The system model of STARJSCC
As a fundamental paradigm in semantic communication systems, the DEEPJSCC framework achieves semantic-level joint source-channel modeling through the synergistic optimization of an end-to-end neural encoder-decoder….
Category: 7. Maths
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Multi-fault diagnosis and damage assessment of rolling bearings based on IDBO-VMD and CNN-BiLSTM
Chen, X., Yang, R. & Xue, Y. Deep transfer learning for bearing fault diagnosis: A systematic review since 2016. IEEE Trans. 72, 1–21. https://doi.org/10.1109/TIM.2023.3244237 (2023).
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Predicting water quality index using stacked ensemble regression and SHAP based explainable artificial intelligence
Evaluation and comparison of individual regression models
The performance of individual regression models, which includes XGBoost, CatBoost, Random Forest, Gradient Boosting, Extra Trees, and AdaBoost, was assessed with respect to standard…
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Dynamic fractional-order ISDR rumor propagation model incorporating refutation mechanism in complex networks
In this section, we will provide evidence of the stability of \({E_0}\) and \({E^*}\), which is one of the most crucial topics in the research of rumor spreading. Specifically, we will study the local asymptotic stability and then the global…
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Predicting bone cancer drugs properties through topological indices and machine learning
Actinomycin D is used as an antineoplastic antibiotic that intercalates into DNA, thereby preventing RNA synthesis. It is primarily employed to treat gestational trophoblastic neoplasia, Wilms tumor, and rhabdomyosarcoma. It interferes with…
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Scientists discover forgotten particle that could unlock quantum computers
Quantum computers have the potential to solve problems far beyond the reach of today’s fastest supercomputers. But today’s machines are notoriously fragile. The quantum bits, or “qubits,” that store and process information are easily disrupted by…
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Multi-objective particle swarm algorithm based on angular segmentation archive and dynamic update tactics
Balance between diversity and convergence in coordinated solutions poses significant challenges in external archive management. The core of ASDMOPSO lies in the external archive updating and maintenance strategy, the population initialization…
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Human activity-aware coverage path planning for robot-based mosquito control
For a mosquito-catching robot deployment, the proposed solution will be described with detailed elaboration in this section. The structure of this section first introduces the proposed method with an overview in 4.1, then details the operating…
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Developing a hybrid machine learning model to predict treatment time duration as a workflow regulation tool in public and private dental clinics
This experimental study was to be conducted in multiple dental hospitals and clinics to evaluate the accuracy of supervised ML in predicting treatment durations compared to actual durations. The study also assessed the impact of ML prediction on…
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Origin centric and part based pose decomposition for 3D human pose estimation
Fig. 2 Overview of the network architecture. The proposed network is designed with L stacked loops. Within each loop, the Origin-centric Part Transformer Block and the Spatial Transformer Encoder are arranged in a parallel structure to facilitate…
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