Guest Editor
Collection Overview
The rapid advancement of emerging technologies, such as artificial intelligence, quantum computing, edge computing, and blockchain, is transforming how complex problems are addressed across a wide range of disciplines. As global challenges in healthcare, sustainability, education, and cybersecurity become increasingly intricate, developing next-generation computer applications is more critical than ever. This Methods Collection aims to showcase innovative approaches, architectures, and computational techniques that leverage emerging technologies to deliver practical, scalable, and impactful solutions in real-world contexts.
By bringing together interdisciplinary contributions, the collection will highlight methodological frameworks, toolkits, system designs, and experimental validations that push the boundaries of intelligent computing applications. It will serve as a valuable resource for researchers and practitioners by fostering knowledge exchange, accelerating technology transfer, and inspiring the development of novel cross-domain solutions. Ultimately, the collection seeks to strengthen the connection between technological innovation and societal benefit, providing a strong foundation for future research and collaboration in the field.
Articles
Abstracts
Research on Intelligent Recommendation Interaction Design with Multimodal LLM and Knowledge Graph Augmentation
Shuyi Wang*1
1Zhejiang International Studies University
Research on Action Quality Evaluation Model for College Track and Field Physical Training Based on Pose Estimation and Improved DTW Measurement
Kaiwen Xing*1
1Shanxi University of Technology
Collaborative optimization of microgrid capacity allocation and operation based on improved multi-objective particle swarm optimization
Jiaxin Han*1
1Henan Polytechnic University
Collaborative Mechanism of Privacy Computing and Blockchain in Multi-Center Medical Data Sharing
Kexiong Dong*1
1Zhejiang University,
Dynamic Weighted Conflict Resolution Strategy in Heterogeneous Medical Data Fusion
Kexiong Dong*1
1Zhejiang University
Research on the Optimal Allocation Model of Enterprise Innovation Resources by Integrating Variational Autoencoder and Graph Convolutional Network
Xuanyi Zhang*1,
Juanjuan Luo1
1Anhui Sanlian University
A secure federated learning basic healthcare model: Enhancing privacy in healthcare image sharing and analysis
Zhenfeng Weng 1,
Yining Hu*1,
Yuanhu Huang2,
Dayong Gu3,
Wenchao Song4,
Kaiyin Yang5
1Southeast University,
2The Chinese University of Hongkong,
3The First Affiliated Hospital of Shenzhen University,
4Shenzhen Medical Professional Service Centre,
5South China Hospital of Shenzhen University
Construction of Electric Power Marketing Data Management System Based on Improved Immune Algorithm and PSO
Jinghua Wang*1,
Shuqing Li2,
Yinxiao Kong2,
Yue Wang1,
YuKun Xv1
1State Grid Shanghai Municipal Electric Power Company,
2State Grid Shanghai Electric Power Company
Application Research of CNN-LSTM Algorithm in Construction of Virtual Power Plant Load Forecasting Model
Zhenyong Niu*1,
Haochuan Ding2,
Meng Ye3,
Xiangzhui Ma2,
Dongxu Li3,
Jun Li2
1Guangdong Power Grid Co., Ltd,
2NR Electric Co., Ltd.,
3Guangdong Power Grid Co.,
New Regional Economic Development Prediction Method Integrating PLS and Optimized SVR
Na Xiao*1
1Inner Mongolia Honder College of Arts and Sciences
Application of SSA-XGBoost Algorithm in Adaptive Dual Frequency Signal Acquisition Mechanism
Ying He*1,
Tao Guo1,
Rui Ye1,
Liming Tao1,
Gong Chen1,
Jin Li1,
Kaifeng Deng1
1Intelligent Operation Center of Guizhou Power Grid Co., Ltd.
Digital Music Creation Technology Based on Emotion Representation and Natural Language Model
Huijun Qi*1
1East China University of Technology
Research on Optimization of Digital Human Financial Advisor Interaction System via Multimodal Emotion Perception and Large Language Model Fusion
Yishu Tang*1,
Jie Yu*2
1Shandong University of Engineering and Vocational Technology,
2Pukyong National University
Research on night cultural tourism consumption behavior prediction and scene generation system based on Alpha evolution and GANs
Yingying Du1,
Shihong Qiao*2,
Xi Chen2
1Pai Chai University,,
2Harbin University
Research on the Simulation and Design Model of Lacquerware Surface Texture by Integrating Adversarial Diffusion Model and Physical Rendering Engine
Yingxi Pan*1
1Fujian Vocational College of Art
A LSTM model for Chinese Traditional Mongolian Osteopathy Rolling Method based on Adam and Hodrick Prescot filter
Yucheng Ji1,
Jing Pang*2
1Inner Mongolia University of Technology,
2Inner Mongolia Medical University
HKG-NTAD: A Heterogeneous Knowledge Graph Framework for Robust Network Traffic Anomaly Detection
Wei Sun1,
Zhiqi Li2,
Lei Feng2,
Shujuan Qiao3,
Xiaokai Huang*3,
Ning Li2
1State Grid Corporation of China,
2State Grid Information and Communication Co., Ltd,
3State Grid Information and Communication Co., Ltd.
Research on a Dynamic Collaborative Planning Model for Rock - climbing Tourism Routes Based on Deep Reinforcement Learning and Multi - agent
YueXing Li1,
Xuejie Liu*1
1College of General Education ,Guangdong University of Science & Technology
Beidou Positioning Signal Interference Recognition and Processing Algorithm Based on Time-frequency Analysis
Fang Yuan*1,
Yao Zhao1,
Xiao Feng1,
Yong Liu1
1State Grid Henan Electric Power Company Information and Communication Company
Research on Power Fault Detection System Based on Transformer Zero-sample Target Recognition Method
Feng Xing*1,
Fangjun Cui1,
Kangxin Wang1,
Pengcheng Zheng1,
Xiaoyang Li1,
Yinkun Chen1,
Mingming Wu1,
Lijia Wang1
1Haikou Substation Operation and Maintenance Branch of Hainan Power Grid Co., Ltd.
Construction of high-precision satellite positioning model and research on fault feedback mechanism based on improved FP-Growth algorithm
Rui Ye*1,
Ying He1,
Yang Pu1,
Wenqi Linghu1,
Wei Zhang1,
Yongrui Yu1
1Intelligent Operation Center of Guizhou Power Grid Co., Ltd.