### A Deep Learning Model for Concrete Dam Deformation ...

2019-10-31 The prediction model for concrete dam deformation based on RS-LSTM optimizes the factors that influence the model, quantitatively determines the importance of each factor, and provides high-performance, synchronous, and dynamic predictions for concrete dam behaviours; therefore, the model has strong engineering practicality. 1.

Get price### A Deep Learning Model for Concrete Dam Deformation ...

2019-6-23 Research Article A Deep Learning Model for Concrete Dam Deformation Prediction Based on RS-LSTM Xudong Qu ,1 Jie Yang ,1 and Meng Chang2 1Institute of Water Resources and Hydro-Electric Engineering, Xi ’an University of Technology, Xian 710048, China 2Department of Development, Sino Hydro Engineering Bureau 15 Co., Ltd, Xi’an 710016, China ...

Get price### (PDF) A Deep Learning Model for Concrete Dam Deformation ...

2019-10-31 Deformation is a comprehensive reflection of the structural state of a concrete dam, and research on prediction models for concrete dam deformation provides the

Get price### A Deep Learning Model for Concrete Dam Deformation ...

Table 2: A Deep Learning Model for Concrete Dam Deformation Prediction Based on RS-LSTM

Get price### A Deep Learning Model for Concrete Dam Deformation ...

A Deep Learning Model for Concrete Dam Deformation Prediction Based on RS-LSTM Figure 6 Process of establishing the concrete dam deformation prediction model based on RS-LSTM.

Get price### Deep learning model of concrete dam deformation prediction ...

2020-10-1 The concrete dam deformation prediction model is a key measure to predict the evolution of structural behavior and evaluate the safe service status. This paper uses open-source deep learning framework TensorFlow as the platform and uses the mature convolutional neural network technology in deep learning theory to establish the concrete dam deformation safety prediction model based on a deep ...

Get price### Concrete dam deformation prediction model for health ...

The model can produce good generalization performance and learns faster than networks trained using the back propagation algorithm. The advantages such as easy operating, high prediction accuracy,...

Get price### A Deep Learning Prediction Model for Structural ...

2021-4-20 At present, the deep learning method is gradually applied to structural deformation prediction. Yang et al. [ 32 ] used the LSTM (long short-term memory) model to predict the landslide periodic displacement. The results showed that the LSTM model could make full use of historical information to improve the model

Get price### Concrete dam deformation prediction model for health ...

2017-2-3 The model can produce good generalization performance and learns faster than networks trained using the back propagation algorithm. The advantages such as easy operating, high prediction accuracy, and fast training speed of the ELM health monitoring model are verified by monitoring data of a real concrete dam.

Get price### A comparative analysis of long-term concrete deformation ...

2019-8-15 Itaipu dam is an eight kilometers long structure sequentially composed (from right to left bank) of Right Bank earth dam, Spillway with gates, Right Wing buttress dam, Right Connection buttress blocks, hollow gravity dam, Left Connection buttress blocks, rockfill dam and Left Bank earth dam .Its highest block is 196 m high. The main structures are composed of mass concrete with coarse 152 mm ...

Get price### A Deep Learning Model for Concrete Dam Deformation ...

2019-10-31 Deformation is a comprehensive reflection of the structural state of a concrete dam, and research on prediction models for concrete dam deformation provides the basis for safety monitoring and early warning strategies. This paper focuses on practical problems such as multicollinearity among factors; the subjectivity of factor selection; robustness, externality, generalization, and integrity ...

Get price### A Deep Learning Model for Concrete Dam Deformation ...

2019-6-23 Research Article A Deep Learning Model for Concrete Dam Deformation Prediction Based on RS-LSTM Xudong Qu ,1 Jie Yang ,1 and Meng Chang2 1Institute of Water Resources and Hydro-Electric Engineering, Xi ’an University of Technology, Xian 710048, China 2Department of Development, Sino Hydro Engineering Bureau 15 Co., Ltd, Xi’an 710016, China ...

Get price### (PDF) A Deep Learning Model for Concrete Dam Deformation ...

2019-10-31 Deformation is a comprehensive reflection of the structural state of a concrete dam, and research on prediction models for concrete dam deformation provides the

Get price### A Deep Learning Model for Concrete Dam Deformation ...

Table 2: A Deep Learning Model for Concrete Dam Deformation Prediction Based on RS-LSTM

Get price### A Deep Learning Model for Concrete Dam Deformation ...

A Deep Learning Model for Concrete Dam Deformation Prediction Based on RS-LSTM Figure 6 Process of establishing the concrete dam deformation prediction model based on RS-LSTM.

Get price### A Deep Learning Model for Concrete Dam Deformation ...

Figure 4: A Deep Learning Model for Concrete Dam Deformation Prediction Based on RS-LSTM

Get price### Deep learning model of concrete dam deformation prediction ...

The concrete dam deformation prediction model is a key measure to predict the evolution of structural behavior and evaluate the safe service status. This paper uses open-source deep learning framework TensorFlow as the platform and uses the mature convolutional neural network technology in deep learning theory to establish the concrete dam deformation safety prediction model based on a deep ...

Get price### Concrete dam deformation prediction model for health ...

The prediction model for concrete dam deformation based on RS-LSTM optimizes the factors that influence the model, quantitatively determines the importance of each factor, and provides high ...

Get price### Concrete dam deformation prediction model for health ...

Summary Structural health monitoring via quantities that can reflect behaviors of concrete dams, like horizontal and vertical displacements, rotations, stresses and strains, seepage, and so forth, is an important method to evaluate operational states of concrete dams correctly and predict the future structural behaviors accurately. Traditionally, statistical model is widely applied in ...

Get price### Concrete dam deformation prediction model for health ...

2017-2-3 2017-2-3 The model can produce good generalization performance and learns faster than networks trained using the back propagation algorithm. The advantages such as easy operating, high prediction accuracy, and fast training speed of the ELM health monitoring model are verified by monitoring data of a real concrete dam.

Get price### A Deep Learning Model for Concrete Dam Deformation ...

2019-10-31 Deformation is a comprehensive reflection of the structural state of a concrete dam, and research on prediction models for concrete dam deformation provides the basis for safety monitoring and early warning strategies. This paper focuses on practical problems such as multicollinearity among factors; the subjectivity of factor selection; robustness, externality, generalization, and integrity ...

Get price### A Deep Learning Model for Concrete Dam Deformation ...

2019-6-23 Research Article A Deep Learning Model for Concrete Dam Deformation Prediction Based on RS-LSTM Xudong Qu ,1 Jie Yang ,1 and Meng Chang2 1Institute of Water Resources and Hydro-Electric Engineering, Xi ’an University of Technology, Xian 710048, China 2Department of Development, Sino Hydro Engineering Bureau 15 Co., Ltd, Xi’an 710016, China ...

Get price### (PDF) A Deep Learning Model for Concrete Dam Deformation ...

2019-10-31 Deformation is a comprehensive reflection of the structural state of a concrete dam, and research on prediction models for concrete dam deformation provides the

Get price### A Deep Learning Model for Concrete Dam Deformation ...

Table 2: A Deep Learning Model for Concrete Dam Deformation Prediction Based on RS-LSTM

Get price### A Deep Learning Model for Concrete Dam Deformation ...

A Deep Learning Model for Concrete Dam Deformation Prediction Based on RS-LSTM Figure 6 Process of establishing the concrete dam deformation prediction model based on RS-LSTM.

Get price### A Deep Learning Model for Concrete Dam Deformation ...

Figure 4: A Deep Learning Model for Concrete Dam Deformation Prediction Based on RS-LSTM

Get price### Deep learning model of concrete dam deformation prediction ...

The concrete dam deformation prediction model is a key measure to predict the evolution of structural behavior and evaluate the safe service status. This paper uses open-source deep learning framework TensorFlow as the platform and uses the mature convolutional neural network technology in deep learning theory to establish the concrete dam deformation safety prediction model based on a deep ...

Get price### Concrete dam deformation prediction model for health ...

The prediction model for concrete dam deformation based on RS-LSTM optimizes the factors that influence the model, quantitatively determines the importance of each factor, and provides high ...

Get price### Concrete dam deformation prediction model for health ...

Summary Structural health monitoring via quantities that can reflect behaviors of concrete dams, like horizontal and vertical displacements, rotations, stresses and strains, seepage, and so forth, is an important method to evaluate operational states of concrete dams correctly and predict the future structural behaviors accurately. Traditionally, statistical model is widely applied in ...

Get price### Concrete dam deformation prediction model for health ...

2017-2-3 2017-2-3 The model can produce good generalization performance and learns faster than networks trained using the back propagation algorithm. The advantages such as easy operating, high prediction accuracy, and fast training speed of the ELM health monitoring model are verified by monitoring data of a real concrete dam.

Get price