Workflow diagram of AD precise diagnosis in this study. حسب Zilu Li (1477513)

الموضوعات:

Kernel density plots of four PRS models in CN vs. AD group. حسب Zilu Li (1477513)

الموضوعات:

Fig 3 - Fusing multisensory signals across channels and time حسب Swathi Anil (17382903)

GMM-KVS method flowchart. حسب Jingnan Yan (20727331)

"…To address this challenge, this paper proposes a novel trajectory learning method for robotic arms that combines Gaussian Mixture Model with a k-value selection algorithm. The proposed approach leverages the principles of the elbow method along with the properties of exponential functions, correction terms, and weight adjustments to accurately determine the optimal k-value. …"

Collected demonstration trajectories. حسب Jingnan Yan (20727331)

"…To address this challenge, this paper proposes a novel trajectory learning method for robotic arms that combines Gaussian Mixture Model with a k-value selection algorithm. The proposed approach leverages the principles of the elbow method along with the properties of exponential functions, correction terms, and weight adjustments to accurately determine the optimal k-value. …"

Schematic diagram of the elbow method. حسب Jingnan Yan (20727331)

"…To address this challenge, this paper proposes a novel trajectory learning method for robotic arms that combines Gaussian Mixture Model with a k-value selection algorithm. The proposed approach leverages the principles of the elbow method along with the properties of exponential functions, correction terms, and weight adjustments to accurately determine the optimal k-value. …"

Planning data for different plots. حسب Manxian Yang (20521600)

Common turning methods. حسب Manxian Yang (20521600)

Agricultural field path planning diagram. حسب Manxian Yang (20521600)

Schematic diagram of AIC operation. حسب Manxian Yang (20521600)

Partial field data of Huaxing Farm. حسب Manxian Yang (20521600)

Different operating angles θ = 90°, θ = 180°. حسب Manxian Yang (20521600)

Farm land preparation operation scheduling plan. حسب Manxian Yang (20521600)

D3 training with noise—Testing without noise. حسب Hao Zhang (15339)

"…Firstly, the log parsing algorithm is used to parse the logs. Then, the feature extraction algorithm, which combines Long Short-Term Memory and Autoencoder-Decoder, is applied to extract features. …"

Comparison of methods for log anomaly detection. حسب Hao Zhang (15339)

"…Firstly, the log parsing algorithm is used to parse the logs. Then, the feature extraction algorithm, which combines Long Short-Term Memory and Autoencoder-Decoder, is applied to extract features. …"

D4 Training with noise—Testing with noise. حسب Hao Zhang (15339)

"…Firstly, the log parsing algorithm is used to parse the logs. Then, the feature extraction algorithm, which combines Long Short-Term Memory and Autoencoder-Decoder, is applied to extract features. …"

Ablation study. حسب Hao Zhang (15339)

"…Firstly, the log parsing algorithm is used to parse the logs. Then, the feature extraction algorithm, which combines Long Short-Term Memory and Autoencoder-Decoder, is applied to extract features. …"

D1 training without noise—Testing without noise. حسب Hao Zhang (15339)

"…Firstly, the log parsing algorithm is used to parse the logs. Then, the feature extraction algorithm, which combines Long Short-Term Memory and Autoencoder-Decoder, is applied to extract features. …"

One case of log file anomaly detection is shown. حسب Hao Zhang (15339)

"…Firstly, the log parsing algorithm is used to parse the logs. Then, the feature extraction algorithm, which combines Long Short-Term Memory and Autoencoder-Decoder, is applied to extract features. …"

Comparison of F1 score. حسب Hao Zhang (15339)

"…Firstly, the log parsing algorithm is used to parse the logs. Then, the feature extraction algorithm, which combines Long Short-Term Memory and Autoencoder-Decoder, is applied to extract features. …"