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有机朗肯循环机器学习模型关键参数集识别
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作者 闫栋 杨富斌 +2 位作者 张红光 许永红 吴玉庭 《哈尔滨工程大学学报》 EI CAS CSCD 北大核心 2023年第8期1368-1374,共7页
针对有机朗肯循环系统参数之间的强耦合关系,本文在试验的基础上提出了一种基于机器学习模型的关键参数集识别方法。在一套10 kW级的有机朗肯循环试验系统上开展了不同热源条件下的系统性能试验;选取蒸发器出口压力和温度、冷凝器入口... 针对有机朗肯循环系统参数之间的强耦合关系,本文在试验的基础上提出了一种基于机器学习模型的关键参数集识别方法。在一套10 kW级的有机朗肯循环试验系统上开展了不同热源条件下的系统性能试验;选取蒸发器出口压力和温度、冷凝器入口压力和温度、工质泵效率和膨胀机轴效率6个系统参数为初始变量,以ORC系统热效率为目标变量,分别建立了有机朗肯循环系统多元线性、人工神经网络和支持向量机机器学习模型;最终确定了有机朗肯循环系统最佳的机器学习模型和关键参数集。研究表明:采用关键参数集可以使模型的平均误差降低13.36%,提高了模型的准确度。高准确度的有机朗肯循环系统机器学习模型可以提高模型的预测性能,进而为实现有机朗肯循环系统高效运行控制提供支撑。 展开更多
关键词 有机朗肯循环 试验数据 主成分分析 多元线性 人工神经网络 支持向量机 热效率 关键参数集
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The integrated monitoring system for running parameters of key mining equipment based on condition monitoring technology 被引量:1
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作者 BIN Guang-fu LI Xue-jun +2 位作者 BALBIR S Dhillon HUANG Zhen-yu GUO Deng-ta 《Journal of Coal Science & Engineering(China)》 2010年第1期108-112,共5页
An integrated monitoring system for running parameters of key mining equipmenton the basis of condition monitoring technology and modern communication networktechnology was developed.The system consists of a client co... An integrated monitoring system for running parameters of key mining equipmenton the basis of condition monitoring technology and modern communication networktechnology was developed.The system consists of a client computer with functions ofsignal acquisition and processing, and a host computer in the central control room.Thesignal acquisition module of the client computer can collect the running parameters fromvarious monitoring terminals in real-time.The DSP high-speed data processing system ofthe main control module can quickly achieve the numerical calculation for the collectedsignal.The signal modulation and signal demodulation are completed by the frequencyshift keying circuit and phase-locked loop frequency circuit, respectively.Finally, the signalis sent to the host computer for logic estimation and diagnostic analysis using the networkcommunication technology, which is helpful for technicians and managers to control therunning state of equipment. 展开更多
关键词 mining key equipment running parameters condition monitoring signal acquisition and processing integrated monitoring
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Discussion on Establishing a Metrology Standard for Vibration-Driven Energy Harvesting
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作者 Adekunle Rufus Akande Action Nechibvute Pearson Luhanga 《Journal of Energy and Power Engineering》 2012年第5期674-682,共9页
Energy harvesting is an area of substantial and increasing research attention, and vibration-based devices dominate this research. The primary goal of most researchers is producing maximum electrical output from the h... Energy harvesting is an area of substantial and increasing research attention, and vibration-based devices dominate this research. The primary goal of most researchers is producing maximum electrical output from the harvester systems. However, there have been little metrological considerations for circumstances under which the energy harvester devices are characterized. This makes comparison of different device prototypes very difficult. It is the focus of this paper to highlight the need for metrological considerations to energy harvesting so that a universal metric can be developed. An attempt is also made to discuss the critical parameters that are essential in establishing an international standard on vibration-based energy harvesting. Finally, a simple standard for energy harvesting is proposed. 展开更多
关键词 METROLOGY STANDARD energy harvesting METRIC vibration energy.
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A Study on the Degree of Barrier Coverage in Wireless Sensor Networks 被引量:1
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作者 裴智强 徐昌庆 藤劲 《Journal of Shanghai Jiaotong university(Science)》 EI 2009年第4期497-502,共6页
Recently, the barrier coverage was proposed and received much attention in wireless sensor network (WSN), and the degree of the barrier coverage, one of the critical parameters of WSN, must be re-studied due to the di... Recently, the barrier coverage was proposed and received much attention in wireless sensor network (WSN), and the degree of the barrier coverage, one of the critical parameters of WSN, must be re-studied due to the difference between the barrier coverage and blanket coverage. In this paper, we propose two algorithms, namely, local tree based no-way and back (LTNWB) algorithm and sensor minimum cut sets (SMCS) algorithm, for the opened and closed belt regions to determine the degree of the barrier coverage of WSN. Our main objective is to minimize the complexity of these algorithms. For the opened belt region, both algorithms work well, and for the closed belt region, they will still come into existence while some restricted conditions are taken into consideration. Finally, the simulation results demonstrate the feasibility of the proposed algorithms. 展开更多
关键词 wireless sensor network (WSN) barrier coverage local tree based no-way and back (LTNWB) sensor minimum cut sets (SMCS)
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