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Generalized Reynolds Analogy: An Engineering Prospective of Thermo-Fluid Physics for Heat Exchanger Design 广义雷诺类比:热流物理在换热器设计中的工程前景
Pub Date : 2021-08-18 DOI: 10.1115/power2021-65820
A. Som
In practical interest of Reynolds analogy for power and process industries, in a unified system approach an engineering prospective of thermo-fluid physics has been proposed by developing a theory of basic heat exchanger design and analysis. Needless to mention of excellent books on heat exchangers, this paper focuses on the novelty of heat exchanger, which in author’s view depends upon the possibility of energy exchange between two fluid streams at different temperatures. Since operation cannot be random, the principal act of design is to engineer a product such that it operates in specified manner to perform its desired function of de-energizing one stream by virtue of energizing the other. With law of the integral as the guiding principle of physics, it shall be made clear that energy exchange in the form of heat must be accompanied by energy transfer such that heat exchanger must operate due to simultaneous process of cooling and heating of the fluid streams with an intervening medium. To unlock the secret of steady operation a fundamental postulate concerning thermodynamic behavior of the system has been made by invoking zeroth law of thermodynamics. Remarkably, it lends itself a necessary and sufficient condition concerning proportionality between heat-flux and required temperature difference to yield fluids unique thermal response in relation to the heat transfer surface temperature. Consequently, far-reaching physical implications of the constant of proportionality on system design can be clearly exposed of with due consideration to Eulerian descriptions of conservation principles according to Newton’s mechanical theory. Consistently enough, because of thermal non-equilibrium, effectiveness of system design and off design performance warrants a fundamental theorem like one suggested by Reynolds concerning augmentation of thermal diffusion due to fluid motion. Accordingly, flow rates become critical operating parameters for thermal performance and pressure drop requirements. Furthermore, and most importantly, in support of the theorem an order magnitude analysis appears to be in order, to show the dependence of flow resistance and hence, system thermal response on fluid flow behavior in terms of non-dimensional parameters. As a result, it is made clear that development of design correlations for friction factor and non-dimensional heat transfer coefficient in terms of both Reynolds number and Prandtl number is an integral part of heat exchanger design process by gathering experimental data. Finally, generalized mathematical statement of Reynolds analogy has been obtained relating Stanton number with friction factor, which reduces to our familiar expression for Prandtl number of unity.
基于雷诺类比对电力和过程工业的实际兴趣,在统一系统方法中,通过发展基本热交换器设计和分析理论,提出了热流体物理的工程前景。不必提及关于换热器的优秀书籍,本文关注的是换热器的新颖性,在作者看来,这取决于两种流体在不同温度下能量交换的可能性。由于操作不可能是随机的,设计的主要行为是设计一种产品,使其以特定的方式运行,以实现其期望的功能,即通过激活另一种流来使一种流断电。以积分定律作为物理学的指导原则,必须明确以热的形式进行的能量交换必须伴随着能量的传递,这样换热器的工作必须是由于有中间介质的流体流的冷却和加热同时进行的。为了解开系统稳定运行的秘密,利用热力学第零定律提出了一个关于系统热力学行为的基本假设。值得注意的是,它提供了关于热通量与所需温差之间的比例性的充分必要条件,以产生与传热表面温度相关的流体独特的热响应。因此,比例常数对系统设计的深远物理影响可以通过牛顿力学理论对欧拉守恒原理的描述来清楚地揭示出来。足够一致的是,由于热非平衡,系统设计的有效性和非设计性能保证了一个基本定理,如雷诺兹提出的关于流体运动增加热扩散的定理。因此,流量成为热性能和压降要求的关键操作参数。此外,最重要的是,为了支持该定理,一个数量级分析似乎是有序的,以显示流动阻力的依赖,因此,系统热响应在无量纲参数方面的流体流动行为。因此,通过收集实验数据,明确了在雷诺数和普朗特数方面开发摩擦系数和无量纲传热系数的设计相关性是换热器设计过程中不可或缺的一部分。最后,得到了斯坦顿数与摩擦因数之间的Reynolds类比的广义数学表述,并将其简化为我们熟悉的普朗特单位数的表达式。
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引用次数: 0
An Inverse Method for Parameter Retrieval in Solar Thermal Collector With a Single Glass Cover 单玻璃罩太阳能集热器参数反演方法
Pub Date : 2021-08-18 DOI: 10.1115/power2021-65601
R. Das
The present article highlights the implementation of differential evolution (DE)-assisted metaheuristic optimizer to provide the solution of an inverse multi-variable problem related to a flat absorber solar collector consisting of a single glass. For satisfying a given heating requirement from the solar collector, the necessary tilt angle and the thickness of the glass cover are simultaneously predicted using the proposed DE methodology. The existing study of inverse multi-variable optimization analysis has been done for dynamic values of solar energy radiation and different ambient conditions commonly encountered in various geographical locations of India. Formulation of the current research involves the minimization of a newly proposed cost function involving the required and the acquired heat transfer rates from the solar collector in Euclidean space. The solution approach then utilizes a dynamic exchange between evolutionary metaheuristic DE and a well-validated forward solver containing analytical expressions of heat energy balance within the solar collector. Variations of cost function and the estimated design variables are mainly studied to visualize the algorithm’s behavior for a single gazing-based solar thermal device. Multiple possible groupings of the unknown parameters of the solar collector are revealed, which always collectively result in a desired heating requirement from the solar collector. Sensitivity indices related to the design variables are evaluated for ascertaining the relative importance of parameter selection. Encouraging opportunity is found towards the system’s size reduction through sparing selection of inclination angle. The current study provides a convenient and cost-effective tool to select the necessary inclination and glass covers to obtain low to medium heating requirements from the available incident solar energy.
本文重点介绍了微分进化(DE)辅助的元启发式优化器的实现,以提供与由单个玻璃组成的平板吸收太阳能集热器相关的逆多变量问题的解决方案。为了满足给定的太阳能集热器的加热要求,使用所提出的DE方法同时预测了必要的倾斜角和玻璃盖的厚度。已有研究针对印度不同地理位置常见的太阳能量辐射动态值和不同环境条件进行了逆多变量优化分析。当前研究的公式涉及最小化新提出的成本函数,该函数涉及欧几里得空间中太阳能集热器所需和获得的传热率。然后,求解方法利用进化元启发式DE和包含太阳能集热器内热能平衡解析表达式的经过充分验证的前向求解器之间的动态交换。主要研究了成本函数的变化和估计的设计变量,以使基于单注视的太阳能热装置的算法行为可视化。揭示了太阳能集热器未知参数的多个可能分组,这些参数总是共同导致太阳能集热器的期望加热要求。对与设计变量相关的敏感性指标进行了评估,以确定参数选择的相对重要性。通过合理选择倾斜角度,为减小系统尺寸找到了有利的机会。目前的研究提供了一种方便和经济的工具来选择必要的倾斜和玻璃盖,以从可用的入射太阳能中获得低到中等的加热要求。
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引用次数: 1
Gas Turbine Evaporative Cooling, A Novel Method for Combined Cycle Plant Part Load Optimization 燃气轮机蒸发冷却——联合循环电厂部分负荷优化的新方法
Pub Date : 2021-08-18 DOI: 10.1115/power2021-65289
Jose Carmona
In power plant engineering, gas turbine (GT) evaporative cooling is traditionally thought as one of the few power augmentation alternatives for existing plants. For most combined cycle plants operating at part load, the GT Inlet Guide Vanes (IGV) will throttle the air flow to the combustor to maintain the turbine exhaust temperature (TET) as high as possible, thus maximizing the overall combined cycle efficiency. The IGV air throttling results in a reduction of the turbine inlet air temperature (TIT) due to a reduction on the mass of fuel burned in the combustors as the available combustion air decreases due to IGV throttling to maintain an optimum air to fuel ratio, resulting on a lower TET compared with the same GT at base load. The compounded result of these effects limits the maximum steam production capacity on the heat recovery steam generator, particularly for the high-pressure section, hampering the efficiency of the steam turbine. The methodology developed in the subject study aims at counteracting the afore-mentioned effects by optimizing the evaporative cooler air/water ratio which results in the lower possible heat rate for full load and part load operation. By dynamically controlling the air/water ratio, a preheating effect can be achieved in the compressor inlet air, which results on higher exhaust gas temperature, thus augmenting the high-pressure steam production on the heat recovery steam generator and accordingly the steam turbine efficiency. For a newly built 907 MWe Combined Cycle Gas Turbine (CCGT) plant, application of the evaporative cooling part load optimization methodology presented in this study could lead to a potential reduction of up to 158kJ/kWh on heat rate and 9.318 g/kWh of CO2 emissions if compared with the same plant without dynamic control of the evaporative cooler air/water ratio.
在电厂工程中,燃气轮机(GT)蒸发冷却传统上被认为是现有电厂为数不多的增能方案之一。对于大多数在部分负荷下运行的联合循环装置,GT进口导叶(IGV)将限制进入燃烧室的空气流量,以保持涡轮排气温度(TET)尽可能高,从而最大限度地提高整体联合循环效率。IGV空气节流导致涡轮入口空气温度(TIT)的降低,这是由于减少了燃烧室中燃烧的燃料质量,因为IGV节流使可用的燃烧空气减少,以保持最佳的空气与燃料比,从而导致与基本负载下相同的GT相比,TET更低。这些影响的综合结果限制了余热蒸汽发生器的最大产汽能力,特别是高压段的最大产汽能力,阻碍了汽轮机的效率。本课题研究中开发的方法旨在通过优化蒸发冷却器的空气/水比来抵消上述影响,从而在满载和部分负荷运行时降低可能的热率。通过动态控制空气/水比,可以在压缩机进气中达到预热效果,从而提高排气温度,从而增加热回收蒸汽发生器的高压蒸汽产量,从而提高汽轮机效率。对于新建的907 MWe联合循环燃气轮机(CCGT)工厂,如果与没有动态控制蒸发冷却器空气/水比的同一工厂相比,应用本研究中提出的蒸发冷却部分负荷优化方法可以减少高达158kJ/kWh的热率和9.318 g/kWh的二氧化碳排放量。
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引用次数: 0
Effect of Fin Orientation on PCM Melting in a Spherical Enclosure for Latent Heat Storage 翅片取向对潜热储层球形外壳中PCM熔化的影响
Pub Date : 2021-08-18 DOI: 10.1115/power2021-65622
A.K. Sharma, R. Kothari, Anuj Kumar, S. Sahu
The present work is focused on numerical investigation of melting of Phase change material (PCM) filled in a spherical capsule integrated with a metallic fin. n-octadecane having melting temperature of 28° C is selected as PCM and aluminum is considered as fin material. The effect of fin orientation on PCM melting in a spherical enclosure is analyzed considering constrained melting conditions. The orientation angle of the fin is varied from 0–30° in both clockwise and anticlockwise directions. The computational model is considered as two dimensional axisymmetric with laminar flow condition. To ascertain the validity of our numerical methodology present computational model is validated with the test results available in the literature and are found to be in good agreement. The numerical result reveals that employing fin at the center of the capsule (θ = 0°) decreases the melting time and increases the heat transfer performance of the system.
本文以28℃熔融温度的正十八烷作为相变材料,铝作为相变材料作为翅片材料,对相变材料填充在金属翅片集成的球形胶囊内的熔化过程进行了数值研究。考虑有约束的熔化条件,分析了翅片取向对PCM在球形壳体内熔化的影响。鳍的定向角在顺时针和逆时针方向上从0-30°变化。计算模型考虑为二维轴对称的层流条件。为了确定我们的数值方法的有效性,目前的计算模型与文献中可用的测试结果进行了验证,并发现它们非常一致。数值计算结果表明,在胶囊中心(θ = 0°)处设置翅片可以缩短系统的熔化时间,提高系统的传热性能。
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引用次数: 1
A Plan for Biomass Power Generation With Negative Carbon Emissions 负碳排放生物质发电方案
Pub Date : 2021-08-18 DOI: 10.1115/power2021-65822
M. Parker
Worldwide energy consumption is accelerating at an unprecedented rate while humanity comes to understand the effects of climate change. Renewable resources such as wind and solar supply more energy every year, but the overwhelming majority of energy consumed is still from fossil fuels. The transition to zero carbon emission sources is important, but carbon negative energy could also become necessary in ensuring a sustainable global environment and economy. The most technically and commercially viable carbon negative solution is biomass-fueled power generation with carbon capture and sequestration. A conceptual design based on a biomass-fired circulating fluidized-bed boiler and developed using the Thermoflex software package (Thermoflow, Inc.) is presented that can be evaluated and pursued by the research, engineering, and business communities. Recommendations are proposed for siting and fuel supply in the Southeastern U.S., with an evaluation of some of the impacts from wood harvesting, processing, and transportation to the lifecycle carbon emissions. An economic analysis of this carbon negative concept indicates that certain policy proposals in the U.S. could make biomass power generation with carbon capture and sequestration an economically feasible resource. Results show that an owner and/or the public could realize a net benefit of up to $332/MWh above and beyond marginal energy or capacity values under aggressive carbon pricing.
全球能源消耗正以前所未有的速度加速,而人类也开始了解气候变化的影响。风能和太阳能等可再生资源每年提供更多的能源,但绝大多数能源消耗仍然来自化石燃料。向零碳排放源过渡很重要,但碳负能源也可能成为确保可持续的全球环境和经济的必要条件。技术上和商业上最可行的碳负解决方案是具有碳捕获和封存的生物质燃料发电。本文介绍了一种基于生物质燃烧循环流化床锅炉的概念设计,该设计使用Thermoflex软件包(Thermoflow, Inc.)开发,可以由研究、工程和商业团体进行评估和追求。对美国东南部的选址和燃料供应提出了建议,并评估了木材采伐、加工和运输对生命周期碳排放的一些影响。对这一负碳概念的经济分析表明,美国的某些政策建议可以使具有碳捕获和封存的生物质发电成为经济上可行的资源。结果表明,在积极的碳定价下,业主和/或公众可以实现高达332美元/兆瓦时的净收益,超过边际能源或容量价值。
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引用次数: 0
A Digital Twin Environment Designed for the Implementation of Real Time Monitoring Tool 为实现实时监控工具而设计的数字孪生环境
Pub Date : 2021-08-18 DOI: 10.1115/power2021-65384
Paolo Pezzini, Harry Bonilla, Grant Johnson, Zachary T. Reinhart, K. Bryden
Real time models and digital twin environments represent a new frontier that allow the development of supplemental data analytics of measurable and unmeasurable parameters for a variety of power plant configurations. Performance prediction, monitoring of degradation effects, and a faster recognition of anomalous events during power plant load following operations and/or due to cyber-attacks can be easily detected with the support of digital twin environments. In the research work described in this article, a digital twin environment was developed to capture the dynamics of a micro compressor-turbine system modified for hybrid configuration at the Department of Energy’s National Energy Technology Laboratory (NETL). The innovative approach for the development of the digital twin environment was based on creating a compressor-turbine physics-based model using a stateless methodology generally utilized for microservices architectures. The advantage of using this approach was represented by modeling individual or a group of power plant components on distributed computational resources such as clouds in a lightweight and interchangeable manner. Supplemental data analytics were performed using an online system identification tool developed in previous work and applied to an unmeasurable parameter only available in the digital twin system. This work demonstrated the ability to train a recursive algorithm to predict a supplemental parameter for faster anomaly detection or for replacing the physics-based model during design or monitoring of operational systems. The thermodynamic compressor-turbine net power was the unmeasurable parameter only available in the digital twin model, which was predicted with the online system identification tool. Results showed that the online system identification algorithm predicted the dynamic response of the thermodynamic net power based on a set of experimental data points at nominal operating conditions with an absolute mean percentage error of ∼0.644%.
实时模型和数字孪生环境代表了一个新的前沿,允许为各种电厂配置开发可测量和不可测量参数的补充数据分析。在数字孪生环境的支持下,可以很容易地检测到性能预测、退化效应监测以及对电厂运行后负载和/或网络攻击期间异常事件的更快识别。在本文中描述的研究工作中,在能源部国家能源技术实验室(NETL)开发了一个数字孪生环境,用于捕获为混合配置修改的微型压缩机-涡轮系统的动态。开发数字孪生环境的创新方法是基于使用通常用于微服务架构的无状态方法创建一个基于压缩机-涡轮机物理的模型。使用这种方法的优势体现在以轻量级和可互换的方式在分布式计算资源(如云)上对单个或一组发电厂组件进行建模。补充数据分析使用在以前的工作中开发的在线系统识别工具进行,并应用于仅在数字孪生系统中可用的不可测量参数。这项工作证明了训练递归算法预测补充参数的能力,以便更快地检测异常,或者在设计或监控操作系统期间取代基于物理的模型。热力压缩机-汽轮机净功率是数字孪生模型中不可测量的参数,只能通过在线系统识别工具进行预测。结果表明,在线系统识别算法基于一组实验数据点在标称运行条件下预测热力净功率的动态响应,绝对平均百分比误差为~ 0.644%。
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引用次数: 0
The Palo Verde Water Cycle Model (PVWCM) – Development of an Integrated Multi-Physics and Economics Model for Effective Water Management 帕洛阿尔维德水循环模型(PVWCM) -开发一个综合的多物理和经济模型,用于有效的水管理
Pub Date : 2021-08-18 DOI: 10.1115/power2021-65768
B. Middleton, P. Brady, Jeffrey A. Brown, Serafina T. Lawles
Water management has become critical for thermoelectric power generation in the US. Increasing demand for scarce water resources for domestic, agricultural, and industrial use affects water availability for power plants. In particular, the population in the Southwestern part of the US is growing and water resources are over-stressed. The engineering and management teams at the Palo Verde Generating Station (PV) in the Sonoran Desert have long understood this problem and began a partnership with Sandia National Laboratories in 2017 to develop a long-term water strategy for PV. As part of this program, Sandia and Palo Verde staff have developed a comprehensive software tool that models all aspects of the PV (plant cooling) water cycle. The software tool — the Palo Verde Water Cycle Model (PVWCM) — tracks water operations from influent to the plant through evaporation in one of the nine cooling towers or one of the eight evaporation ponds. The PVWCM has been developed using a process called System Dynamics. The PVWCM is developed to allow scenario comparison for various plant operating strategies.
在美国,水资源管理已成为热电发电的关键。家庭、农业和工业用水对稀缺水资源的需求不断增加,影响了发电厂的用水供应。特别是,美国西南部的人口正在增长,水资源压力过大。索诺兰沙漠帕洛阿尔维德发电站(PV)的工程和管理团队长期以来一直了解这个问题,并于2017年开始与桑迪亚国家实验室合作,制定PV的长期水战略。作为该项目的一部分,桑迪亚和帕洛阿尔维德的工作人员开发了一个全面的软件工具,可以模拟PV(电站冷却)水循环的各个方面。这个软件工具——帕洛阿尔维德水循环模型(PVWCM)——跟踪了水从流入到工厂的过程,通过在9个冷却塔中的一个或8个蒸发池中的一个蒸发。PVWCM是使用称为系统动力学的过程开发的。开发PVWCM是为了允许对各种工厂操作策略进行场景比较。
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引用次数: 0
Evaluation of Gas Turbine Combustors Running on Renewable Fuels Produced From Carbon Dioxide Aimed for Greenhouse Emission Reduction 以减少温室气体排放为目标,以二氧化碳生产的可再生燃料为燃料的燃气轮机燃烧器的评估
Pub Date : 2021-08-18 DOI: 10.1115/power2021-60860
B. Chudnovsky, I. Chatskiy, A. Lazebnikov
Over the past decades there has been a dramatic increase in natural gas burning as the benign fossil fuel, offering far lower emissions than oil or coal. Its place had been established in a clean, or at least, cleaner energy future. Today, the national and international energy policy has been shifted to carbon neutrality — achieving net zero carbon emissions — and as result has moved natural gas from the “benign” to the “menace” category At present, there are chiefly two alternatives for fuel carbon neutrality under discussion: power-to-gas (PtG) producing methane (or synthetic natural gas, SNG, hydrogen etc.) and power-to-liquid, which stores electric power in the form of methanol. In opposite to other synthetic or fossil fuels, like synthetic methane, NG or hydrogen, methanol burning leads to significant reductions in emissions of nitrogen oxides without any substantial firing system design change. Burning of synthetic methane or hydrogen requires significant effort for NOx reduction. Hydrogen as a fuel offers many advantages in power production. It is a carbon-free fuel that can decarbonize power and heat generation, and transportation, to help meet long-term CO2 emission-reduction targets. However, things are different for NOx emissions are a different matter. The more hydrogen is added to a NG, the higher the NOx is anticipated. Dry Low NOx (DLN) combustor has traditionally mixed NG with sufficient air upstream the combustor, so burning can take place in a lean atmosphere to maintain a relatively cool flame and thus keep NOx down. That approach does not work so well when more hydrogen enters the picture due to auto ignition occurring in the premix zone. Some companies already have diffusion-type combustor technology where fuel and air are supplied separately. Combustion of hydrogen, specifically in diffusion mode, implies combustion with a hotter flame, leading to higher combustion temperatures and the formation of local hot spots. These, in turn, can cause NOx to increase. The generalized solution is to cool the flame using diluents, such as demineralized water, steam or nitrogen. However, reducing NOx, by dilution reduces efficiency compared to a DLN combustor. Another option of providing wide load range of GT operation, while maintaining low NOx emissions is fuel dilution with flue gas being recirculated from the exhaust (FGR - Flue gas recirculation). The present paper discusses the effect of burning renewable fuels produced from carbon dioxide and hydrogen which are being diluted with a flow of FGR on GT performance and emissions reduction in diffusion combustors. For the prediction of the combustion behavior a methodology that combines experimental work and computational simulations was used. Given the fact that due to the increase in renewable energy introduction into the grid, addition of renewable fuel-based energy produced from carbon dioxide becomes very significant. Hence, the development of enhanced firing systems burning synt
在过去的几十年里,作为良性化石燃料的天然气燃烧急剧增加,其排放量远低于石油或煤炭。它的地位已经确立在一个清洁的,或者至少是更清洁的能源未来。今天,国家和国际能源政策已经转向碳中和-实现净零碳排放-因此将天然气从“良性”转移到“威胁”类别。目前,正在讨论的燃料碳中和主要有两种替代方案:发电制气(PtG)产生甲烷(或合成天然气,SNG,氢气等)和发电制液,以甲醇的形式储存电力。与其他合成燃料或化石燃料(如合成甲烷、天然气或氢气)相反,甲醇燃烧可以显著减少氮氧化物的排放,而无需对燃烧系统进行任何实质性的设计更改。燃烧合成甲烷或氢气需要付出很大的努力来减少氮氧化物。氢作为燃料在发电方面有许多优点。它是一种无碳燃料,可以使发电、供热和运输脱碳,有助于实现长期的二氧化碳减排目标。然而,情况有所不同,因为氮氧化物排放是另一回事。天然气中加入的氢气越多,预计NOx的含量就越高。干式低氮氧化物(DLN)燃烧器传统上将天然气与燃烧器上游的充足空气混合,因此燃烧可以在稀薄的大气中进行,以保持相对凉爽的火焰,从而降低氮氧化物。由于预混区发生了自动点火,当更多的氢进入画面时,这种方法就不那么有效了。一些公司已经拥有扩散式燃烧器技术,燃料和空气分别供应。氢的燃烧,特别是在扩散模式下,意味着用更热的火焰燃烧,从而导致更高的燃烧温度和局部热点的形成。这些,反过来,会导致氮氧化物增加。一般的解决办法是用稀释剂冷却火焰,如脱盐水、蒸汽或氮气。然而,与DLN燃烧器相比,通过稀释来减少NOx会降低效率。在保持低氮氧化物排放的同时,提供大负荷范围燃气轮机运行的另一个选择是燃料稀释,烟气从排气中再循环(FGR -烟气再循环)。本文讨论了燃烧由二氧化碳和氢气产生的可再生燃料对扩散燃烧室的GT性能和减排的影响,这些燃料被FGR流稀释。采用了实验与计算模拟相结合的方法对燃烧特性进行了预测。考虑到由于可再生能源引入电网的增加,由二氧化碳产生的可再生燃料为基础的能源的增加变得非常重要。因此,开发燃烧低排放合成清洁燃料的增强型燃烧系统具有挑战性,应予以推广。使用可再生燃料作为能源供应将减少二氧化碳的不利影响,并使实现《京都议定书》和《巴黎议定书》中确立的目标成为可能。
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引用次数: 0
Steam Inlet Expansion Joint Design & Case Study: Surface Condenser Application 蒸汽进口膨胀接头的设计与实例分析:表面冷凝器的应用
Pub Date : 2021-08-18 DOI: 10.1115/power2021-64836
K. Squires
This paper is comprised of three sections and outlines the outcome achieved from instituting an effective preventative maintenance program; specifically, highlighting a steam surface condenser application that was originally equipped with a stainless-steel metal bellows type expansion joint system. In the first section of the paper, a general overview of steam inlet type expansion joint systems will be presented to provide an understanding of the specific application, typical design parameters and conditions, system components, varying expansion joint designs, configurations, and installation methodologies. The second section will outline types of inspections that typically support preventative maintenance programs within the power generation industry. Lastly, the case study will examine the account of an actual project and the practice of implementing a preventative maintenance program; outlining inspection types, how those measures supported a root cause analysis, and ultimately developing a unique solution to address the issues identified during subsequent inspections and analyses. The case study focuses on developing a retrofitted rubber ‘dog bone’ expansion joint system to replace the failed metal bellows expansion joint. Various points within the overall project life cycle will be reviewed; from the point of initial inspection that identified the root cause and defined loss in performance, evaluation and engineering to support the replacement design, onsite execution and installation methodology, and post-maintenance testing and operation.
本文由三个部分组成,概述了建立有效的预防性维护计划所取得的成果;具体来说,突出了蒸汽表面冷凝器的应用,最初配备了不锈钢金属波纹管型膨胀接头系统。在论文的第一部分中,将介绍蒸汽进口型膨胀节系统的总体概述,以提供对具体应用,典型设计参数和条件,系统组件,不同的膨胀节设计,配置和安装方法的理解。第二部分将概述通常支持发电行业预防性维护计划的检查类型。最后,案例研究将检查一个实际项目的说明和实施预防性维护计划的做法;概述检查类型,这些措施如何支持根本原因分析,并最终开发一个独特的解决方案,以解决在后续检查和分析中发现的问题。案例研究的重点是开发一种改进型橡胶“狗骨”伸缩节系统,以取代失效的金属波纹管伸缩节。将审查整个项目生命周期内的各个点;从确定根本原因和确定性能损失的初始检查,评估和工程来支持更换设计,现场执行和安装方法,以及维护后的测试和操作。
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引用次数: 0
Classification of Microchannel Flame Regimes Based on Convolutional Neural Networks 基于卷积神经网络的微通道火焰状态分类
Pub Date : 2021-08-18 DOI: 10.1115/power2021-64437
Seyed Navid Isfahani Roohani, Vinicius M. Sauer, I. Schoegl
Micro-combustion has shown significant potential to study and characterize the combustion behavior of hydrocarbon fuels. Among several experimental approaches based on this method, the most prominent one employs an externally heated micro-channel. Three distinct combustion regimes are reported for this device namely, weak flames, flames with repetitive extinction and ignition (FREI), and normal flames, which are formed at low, moderate, and high flow rate ranges, respectively. Within each flame regime, noticeable differences exist in both shape and luminosity where transition points can be used to obtain insights into fuel characteristics. In this study, flame images are obtained using a monochrome camera equipped with a 430 nm bandpass filter to capture the chemiluminescence signal emitted by the flame. Sequences of conventional flame photographs are taken during the experiment, which are computationally merged to generate high dynamic range (HDR) images. In a highly diluted fuel/oxidizer mixture, it is observed that FREI disappear and are replaced by a gradual and direct transition between weak and normal flames which makes it hard to identify different combustion regimes. To resolve the issue, a convolutional neural network (CNN) is introduced to classify the flame regime. The accuracy of the model is calculated to be 99.34, 99.66, and 99.83% for “training”, “validation”, and “testing” data-sets, respectively. This level of accuracy is achieved by conducting a grid search to acquire optimized parameters for CNN. Furthermore, a data augmentation technique based on different experimental scenarios is used to generate flame images to increase the size of the data-set.
微燃烧在研究和表征烃类燃料的燃烧行为方面显示出巨大的潜力。在基于该方法的几种实验方法中,最突出的是采用外加热微通道。据报道,该装置有三种不同的燃烧状态,即弱火焰、重复熄灭和点火(FREI)火焰和正常火焰,它们分别在低、中、高流速范围内形成。在每种火焰状态下,形状和亮度都存在明显的差异,其中过渡点可以用来了解燃料特性。在本研究中,使用配备430 nm带通滤波器的单色相机捕捉火焰发出的化学发光信号,获得火焰图像。在实验过程中,对常规火焰图像序列进行计算合并,生成高动态范围(HDR)图像。在高度稀释的燃料/氧化剂混合物中,可以观察到FREI消失,取而代之的是弱火焰和正常火焰之间逐渐和直接的过渡,这使得很难识别不同的燃烧状态。为了解决这一问题,引入卷积神经网络(CNN)对火焰状态进行分类。对于“训练”、“验证”和“测试”数据集,模型的准确率分别为99.34、99.66和99.83%。这种精度是通过进行网格搜索来获得CNN的优化参数来实现的。此外,采用基于不同实验场景的数据增强技术生成火焰图像,以增加数据集的大小。
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ASME 2021 Power Conference
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