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人工智能促进数据中心绿色节能研究 被引量:1
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作者 陈晓朋 许可欣 梁宇栋 《信息通信技术与政策》 2024年第2期33-39,共7页
为应对全球气候变化和实现绿色发展,我国提出碳达峰碳中和发展目标,绿色发展已成为数据中心建设运营的主旋律。基于人工智能等新一代信息技术促进数据中心节能的理论与实践,分析了多种人工智能技术在数据中心节能方面的应用。在此基础上... 为应对全球气候变化和实现绿色发展,我国提出碳达峰碳中和发展目标,绿色发展已成为数据中心建设运营的主旋律。基于人工智能等新一代信息技术促进数据中心节能的理论与实践,分析了多种人工智能技术在数据中心节能方面的应用。在此基础上,提出了数据中心人工智能节能系统的部署趋势,并给出了以创新技术推动行业绿色节能发展的思考与建议。 展开更多
关键词 人工智能节能 绿色创新发展 机器学习 神经网络 物理机理模型
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基于燃煤智能发电平台ICS的智能报警模型应用分析 被引量:4
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作者 田景奇 冯树臣 +3 位作者 孙同敏 杨如意 胡勇 赵俊杰 《能源科技》 2022年第4期36-41,共6页
针对燃煤火力发电站,基于智能发电平台ICS,搭建智能报警模块,开发基于斜率变化算法、设备健康度打分算法、基于大数据学习的期望值偏离算法、神经网络算法、逻辑故障树和专家知识库诊断、物理机理模型的智能报警应用,提升机组提前发现... 针对燃煤火力发电站,基于智能发电平台ICS,搭建智能报警模块,开发基于斜率变化算法、设备健康度打分算法、基于大数据学习的期望值偏离算法、神经网络算法、逻辑故障树和专家知识库诊断、物理机理模型的智能报警应用,提升机组提前发现缺陷和预警故障能力,提高火力发电的主动安全性。结果表明:开发智能报警应用的算法至少包括3大类8种模型,3大类模型包括专家经验模型、纯数据分析模型、物理机理模型。在国电内蒙古东胜热电有限公司1号机组ICS中,应用了6300多例参数变化率异常预警,1000多条基于大数据分析和神经网络算法自学习出来的各工况下标准参数和期望区间,300种典型的逻辑故障树。基于3大类、8种模型的复合型智能报警和预警系统功能强大,能带来安全水平提升和可观的经济收益。 展开更多
关键词 ICS 智能诊断与报警 逻辑故障树 深度神经网络学习算法 物理机理模型
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航空发动机及燃气轮机整机性能仿真综述 被引量:2
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作者 董威 尹家录 +1 位作者 郑培英 程显达 《航空发动机》 北大核心 2023年第5期8-21,共14页
整机总体性能仿真是航空发动机及燃气轮机仿真的重要组成部分,在航空发动机及燃气轮机的设计制造和使用全寿命周期内发挥着重要作用。综合70多年来航空发动机及燃气轮机总体性能仿真的发展成果,梳理了各时期总体性能仿真的发展历程。从... 整机总体性能仿真是航空发动机及燃气轮机仿真的重要组成部分,在航空发动机及燃气轮机的设计制造和使用全寿命周期内发挥着重要作用。综合70多年来航空发动机及燃气轮机总体性能仿真的发展成果,梳理了各时期总体性能仿真的发展历程。从基本方法、模型精细化、求解算法和修正方法等角度,分析了国内外以部件级模型为代表的基于物理机理的总体性能仿真方法研究现状;探讨了以人工神经网络、支持向量机和深度学习为代表的人工智能算法在总体性能仿真中的应用现状;介绍了机载模型、机理-数据混合模型和多维度模型基本方法和主要成果。基于目前的研究成果和技术发展趋势,认为航空发动机及燃气轮机总体性能仿真应向物理机理模型更精细化、人工智能技术更深入和应用模型构建更为规范化的方向发展。 展开更多
关键词 航空发动机 燃气轮机 总体性能 仿真 物理机理模型 人工智能 应用模型
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Reasonable location parameters of pick and nozzle in combined cutting system 被引量:4
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作者 曾锐 杜长龙 +1 位作者 陈荣俊 王文娟 《Journal of Central South University》 SCIE EI CAS 2014年第3期1067-1076,共10页
The drum shearer and high pressure water jet combined cutting system is an effective technology to cut hard coal-rock, but one problem of the technology is the choice of pick and nozzle location parameters. In order t... The drum shearer and high pressure water jet combined cutting system is an effective technology to cut hard coal-rock, but one problem of the technology is the choice of pick and nozzle location parameters. In order to solve the problem, the process and mechanism of combined cutting arc studied and mining seepage catastrophe theory is used to construct the mathematic and physical model of combined cutting hard coal-rock. Based on the model and detailed analysis of combined cutting mechanism, the single pick and nozzle combined cutting test-bed is built to test the main pick and nozzle location parameters of drum shearer and water jet combined cutting system. Test results show that the best vertical distance between the pick-tip and nozzle center point is the sum of cutting thickness and proper target distance in the Y axial direction; the best horizontal distance is the length between pick-tip point and coal-rock surface bursting crack point in the X axial direction. The best incident angle of water jet should be the same as the bursting crack line's angle in theory, but considering other important factors comprehensively, it is more reasonable when the incident angle of water jet is 90°. 展开更多
关键词 combined cutting location parameter water jet mining seepage theory hard coal-rock
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Nutrient-controlled growth of Skeletonema costatum : an applied model
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作者 孙科 丘仲锋 +1 位作者 何宜军 尹宝树 《Chinese Journal of Oceanology and Limnology》 SCIE CAS CSCD 2014年第3期608-625,共18页
To model Skeletonema costatum blooms and their relationship with environmental parameters in situ, a S. costatum-specific zero-dimensional box model based on the mechanistic model Eco3M was established using physiolog... To model Skeletonema costatum blooms and their relationship with environmental parameters in situ, a S. costatum-specific zero-dimensional box model based on the mechanistic model Eco3M was established using physiological features. The parameters were calibrated using experimental counterparts, and simulations were compared with published laboratory findings. The resulting normalized objective function (NOF) values are less than 1.0 (and in most cases less than 0.58) and the values for the slope y (between 0.656 7-1.127 4) and R2 (between 0.806 8-0.971) are close to 1.0 for most of the sub-figures. This indicates good agreement between simulated and measured data and suggests that the model reproduces the general characteristics of S. costatum growth and use of nutrients under different N- or P-limiting conditions. The model is appropriate for further applications and can be used to test more scenarios using other nutrients. 展开更多
关键词 Skeletonema costatum red tide algal bloom MODELING GROWTH China Sea
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A physical mechanism based investigation on the elasto-plastic-damage behavior of anisotropic aluminum alloys under finite deformation
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作者 CHEN Cen LIANG NaiGang +1 位作者 LIU Fang FU Qiang 《Science China(Physics,Mechanics & Astronomy)》 SCIE EI CAS 2014年第3期400-410,共11页
The elasto-plastic-damage behavior of anisotropic aluminum alloys is investigated under finite deformation using a physical mechanism based constitutive model.With an application to the structural calculation,the pres... The elasto-plastic-damage behavior of anisotropic aluminum alloys is investigated under finite deformation using a physical mechanism based constitutive model.With an application to the structural calculation,the present model is used to describe and analyze the mechanical response of anisotropic 6260-T6 aluminum alloy extrusions.For the tensile specimens extracted along three different material orientations from the extruded aluminum profile,twelve simulations are carried out covering four different specimen geometries.The simulation results in force-displacement response and central logarithmic axial strain evolution are compared with experimental results.From the comparisons,it can be concluded that the present model has the capacity to describe the behavior of anisotropic material.From the force-displacement curves,the anisotropy is observed in different material orientations,and the physical mechanism of anisotropy is analyzed. 展开更多
关键词 elasto-plastic-damage behavior ANISOTROPY physical mechanism finite deformation constitutive theory componentassembling model
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