rces, such as customer and grid data, meter data, DER measurements, market prices, and weather. Integration to DERMS is via one or more of AWS File Transfer, IoT, streaming, or API services. Vendor DERMS applications can be deployed using different compute services, such as Amazon EC2,AWS Lambda, or AWS container services. Their associated transactional and operational data sets can be optimally stored in purpose-built AWS databases based on their data structure and access patterns. A DERMS may control DER assets directly, via IoT or APIs (3a) or make recommendations to the ADMS/SCADA, and let it execute the actual control (3b). ADMS and other systems integrate with DERMS to ensure a balanced grid using application integration services such as Amazon API Gateway, Amazon SNS, Amazon SQS or Amazon EventBridge. Automate ETL processes such as transform and deduplication with AWS Glue.Use Amazon S3 as low cost storage for raw and curated data, with archival copies for retention and compliance. Your Data Lake serves as the single source of truth for downstream analytics and ML work. AWS Gluecan also automate the process of data schema discovery and metadata tagging to create a metadata catalog that makes all data visible and searchable. Query petabytes of structured and semi-structured data across your data warehouse and your data lake using standard SQL with Amazon Redshift. Create and publish interactive dashboards with Amazon QuickSight, which can be accessed from any device, and embedded into your apps and websites. Harness the power of pre-trained AI models, such as Amazon Forecast,to detect grid anomalies, forecast energy usage, and predict equipment failures. Build, train and deploy your own ML model quickly with Amazon SageMaker. Analytics API & Events Ingress/Egress Data Sources DERMS Application Application Integration Application Integration Amazon Forecast Amazon SageMaker Data Lake Amazon QuickSight Amazon Kinesis Amazon S3 Data Lake Amazon Redshift AWS IoT Services Other live data feeds e.g. Weather, Energy Markets, etc. AWS Storage Gateway SCADA, &/or ADMS Console 1 4 5 3 1
