卷 1 期 1 (2026): 數據科學與人工智能學報 第1卷 2026年第1期（總第1期）

Articles

• Hybrid Traffic Flow Characteristics of Connected and Automated Vehicles and Human-driven Vehicles 13-21 Xu Lunhui, Xu Runnan (作者) Article Aiming at the characteristics of the hybrid traffic flow in the intelligent network environment, four kinds of following modes and corresponding following models of the mixed traffic composed of (CAVs) and (HDVs) are analyzed. Then, a basic graph model of the relationship among the flow, density and speed of the mixed traffic flow under the... ResearchGate G-Scholar PDF (英语)

• Improved EdgeCraft-Based Few-Shot Cross-Domain Detection for Remote Sensing Images 22-34 Li Chao (作者) Article Place an optical satellite image of a harbor beside a SAR image of the same location. The ships that read as neat elongated rectangles in the optical view become irregular clusters of bright pixels against a grainy, noise-like background in the SAR view. Boundaries fray; portions of the hull dissolve into speckle; nearby sea clutter... ResearchGate G-Scholar PDF (英语)

• Research on Fuzzy PID Intelligent Agricultural Temperature Control System Based on PSO Optimization 35-40 Wu Hao, Zheng Ren, Bai BingXin, Mo WenXi (作者) Article Aiming at the problems of nonlinearity, large lag and difficulty in parameter tuning of traditional PID control in intelligent agricultural greenhouse environment, a Fuzzy PID control strategy based on Particle Swarm Optimization (PSO) is proposed. Firstly, the mathematical model of the greenhouse temperature control system is established, and... ResearchGate G-Scholar PDF (英语)

• A Critical Review of LLM Agents for Automated Penetration Testing: Benchmark Realism and Evidence Grading 41-59 Zhou Yinhang, Xu Weihua (作者) Article Penetration testing has long resisted full automation because it requires contextual reasoning, adaptive tool use, and experience-driven decision making across the Penetration Testing Execution Standard (PTES) lifecycle. Recent advances in large language models (LLMs), agentic reasoning, and multi-tool invocation have shifted the field from... ResearchGate G-Scholar PDF (英语)

• Selective Re-Inference for PCB Defect Detection via Image-Specific Template-Difference Density 60-69 Xie Yuning, Xie Feng, Li Chao, Deng Zexi (作者) Article Small and subtle printed circuit board (PCB) defects can be missed by direct full-image detection, whereas dense slicing improves local resolution at the cost of additional detector views and more false positives. We propose a selective re-inference framework that uses image-specific template-difference density to allocate a single additional... ResearchGate G-Scholar PDF (英语)

• YOLOv8-Based Visual Detection System for Taro Peeling State Assessment 70-79 Dong Jianxin (作者) Article Taro peeling quality affects the consistency of downstream washing, cutting, sorting, and prepared-food processing. Manual inspection is simple but difficult to scale because taro roots have irregular shapes, mottled brown skin, moist surfaces, and variable illumination during handling. This paper presents a YOLOv8-based visual detection system... ResearchGate G-Scholar PDF (英语)

• Analysis of the Natural Foci of Tick-Borne Pathogens in Guangxi Based on Multi-Source Data and Machine Learning 80-94 Que Tengcheng, Lin Huizhen, Wei Chuntao, Li Shousheng, Liu Zengjing, Lu Jiannan, Zhong Yanli, Liu Yuankun, Chen Panyu, Wu Qiuyu, Xie Ruirui, Zhang Hua, Lu Jiangao, He Meihong, Li Yingjiao, He Jinying, Ma Xiaoan, Pang Guangfu, Pan Yi, Hu Yanling, Liu Wenjian (作者) Article Located on the northeastern edge of the Indochinese Peninsula, Guangxi serves as a critical ecological hub. Its humid subtropical climate and complex habitats provide a natural reservoir for the cross-host transmission of tick-borne pathogens. This study integrated multi-source data on 77 tick batches and their habitats across 14 prefectures in... ResearchGate G-Scholar PDF (英语)

• HD-BrainWatch: A Multimodal Sensor-Fusion and Privacy-Preserving Federated-Learning Framework for Cognitive Risk Inference under Hypertension–Diabetes Comorbidity 95-104 Kuok Kaiian, Lin Jingyi, Lin Jingyi, Mio Wengioi, Tan Caiyi, Tou Puikei, Cheang Chonin (作者) Article We present HD-BrainWatch, a theoretical methodological framework for multimodal cognitive risk inference under federated, privacy-preserving training in the hypertension–diabetes (HD) comorbidity population. HD comorbidity carries an odds ratio of 1.53 for dementia relative to either condition alone, yet no existing HD management platform... ResearchGate G-Scholar PDF (英语)

• Contrastive Degradation-Aware Mamba Network for Blind Image Super-Resolution* 105-113 Ye Guangzi, Ke Gang (作者) Article Blind image super-resolution (BISR) aims to recover high-resolution images from low-resolution inputs with unknown degradations. Existing degradation representation learning methods usually construct positive pairs from local patches of the same degraded image, which inevitably introduces strong content correlations and limits the modeling... ResearchGate G-Scholar PDF (英语)

• Data-Driven Scholarly Intelligence: A Survey and Outlook 1-12 Yuan Chengzhe, Tang Yong, Lin Ronghua, Tang Feiyi, Chen Guohua (作者) Article Digital scholarly platforms are reshaping scholarly communication by generating heterogeneous data beyond traditional publication and citation records. This survey reviews data-driven scholarly intelligence as a framework for organizing such data and transforming them into human-centered academic and knowledge services. We first characterize... ResearchGate G-Scholar PDF (英语)