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Longyi Sun

As seen in: Nature, MDPI
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Articles by Longyi Sun

Retinal vessel segmentation using Kolmogorov-Arnold networks and test-time adaptation

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By Haixia Bai, Fuquan Wu, Longyi Sun, Shijing Wu, Ailing Sui, Zizhao Wu, Zhiqing Chen
| Nature Verified
Abstract Recently, TransUNet has established itself as a state-of-the-art architecture for medical image segmentation. Although attention mechanisms have yielded remarkable advances, its Multi-Layer Perceptron (MLP)-based design still suffers from limitations in capturing the complex non-linear representations essential for segmenting intricate anatomical structures.
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Tariff-Based Optimal Scheduling Strategy of Photovoltaic-Storage for Industrial and Commercial Customers

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By Zhiyuan Zeng, Tianyou Li, Jun Su, Longyi Sun
| MDPI
2.1. PSO-BP PV Power Prediction Model Due to the increase in electricity demand and the stochastic nature of PV power generation, the accuracy of PV power prediction is of great significance for power scheduling [19]. It is crucial for the prediction model to obtain the historical data and environmental data. The main factors affecting PV power prediction include temperature, humidity, irradiance, etc. [20]. In the PV power prediction field, various prediction methods are widely used.
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