研究方向:
油气储运系统大数据挖掘与智能化、油气管道系统诊断控制、油气管网系统能耗评估等方面科研工作,具体包括掺氢天然气管道自动控制、站场工艺故障诊断、站场管道泄漏检测、异常工况知识图谱、异常工况推理溯源、管网系统能耗评价和管网系统能耗优化。
论文著作:
·Liu J Q,Hou L,Zhang R,et al. Explainable fault diagnosis of oil-gas treatment station based on transfer learning[J]. Energy,2023,262:125258.
·Liu J Q,Hou L,Wang X,et al. Explainable fault diagnosis of gas-liquid separator based on fully convolutional neural network[J]. Computers & Chemical Engineering,2021,155:107535. 、
·Liu J Q,Hou L,He S C,et al. Two-dimensional explainability method for fault diagnosis of fluid machine[J]. Process Safety and Environmental Protection,2023,178:1148-1160.
·Liu J Q,Hou L,Zhang X R,et al. Explainable fault diagnosis method for process flow based on data augmentation with system graph relationship[J]. Geoenergy Science and Engineering,2024,243:213334.
·Zhang X R,Hou L,Liu J Q,et al. Energy consumption prediction for crude oil pipelines based on integrating mechanism analysis and data mining[J]. Energy,2022,254:124382.
·Liu J Q,Hou L,Wang X,et al. A convolution neural network based fault diagnosis model for slug flow condition of oil-gas separator[C]. Pressure Vessels & Piping Conference,2021.
·Liu J Q,Hou L,Zhang X R,et al. Energy consumption prediction method of oilfield gathering system based on multi-level covariates[C]. International Pipeline Conference,2024.
·Liu J Q,Dubljevic S,Xie J Y,et al. Infinite dimensional system modeling for hydrogen blending natural gas pipeline network[C]. Canadian Chemical Engineering Conference,2024.
·刘珈铨,侯磊,毕新忠,等.基于机器视觉的注水泵智能监控方法研究[J].石油科学通报,2021,6(2):282-291.
·刘珈铨,吕朝旭,孙云龙,等.管道压降可持续测量系统研究[J].管道技术与设备,2019,2:23-27.
·张蕊,侯磊,刘珈铨,等.基于深度残差网络的接转站工艺流程异常工况诊断[J].石油科学通报,2023,8(6):832-844.
·邢晓凯,吕朝旭,刘珈铨.超高含水原油混合流动及初始沉积特性[J].中国科学院大学学报,2020,37(2):228-233.
发明专利:
·侯磊,刘珈铨,熊一凡,等.气液分离器工况诊断方法、装置、设备和存储介质:202310119224.3[P]. 2023-02-01.
·邢晓凯,刘珈铨,陈潜,等.一种液体管道泄漏检测方法、装置及系统:201811495197.7[P]. 2018-12-07.
·邢晓凯,吕朝旭,刘珈铨,等.高含水原油油水分离装置:201721276684.3[P]. 2017-09-30.
科研项目:
·国家自然科学基金面上项目,52174063,机理与数据融合的复杂山地页岩气田集输管网积液预测研究,2022-2025,主研
·国家重点研发计划项目专题,2016YFC0802100,储罐(库)事故三维数值模拟,2019-2020,主研
·国家重点研发计划项目课题,2017YFC0805800,基于大数据的国家战略储备库管理和安全保障一体化平台研究,2019-2022,主研
·中石化胜利油田项目,联合站污水处理智能预测与控制研究,2021-2022,主研
·中石油前瞻基础性项目,油田智能级能源管控示范技术研究,2021-2023,主研