vehicle counts from cameras at 50 intersections in the city.2. Historical traffic patterns: Average vehicle count per hour for the past year.3. Signal timing logs: The timing sequences used at each intersection.Your task is to design a system that uses this data to optimize traffic light timings, minimizing theaverage waiting time per vehicle.

Approach to solving the question:1. *Preprocess Data:* Clean and combine real-time traffic counts,…

Answered: Problem: Optimizing Traffic Flow Using…

Database System Concepts

7th Edition

ISBN:9780078022159

Author:Abraham Silberschatz Professor, Henry F. Korth, S. Sudarshan

Publisher:Abraham Silberschatz Professor, Henry F. Korth, S. Sudarshan

Chapter1: Introduction

Section: Chapter Questions

Problem 1PE

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