A Transformer-Based Method of Multienergy Load Forecasting in Integrated Energy System
Southeast University · NARI Group (China)
Abstract
Multienergy load forecasting technique is the basis for the operation and scheduling of integrated energy system. Different types of loads in an integrated energy system, i.e., electricity load, heat load, cold load, might have complex and strong coupling relationships among them. If the internal relationship of multienergy load can be considered to realize joint prediction, the accuracy of multienergy load forecasting could be improved. This paper proposes a multi-task model, MultiDeT (Multiple-Decoder Transformer), which firstly adopts the one-encoder multi-decoder structure to realize the multi-task architecture and perform joint prediction of multienergy load. Based on the encoder-decoder architecture, the…
Citation impact
- FWCI
- 21.61
- Percentile
- 100%
- References
- 26
Authors
6Topics & keywords
- Computer science
- Transformer
- Encoder
- Scheduling (production processes)
- Real-time computing
- Engineering
- Voltage
- Affordable and clean energy