# Nankai University 中国・天津の研究大学(南開大学)。College of Software / Department of Software Engineering の AIOps グループ(AIOps@NKU)が異常検知・故障診断・根本原因分析・障害予測を長く牽引する。[[Shenglin Zhang]](准教授・副院長)と [[Yongqian Sun]](助教)が中核で、[[Dan Pei]] ら [[Tsinghua University]] グループと連携が深い。(Source: [[@2025__APNET__Forewarned is Forearmed - Joint Prediction and Classification of Optical Transceiver Failures in Large-Scale LLM Training Clusters]]) - [[OptProphet]] 論文([[@2025__APNET__Forewarned is Forearmed - Joint Prediction and Classification of Optical Transceiver Failures in Large-Scale LLM Training Clusters]], APNet 2025)の著者全員(Sibo Xia, Long Ma, Junhua Kuang, [[Shenglin Zhang]], Qitong Xie, [[Yongqian Sun]])が同グループに連なる。 - [[SCELM]] 論文([[@2025__FSE Companion__A Multimodal Intelligent Change Assessment Framework for Microservice Systems Based on Large Language Models]], FSE Companion '25)は [[Yongqian Sun]](第一著者)・[[Tinghua Zheng]]・[[Weihua Kuang]]・[[Shenglin Zhang]](責任著者)・[[Chao Shen]] が担った。[[BizSeer]]・CHINA TIANCHEN ENGINEERING・[[Tencent]]・[[Tsinghua University]] との産学連携作品。(Source: [[@2025__FSE Companion__A Multimodal Intelligent Change Assessment Framework for Microservice Systems Based on Large Language Models]]) ## 関連 - ソース: [[@2025__APNET__Forewarned is Forearmed - Joint Prediction and Classification of Optical Transceiver Failures in Large-Scale LLM Training Clusters]] / [[@2025__FSE Companion__A Multimodal Intelligent Change Assessment Framework for Microservice Systems Based on Large Language Models]] / [[@2025__KDD__FlowXpert - Expertizing Troubleshooting Workflow Orchestration with Knowledge Base and Multi-Agent Coevolution]] / [[@2026__ASE__OpsAgent - An Evolving Multi-agent System for Incident Management in Microservices]] - エンティティ: [[Shenglin Zhang]] / [[Yongqian Sun]] / [[Yu Luo]] / [[Binpeng Shi]] / [[Sibo Xia]] / [[Tinghua Zheng]] / [[Weihua Kuang]] / [[Chao Shen]] / [[OptProphet]] / [[SCELM]] / [[FlowXpert]] / [[Tsinghua University]] / [[Dan Pei]]