Edge Computing

  1. Data Management and Processing
    1. Data Ingestion and Collection
      1. Data Acquisition Methods
        1. Sensor Data Collection
          1. Stream Processing
            1. Batch Processing
            2. Data Ingestion Protocols
              1. MQTT
                1. CoAP
                  1. HTTP/HTTPS
                    1. WebSocket
                    2. Data Quality Management
                      1. Data Validation
                        1. Error Detection
                          1. Data Cleansing
                        2. Edge Data Processing
                          1. Real-Time Analytics
                            1. Stream Processing Frameworks
                              1. Apache Kafka
                                1. Apache Storm
                                2. Complex Event Processing
                                  1. Pattern Recognition
                                  2. Data Filtering and Preprocessing
                                    1. Noise Reduction
                                      1. Data Normalization
                                        1. Feature Extraction
                                          1. Data Transformation
                                          2. Edge Analytics
                                            1. Statistical Analysis
                                              1. Time Series Analysis
                                                1. Anomaly Detection
                                                  1. Predictive Analytics
                                                2. Data Storage at the Edge
                                                  1. Storage Types
                                                    1. Transient Storage
                                                      1. Persistent Storage
                                                        1. Distributed Storage
                                                        2. Database Technologies
                                                          1. Embedded Databases
                                                            1. SQLite
                                                              1. Berkeley DB
                                                                1. LevelDB
                                                                2. Time-Series Databases
                                                                  1. InfluxDB
                                                                    1. TimescaleDB
                                                                      1. OpenTSDB
                                                                      2. NoSQL Databases
                                                                        1. MongoDB
                                                                          1. Cassandra
                                                                            1. Redis
                                                                          2. Data Retention Policies
                                                                            1. Lifecycle Management
                                                                              1. Archival Strategies
                                                                                1. Compliance Requirements
                                                                              2. Data Synchronization and Integration
                                                                                1. Cloud Synchronization
                                                                                  1. Synchronization Protocols
                                                                                    1. Conflict Resolution
                                                                                      1. Data Consistency Models
                                                                                      2. Edge-to-Edge Communication
                                                                                        1. Peer-to-Peer Synchronization
                                                                                          1. Mesh Data Sharing
                                                                                            1. Distributed Consensus
                                                                                            2. Data Integration Patterns
                                                                                              1. ETL Processes
                                                                                                1. Data Pipelines
                                                                                                  1. API Integration