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Through-Building Ducts for Mounting Wind Turbines: A Numerical Study 用于安装风力涡轮机的建筑通风管:数值研究
Pub Date : 2021-07-20 DOI: 10.1115/power2021-64181
Hadi Mirian, M. Anbarsooz, Abbas Hoshyar, A. Arabgolarcheh
Yet, several locations for mounting the wind turbines in urban areas have been proposed, which can be categorized into four main groups; (a) on the rooftops, (b) between the buildings, (c) integrated into the buildings’ skin and (d) inside a though-building hole. Through-building holes take advantage of the pressure difference between the windward and leeward facades of the building to generate a high-speed velocity zone for mounting the wind turbine. In the current study, three-dimensional numerical simulations of atmospheric turbulent boundary layer flow around high-rise buildings are carried out to determine the optimum location and size of the duct. For this purpose, square cross-section buildings (20 × 20 m) with heights of H0 = 60, 120 and 180 m are considered. Numerical results showed that the difference of the pressure coefficient on the windward and leeward facades of the building without the hole can predict the best location for mounting the wind turbine with acceptable accuracy. Then, circular holes with various diameters of D = 2.5, 5.0, 7.5, 10 and 12.5m are created at z/H0 = 0.8, where the maximum pressure difference is close to the maximum. It is found that the maximum velocity increment occurs for D = 10 m and it is 31% greater than the U10 velocity of the incident wind profile. This means that the available wind power inside the duct is 2.25 times greater than the incident wind power.
然而,已经提出了在城市地区安装风力涡轮机的几个地点,可分为四大类;(a)在屋顶上,(b)在建筑物之间,(c)集成到建筑物的表皮和(d)在一个贯穿建筑的洞内。贯穿建筑的孔洞利用建筑迎风面和背风面之间的压力差来产生一个安装风力涡轮机的高速速度区。本研究对高层建筑周围大气湍流边界层流动进行了三维数值模拟,以确定风管的最佳位置和尺寸。为此,考虑高度为H0 = 60、120和180 m的方形截面建筑(20 × 20 m)。数值计算结果表明,无孔建筑的迎风面和背风面压力系数的差值可以预测风力机的最佳安装位置,精度可接受。然后在z/H0 = 0.8处形成不同直径D = 2.5、5.0、7.5、10和12.5m的圆孔,此时最大压差接近最大值。结果表明,风速增量在D = 10 m处最大,比入射风廓线的U10速度大31%。这意味着管道内的可用风力是入射风力的2.25倍。
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引用次数: 1
Experimental Investigation of Ammonia and Sulfur Deposition Characteristics in Rotary Air Preheater 旋转空气预热器氨硫沉积特性实验研究
Pub Date : 2021-07-20 DOI: 10.1115/power2021-65660
Rong Gao, Hao Sun, Limin Wang, Yufan Bu, Chao Wang, D. Che
With the application of selective catalytic reduction (SCR) technology, the operation of rotary air preheaters is faced with a challenge, the fouling problem caused by ammonium bisulfate (ABS). In previous studies, within the operational temperature range of the preheater, the gaseous ammonia and sulfur trioxide (or H2SO4) in the flue gas can react to form ABS and ammonium sulfate (AS). The initial condensation temperature of ABS might be over predicted due to the effect of the formation of AS, which has a higher initial formation temperature than ABS. In this study, the effects of the deposition temperature, ammonia-sulfur molar ratio and molar product of inlet flue gas on the deposition characteristics of inducing ash deposition compounds were experimentally studied to provide guidance to prevent fouling and corrosion of rotary air preheaters. The results show that the main path to generate ABS is the reaction between H2SO4 and NH3. With the increase in the deposition temperature, the contents of NH4+ and SO42− in the sediments decrease continuously, and the proportion of AS deposition increases. On the contrary, with temperature decreasing, more ABS is deposited. When the molar ratio of ammo-sulfur in the inlet flue gas increases, the proportion of AS in the sediments increases, and the deposition rate also gradually increases. When the ammo-sulfur product in the inlet flue gas increases, the concentrations of both NH4+ and SO42− in the sediments increased in a nearly consistent trend. The variations of the ratio and deposition rates of the two ions in the sediments were not obvious. The ratio of NH4+ and SO42− remains at about 1.2, and the sediment is mainly ABS.
随着选择性催化还原(SCR)技术的应用,旋转空气预热器的运行面临着一个挑战,即硫酸氢铵(ABS)引起的污垢问题。在以往的研究中,在预热器的工作温度范围内,烟气中的气态氨和三氧化硫(或H2SO4)可以反应生成ABS和硫酸铵(AS)。由于AS的形成影响,ABS的初始凝结温度可能会被预测过高,而AS的初始形成温度高于ABS。本研究通过实验研究了沉积温度、入口烟气的氨硫摩尔比和摩尔产物对诱导结灰化合物沉积特性的影响,为防止旋转空气预热器结垢和腐蚀提供指导。结果表明,ABS的主要生成途径是H2SO4与NH3的反应。随着沉积温度的升高,沉积物中NH4+和SO42−含量不断降低,AS沉积比例增加。相反,随着温度的降低,ABS的沉积量增加。当进口烟气中氨硫摩尔比增大时,沉积物中AS的比例增大,沉积速率也逐渐增大。随着进口烟气中氨硫产物的增加,沉积物中NH4+和SO42−浓度的增加趋势几乎一致。两种离子在沉积物中的比值和沉积速率变化不明显。NH4+与SO42−的比值保持在1.2左右,沉积物以ABS为主。
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引用次数: 0
Investigation of Phase Change Material Integrated With High Thermal Conductive Carbon Foam Inside Heat Sinks for Thermal Management of Electronic Components 用于电子元件热管理的高导热泡沫碳内散热器相变材料研究
Pub Date : 2021-07-20 DOI: 10.1115/power2021-65569
Anuj Kumar, R. Kothari, S. Sahu, S. I. Kundalwal, A.K. Sharma
In recent years phase change materials (PCMs) have emerged as a promising material for various thermal management applications. However, the lower thermal conductivity of PCM is a major hindrance in its widespread use. In the present study, an experimental investigation is carried out using high thermal conductive carbon foam (CF) embedded with PCM inside heat sink for thermal management of electronic components. Various configurations of heat sinks such as unfinned heat sink without PCM, unfinned heat sink integrated with PCM, unfinned heat sink integrated with CF-PCM composite, two finned heat sink integrated with PCM, and two finned heat sink integrated with CF-PCM composite are investigated. The vacuum impregnation technique is employed to infiltrate the PCM inside the CF. Heat flux is varied in the range of 1.5 to 2.5 kW/m2. Temperature variation of the heat sink base is used to compare the performance of various heat sinks. Unfinned heat sink without and with PCM is used for baseline comparison. Enhancement ratios are presented for various set point temperatures (SPT) such as 65 and 75°C. The highest enhancement ratio of 4.98 is obtained for two fin CF-PCM composite heat sink.
近年来,相变材料(PCMs)已成为一种有前途的材料,用于各种热管理应用。然而,PCM的低导热系数是其广泛应用的主要障碍。在本研究中,利用高导热泡沫碳(CF)内嵌PCM进行了电子元件热管理的实验研究。研究了无翅片无PCM散热器、无翅片集成PCM散热器、无翅片集成CF-PCM复合材料散热器、双翅片集成PCM散热器和双翅片集成CF-PCM复合材料散热器的不同结构。采用真空浸渍技术将PCM渗透到CF内部,热流密度在1.5 ~ 2.5 kW/m2范围内变化。散热器底座的温度变化用于比较各种散热器的性能。不带和带PCM的无翅片散热器用于基线比较。给出了不同设定点温度(SPT)下的增强比,如65°C和75°C。双翅片CF-PCM复合散热器的增强比最高,为4.98。
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引用次数: 1
Characterizing the Transitional Behavior of Wind Turbine Wake From Near to Far Wake Regimes 风力机尾流从近尾流到远尾流过渡特性的表征
Pub Date : 2021-07-20 DOI: 10.1115/power2021-65959
Ravi Kumar, Ojing Siram, N. Sahoo, U. Saha
Knowledge of wind energy harvesting is an ever-growing process, and to meet the enormous energy demand, wind farms shall have a significant role. An efficient wind farm is required to have an in-depth knowledge of turbine wake characteristics. This article presents an experimental investigation of the wake expansion process defined by the transition of wake from near to far wake regimes. The study has been performed on models horizontal axis wind turbine (HAWT) composed of NACA 0012 profile, keeping the ratio of root chord to tip chord length is 5:2. A constant temperature hot-wire anemometer (HWA) has been used to examine the rotor’s fluctuating flow field. The subsequent time-averaged normalizes velocity deficit, and vortex shedding frequency are used for the flow characteristics. Time-averaged velocity deficit measurement suggests a drop in upstream velocity by 20–30% within the vicinity of rotor tip downstream of the rotor plane. The study shows that flow recovery is initiating from the near wake regime around 1.08R. Further, the spectral findings indicates the low frequency dominance within 4R (R being the rotor radius), and the Strouhal number falls close to 0.23. The present wind tunnel study on wake characteristics throws significant insight into further enhancing the WT wake modeling.
关于风能收集的知识是一个不断增长的过程,为了满足巨大的能源需求,风力发电场将发挥重要作用。一个高效的风电场需要对涡轮尾流特性有深入的了解。本文对由近尾流向远尾流过渡所定义的尾流扩张过程进行了实验研究。研究采用NACA 0012型线组成的水平轴风力机(HAWT)模型,保持根弦与叶尖弦长之比为5:2。采用恒温热线风速仪(HWA)测量了转子的波动流场。随后的时间平均归一化速度亏损,和旋涡脱落频率用于流动特性。时间平均速度亏缺测量表明,在旋翼平面下游的旋翼尖端附近,上游速度下降了20-30%。研究表明,在1.08R附近,流动回收是从近尾迹区开始的。此外,频谱结果表明,在4R (R为转子半径)范围内,低频占优势,Strouhal数接近0.23。目前对尾流特性的风洞研究对进一步加强小波变换尾流建模具有重要意义。
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引用次数: 0
Air-Argon-Steam or Organic Fluid Combined Power Cycle With Pulse Detonation Combustion for Electric Power Plants 电厂用空气-氩-蒸汽或有机流体联合动力循环与脉冲爆轰燃烧
Pub Date : 2021-07-20 DOI: 10.1115/power2021-64141
Pereddy Nageswara Reddy
Gas turbine engines with pulse detonation combustion show the superior performance in terms of specific work output and thermal efficiency when compared to the conventional gas turbine engines with isobaric combustion. But, a quasi-steady expansion of detonation products through the gas turbine results in an unsteady operation. Moreover, as the detonation products during quasi-steady expansion are initially at a very high temperature (over 2500 K), they cannot be expanded in the turbine as it is. To overcome the above difficulties associated with pulse detonation combustion in gas turbine engines, Air-Argon-Steam or organic fluid Combined Cycle (AASCC) is proposed in the present work. AASCC comprises two gas turbine cycles, viz. the Humphrey cycle with the air as the working fluid and the Brayton cycle with the argon as the working fluid and a steam turbine cycle, viz. the Rankine or organic Rankine cycle with the steam or organic substance as the working fluid. The temperature of the hot detonation products is reduced to Turbine Inlet Temperature (TIT) by exchanging heat energy between detonation products and compressed argon in a Detonation Products to Argon Heat Exchanger (DPAHE) and in turn, raising the temperature of the compressed argon to Argon Turbine Inlet Temperature (ATIT). The residual energy of both detonation products and argon after the expansion in the respective turbines is utilized to generate the steam or organic fluid vapor in the Heat Recovery Generators (HRGs) to operate a steam or organic fluid turbine. AASCC with pulse detonation combustion is analyzed based on quasi-steady state one dimensional formulation, and a computer code is developed in MATLAB to simulate the cycle performance at different compressor pressure ratios and TITs. C2H4/air is taken as the fuel-oxidizer. The performance of AASCC with pulse detonation combustion is compared with that of a conventional Air-Steam Combined Cycle (ASCC) with constant pressure combustion. It is found that the thermal efficiency of AASCC with pulse detonation combustion can go up to 44.5%–46.5% depending on the working fluid used in the bottoming Rankine cycle as against 37.8%–41.0% of ASCC at a TIT of 1400 K. The maximum specific work output of AASCC at a TIT of 1400 K is found to vary from 1143.0 to 1202.0 kJ/kg air as against to 335.0 to 364.0 kJ/kg air of ASCC.
脉冲爆震燃烧的燃气涡轮发动机与传统等压燃烧的燃气涡轮发动机相比,在比功输出和热效率方面表现出优越的性能。但是爆轰产物在燃气轮机内的准稳态膨胀导致燃气轮机运行不稳定。而且,由于准稳态膨胀爆轰产物的初始温度非常高(超过2500k),因此无法在涡轮内进行膨胀。为了克服上述问题,本文提出了空气-氩-蒸汽或有机流体联合循环。AASCC包括两个燃气轮机循环,即以空气为工质的Humphrey循环和以氩气为工质的Brayton循环,以及一个蒸汽轮机循环,即以蒸汽或有机物为工质的朗肯或有机朗肯循环。在爆轰产物转氩换热器(DPAHE)中,通过爆轰产物与压缩氩气之间的热能交换,将热爆轰产物的温度降低到涡轮入口温度(TIT),进而将压缩氩气的温度提高到涡轮入口温度(ATIT)。爆轰产物和氩气在各自的涡轮中膨胀后的剩余能量被用来在热回收发生器(hrg)中产生蒸汽或有机流体蒸汽,以运行蒸汽或有机流体涡轮机。基于准稳态一维公式对脉冲爆震燃烧的AASCC进行了分析,并在MATLAB中编写了计算机程序,模拟了不同压气机压比和TITs下的循环性能。采用C2H4/空气作为燃料氧化剂。比较了脉冲爆震燃烧的AASCC与恒压燃烧的常规空气-蒸汽联合循环的性能。结果表明,脉冲爆轰燃烧的AASCC的热效率可达44.5% ~ 46.5%,取决于底部朗肯循环中使用的工质,而在1400k时,AASCC的热效率为37.8% ~ 41.0%。在1400k温度下,AASCC的最大比功输出在1143.0 ~ 1202.0 kJ/kg空气之间变化,而ASCC的最大比功输出在335.0 ~ 364.0 kJ/kg空气之间变化。
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引用次数: 2
Application of a Mechanistic Erosion and Abrasion Model to Pulverized Coal (PC) Injections 机械侵蚀磨损模型在煤粉喷注中的应用
Pub Date : 2021-07-20 DOI: 10.1115/power2021-63620
L. Berg, S. Karimi, S. Shirazi
Coal use for generation of electricity is used extensively world-wide accounting for 40% of total power generation. Even with reductions in use over the last 10 years, coal still accounts for 20% of total electrical generation in the United States. An often-overlooked aspect of Pulverized Coal (PC) combustion is the erosion and abrasion of the coal injection nozzles. Currently there are over 300 active PC boilers in the US and over 1000 worldwide, with each boiler having 20–40 high alloy cast injectors. Due to the high velocity of PC injection and associated elevated rates of metal loss, these nozzles require constant replacement. Replacement and costs associated with loss of revenue, required scaffolding and casting can be a significant part of Operation and Maintenance (O&M) of a PC boiler. In addition to the constant requirement for thousands of replacement injection nozzles every year, combustion performance, NOx reduction, carbon conversion and general boiler efficiency will be impacted by hardware that is out of specification, if not replaced in a “timely” manner. Significant research in the 1980’s [1] provided some insight into the loss-of-metal process during PC injection, but limitations of existing hardware and software prevented more than an empirical methodology to be developed. In parallel with the literature work and research specifically for PC coal erosion rates, generalized efforts were employed and reported [6–9]. Meng [4] summarized model development for solid particles transported by a liquid or gas as highly empirical with little commonality between the models developed by the various researchers. Meng also made specific recommendations for less empiricism in model development methodology. Although there are several state-of-the-art empirical models [6, 8 & 9] more recently, semi-mechanistic models have been developed to predict solid particle erosion (e.g. Arabnejad et al., [17]) and have been successfully applied to sand erosion and abrasion in pipelines. In the current study, this method is being applied to PC injection nozzles coupled to detailed computational fluid dynamics (CFD) simulations. The intent is to quantify nozzle material loss rates, due to impacting coal particles, as a function of geometry, local velocities, and coal properties. The method used is utilizing CFD to model flow of particles and their impingement velocity with the PC nozzles. Then erosion models that are a function of impingement speed, angle, frequency and materials properties to examine erosion rates. The insight gained from the modeling will allow improved nozzle design, increased duty life, more cost-effective supply, and elevated injection velocity. In particular, low NOx coal combustion can be critically dependent on utilization of elevated injection velocities, which previous empirical models discourage. This paper reports on the application of the erosion equations and methods developed at the Erosion/Corrosion Research Center of T
煤炭发电在世界范围内被广泛使用,占总发电量的40%。尽管过去10年煤炭的使用量有所减少,但煤炭仍占美国总发电量的20%。煤粉燃烧的一个常被忽视的方面是喷煤喷嘴的侵蚀和磨损。目前,美国有300多台现役PC锅炉,全球有1000多台,每台锅炉有20-40个高合金铸造喷油器。由于PC注入速度快,金属损失率高,这些喷嘴需要不断更换。与收入损失相关的更换和成本,所需的脚手架和铸造可能是PC锅炉运行和维护(O&M)的重要组成部分。除了每年需要更换数千个喷嘴外,如果不“及时”更换,不符合规格的硬件将影响燃烧性能,减少NOx,碳转化和一般锅炉效率。20世纪80年代的重要研究[1]为PC注入过程中的金属损失过程提供了一些见解,但现有硬件和软件的限制阻碍了经验方法的发展。在专门针对PC煤侵蚀速率的文献工作和研究的同时,也采用并报道了广义的努力[6-9]。Meng[4]总结了液体或气体输送固体颗粒的模型开发是高度经验的,不同研究人员开发的模型之间几乎没有共同点。Meng还提出了在模型开发方法中减少经验主义的具体建议。虽然最近有几种最先进的经验模型[6,8和9],但半机械模型已经被开发用于预测固体颗粒侵蚀(例如Arabnejad等人,[17]),并已成功应用于管道中的砂石侵蚀和磨损。在目前的研究中,该方法被应用于PC注入喷嘴,并与详细的计算流体动力学(CFD)模拟相结合。目的是量化喷嘴材料损失率,由于影响煤颗粒,作为几何,局部速度和煤性质的函数。所采用的方法是利用CFD模拟颗粒的流动及其与PC喷嘴的碰撞速度。然后是由撞击速度、角度、频率和材料特性组成的侵蚀模型,以检验侵蚀速率。从建模中获得的见解将有助于改进喷嘴设计,延长使用寿命,提高成本效益,并提高喷射速度。特别是,低NOx煤燃烧可能严重依赖于提高喷射速度的利用,这是以前的经验模型所不鼓励的。本文报告了塔尔萨大学侵蚀/腐蚀研究中心开发的侵蚀方程和方法的应用,用于预测PC喷射喷嘴的固体颗粒侵蚀,显示了导致该领域侵蚀趋势升高的侵蚀模式和参数的细节。RJM-International熟悉与低氮氧化物操作相关的各种应用的喷嘴。讨论了利用半机械侵蚀方程和模型与CFD模拟相结合的方法相比以往经验方法的优点。本文还报告了应用现有煤蚀模型的缺点,以及将该方法成功应用于PC喷口设计所需的“下一步”,以获得比现有喷口高得多的燃烧效率。
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引用次数: 1
Analysis of a Multigeneration Energy System for Wastewater Treatment 污水处理多代能源系统的分析
Pub Date : 2021-07-20 DOI: 10.1115/power2021-65516
Mustafa Erguvan, David W. MacPhee
The United Nations World Water Development Report claims that more than 6 billion people will suffer from clean water shortage by 2050. This is a result of climate change, demand increase for water, increase of water pollution, increasing population, and reduction of water resources [1]. In order to delay / prevent water scarcity, humans must take action using less water or perhaps recovering wastewater. Aerobic digestion is one of the best common methods to treat wastewater; however, this technology requires heavily on the use of electric motors and is estimated to consume 2–3% of US electricity. In this paper, a multigeneration energy system is developed to treat wastewater using a net-zero energy building model. This system consists of four major sub-systems: an aerobic digester, an anaerobic digester, a Brayton cycle, and a Rankine cycle. Using anaerobic digestion to produce bio-fuels, which can then be used on-site to power aeration systems, may offer significant advantages to reduce electricity usage. This study shows that the required energy for a sample aeration case study process can be supplied by a multigeneration system. Parametric analyses are performed to show how system efficiency may be increased as well as to investigate the required oxygen and power for an activated sludge process in a wastewater treatment plant. It is found here that the proposed CHP system can produce 6 times more energy than the required energy for the aeration in the activated sludge process.
联合国世界水资源发展报告称,到2050年,将有超过60亿人面临清洁水短缺。这是气候变化、用水需求增加、水污染加剧、人口增加和水资源减少的结果。为了延缓/防止水资源短缺,人类必须采取行动,减少用水或回收废水。好氧消化是处理废水的最佳常用方法之一;然而,这项技术需要大量使用电动机,估计要消耗美国电力的2-3%。在本文中,开发了一个多代能源系统,使用净零能耗建筑模型来处理废水。该系统由四个主要子系统组成:好氧消化器、厌氧消化器、布雷顿循环和朗肯循环。利用厌氧消化来生产生物燃料,然后可以在现场为曝气系统提供动力,这可能为减少用电量提供显著的优势。该研究表明,样品曝气案例研究过程所需的能量可以由多代系统提供。进行参数分析以显示如何提高系统效率,并调查废水处理厂活性污泥过程所需的氧气和功率。这里发现,所提出的热电联产系统可以产生比活性污泥过程中曝气所需能量多6倍的能量。
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引用次数: 1
Adjoint Optimization of Heat Transfer Within a Stirling Engine 斯特林发动机内部传热的伴随优化
Pub Date : 2021-07-20 DOI: 10.1115/power2021-65804
A. DiCarlo, R. A. Caldwell
This work aims to determine the optimal heat sink fin shape to promote the efficient rise of hot air away from the heat sink. The heat transfer and convective flow dynamics external to a commercial Stirling engine are investigated. In particular, this study employs an adjoint optimization approach based on CFD simulations to determine the sensitivity of the objective function to the shape of the heat sink and influence on the natural convection heat flow away from the external heat sink. This deterministic optimization approach increases the heat transfer rate of the heat sink by nearly 20% in this study when performing a small number of design iterations.
本工作旨在确定最佳散热器翅片形状,以促进热空气从散热器有效上升。研究了商用斯特林发动机外换热和对流动力学。特别地,本研究采用了基于CFD模拟的伴随优化方法来确定目标函数对散热器形状的敏感性以及对远离外部散热器的自然对流热流的影响。在本研究中,当进行少量的设计迭代时,这种确定性优化方法使散热器的传热率提高了近20%。
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引用次数: 0
A CapsNet-Based Fault Diagnosis Method for a Digital Twin of a Wind Turbine Gearbox 基于capsnet的风电齿轮箱数字孪生故障诊断方法
Pub Date : 2021-07-20 DOI: 10.1115/power2021-66029
Hao Zhao, Weifei Hu, Zhen-yu Liu, Jianrong Tan
Accurate fault diagnosis of complex energy systems, such as wind turbines, is essential to avoid catastrophic accidents and ensure a stable power source. However, accurate fault diagnoses under dynamic operating conditions and various failure mechanisms are major challenges for wind turbines nowadays. Here we present a CapsNet-based deep learning scheme for data-driven fault diagnosis used in a digital twin of a wind turbine gearbox. The CapsNet model can extract the multi-dimensional features and rich spatial information from the gearbox monitoring data by an artificial neural network named the CapsNet. Through the dynamic routing algorithm between capsules, the network structure and parameters of the CapsNet model can be adjusted effectively to realize an accurate and robust classification of the operational conditions of a wind turbine gearbox, including front box stuck (single fault) and high-speed shaft bearing damage & planetary gear damage (coupling faults). Two gearbox datasets are used to verify the performance of the CapsNet model. The experimental results show that the accuracy of this proposed method is up to 98%, which proves the accuracy of CapsNet model in the case study when this model performed three-state classification (health, stuck, and coupled damage). Compared with state-of-the-art fault diagnosis methods reported in the literature, the CapsNet model has a competitive advantage, especially in the ability to diagnose coupling faults, high-speed shaft bearing damage & planetary gear damage in our case study. CapsNet has at least 2.4 percentage points higher than any other measure in our experiment. In addition, the proposed method can automatically extract features from the original monitoring data, and do not rely on expert experience or signal processing related knowledge, which provides a new avenue for constructing an accurate and efficient digital twin of wind turbine gearboxes.
对风力发电机组等复杂能源系统进行准确的故障诊断,是避免灾难性事故发生、保证电力系统稳定运行的重要手段。然而,如何在动态运行条件下准确诊断出各种故障机制是目前风电机组面临的主要挑战。在这里,我们提出了一种基于capsnet的深度学习方案,用于风力发电机齿轮箱的数字孪生数据驱动故障诊断。CapsNet模型通过人工神经网络CapsNet从齿轮箱监测数据中提取出多维特征和丰富的空间信息。通过胶囊间动态路由算法,可以有效调整CapsNet模型的网络结构和参数,实现风电齿轮箱前箱卡死(单故障)、高速轴轴承损坏和行星齿轮损坏(耦合故障)等运行工况的准确鲁棒分类。用两个齿轮箱数据集验证了CapsNet模型的性能。实验结果表明,该方法的准确率高达98%,证明了CapsNet模型在进行健康、粘滞和耦合损伤三状态分类时的准确性。与文献中报道的最先进的故障诊断方法相比,CapsNet模型具有竞争优势,特别是在本案例中对联轴器故障、高速轴轴承损坏和行星齿轮损坏的诊断能力方面。在我们的实验中,CapsNet比其他任何衡量标准至少高出2.4个百分点。此外,该方法可以自动从原始监测数据中提取特征,而不依赖于专家经验或信号处理相关知识,为构建准确高效的风电齿轮箱数字孪生体提供了新的途径。
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引用次数: 4
The Introduction and Analysis of the World’s First High-Temperature Retrofit Project on a Subcritical Coal-Fired Power Unit 世界首个亚临界燃煤机组高温改造工程的介绍与分析
Pub Date : 2021-07-20 DOI: 10.1115/power2021-65650
Weizhong Feng, Li. Li
Global warming concerns have pushed coal-fired power plants to develop innovative solutions which reduce CO2 emissions by increasing efficiency. While new ultra-supercritical units are built with extremely high efficiency, with Pingshan II approaching 50% LHV[1], subcritical units with much lower efficiency are a major source of installed capacity. The typical annual average net efficiency of subcritical units in China is about 37% LHV, and some are lower than 35% LHV. Since the total subcritical capacity in China is about 350GW and accounts for over one third of its total coal-fired power capacity, shutting all subcritical units down is not practical. Finding existing coal-fired plants a cost-effective solution which successfully combines advanced flexibility with high efficiency and low emissions, all while extending service lives, has challenged energy engineers worldwide. However, the (now proven) benefits a high temperature upgrade offers, compared to new construction options, made this an achievement worth pursuing. After many years of substantial incremental improvements to best-in-class technology, this first-of-its-kind subcritical high temperature retrofit successfully proves that a technically and economically feasible solution exists. It increases the main and reheat steam temperatures from 538°C (1000°F) to 600°C (1112°F), and the plant cycle and turbine internal efficiencies are greatly improved. This upgrade’s greatest efficiency gains occur at low loads, which is important as fossil plants respond to renewable energy’s increased grid contributions. These are combined with best-in-class flexibility, energy-savings, and technological advances, i.e., flue gas heat recovery technology and generalized regeneration technologies [4]. This project, the world’s first high-temperature subcritical coal-fired power plant retrofit, was initiated in April 2017 and finished in August 2019. Performance reports created by Siemens and GE record unit net efficiency at rated conditions improved from 38.6% to 43.5% LHV. The boiler’s lowest stable combustion load with operational SCR, without oil-firing support, was reduced from 55% to 19%. Substitution or upgrading of high-temperature components extended the lifetime of the unit by more than 30 years. At a third of the cost of new construction, this project set a high-water-mark for retrofitting subcritical units, and meets or supports the requisite attributes for Coal FIRST, Coal Plant of the Future, proposed by the United States Department of Energy (DOE) in 2019 [2].
对全球变暖的担忧促使燃煤电厂开发创新的解决方案,通过提高效率来减少二氧化碳排放。虽然新建的超超临界机组效率极高,屏山II接近50% LHV[1],但效率低得多的亚临界机组是装机容量的主要来源。中国亚临界机组的典型年平均净效率约为37% LHV,有的低于35% LHV。由于中国的亚临界总装机容量约为350GW,占其燃煤发电总装机容量的三分之一以上,因此关闭所有亚临界机组是不现实的。寻找既能将先进的灵活性与高效率、低排放成功结合,又能延长使用寿命的现有燃煤电厂的经济有效的解决方案,是全球能源工程师面临的挑战。然而,与新结构选择相比,高温升级所带来的好处(现已证明)使这一成就值得追求。经过多年的技术改进,这一亚临界高温改造成功地证明了技术和经济上都是可行的解决方案。它将主蒸汽和再热蒸汽温度从538°C(1000°F)提高到600°C(1112°F),并且大大提高了工厂循环和涡轮机内部效率。这种升级的最大效率收益发生在低负荷下,这一点很重要,因为化石电厂对可再生能源增加的电网贡献做出了反应。这些与一流的灵活性、节能性和技术进步相结合,即烟气热回收技术和广义再生技术[4]。该项目是世界上第一个高温亚临界燃煤电厂改造项目,于2017年4月启动,2019年8月完工。西门子和通用电气的性能报告显示,在额定条件下,机组的净效率从38.6%提高到43.5%。在没有燃油支持的情况下,锅炉的最低稳定燃烧负荷从55%降至19%。高温部件的替换或升级使机组的寿命延长了30年以上。该项目以新建设成本的三分之一,为亚临界机组的改造设定了高标准,满足或支持美国能源部(DOE)在2019年提出的“未来燃煤电厂”(Coal FIRST)的必要属性[2]。
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引用次数: 0
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ASME 2021 Power Conference
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