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Border Tunnel Excavation Seismic Event Simulation
- Citation Author(s):
- Submitted by:
- linfeng zeng
- Last updated:
- Sat, 04/12/2025 - 06:42
- DOI:
- 10.21227/px9f-b394
- License:
16 Views- Categories:
- Keywords:
Abstract
This dataset is the supporting simulated data for the paper titled "Hidden Border Tunnels: Research on Excavation Monitoring and Excavation Path Prediction." These data are generated through physical simulations and are used to validate the effectiveness of the algorithms proposed in the paper. The dataset includes the coordinates of simulated vibration events, as well as the prediction results of excavation events by various machine learning models, such as RNN, LSTM, GRU, Transformer, CNN_Transformer, and LSTMTransformer.
The first column in the file excavation_pro_allcluster.csv represents the index number. The second and third columns contain the X and Y coordinates of the vibration events, respectively. The columns labeled RNN, LSTM, GRU, Transformer, CNN_Transformer, and LSTMTransformer represent the predicted probabilities of excavation events by each respective model.
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