Intelligent Transportation Systems (ITS)

  1. Data Management and Analytics in ITS
    1. Big Data in Transportation
      1. Data Sources and Characteristics
        1. Structured and Unstructured Data
          1. Real-Time vs. Historical Data
            1. Spatial and Temporal Data
            2. Data Volume, Velocity, and Variety
              1. Scalability Challenges
                1. Data Integration
                  1. Storage Requirements
                  2. Data Quality and Reliability
                    1. Data Validation Techniques
                      1. Missing Data Handling
                        1. Outlier Detection
                      2. Data Governance and Quality
                        1. Data Standards and Formats
                          1. Interoperability Requirements
                            1. Metadata Management
                              1. Data Exchange Protocols
                              2. Data Cleansing and Validation
                                1. Error Detection
                                  1. Data Consistency
                                    1. Quality Metrics
                                    2. Data Privacy and Anonymization
                                      1. Personal Data Protection
                                        1. Regulatory Compliance
                                          1. Differential Privacy
                                            1. Data De-identification
                                          2. Data Analytics for ITS
                                            1. Descriptive Analytics
                                              1. Traffic Pattern Analysis
                                                1. Incident Reporting
                                                  1. Performance Dashboards
                                                  2. Diagnostic Analytics
                                                    1. Root Cause Analysis
                                                      1. Correlation Studies
                                                        1. Statistical Analysis
                                                        2. Predictive Analytics
                                                          1. Traffic Forecasting Models
                                                            1. Demand Prediction
                                                              1. Incident Prediction
                                                                1. Maintenance Scheduling
                                                                2. Prescriptive Analytics
                                                                  1. Decision Optimization
                                                                    1. Scenario Analysis
                                                                      1. Resource Allocation
                                                                    2. Applications of Data Analytics
                                                                      1. Performance Measurement and Monitoring
                                                                        1. Key Performance Indicators (KPIs)
                                                                          1. Benchmarking
                                                                            1. Trend Analysis
                                                                            2. Predictive Traffic Forecasting
                                                                              1. Short-Term Forecasts
                                                                                1. Long-Term Forecasts
                                                                                  1. Special Event Planning
                                                                                  2. Safety Analysis and Hotspot Identification
                                                                                    1. Crash Data Analysis
                                                                                      1. Risk Mapping
                                                                                        1. Before-and-After Studies
                                                                                        2. Origin-Destination Analysis
                                                                                          1. Travel Pattern Studies
                                                                                            1. Mobility Insights
                                                                                              1. Planning Applications

                                                                                          Previous

                                                                                          4. Connected and Automated Vehicles (CAV)

                                                                                          Go to top

                                                                                          Next

                                                                                          6. ITS Architecture and Standards