Thermal Engineering最新文献

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Ion Exchange or Reverse Osmosis: Preferences for Water Treatment 离子交换或反渗透:水处理的选择
IF 1.3
Thermal Engineering Pub Date : 2026-07-20 DOI: 10.1134/S0040601526700138
S. L. Gromov
{"title":"Ion Exchange or Reverse Osmosis: Preferences for Water Treatment","authors":"S. L. Gromov","doi":"10.1134/S0040601526700138","DOIUrl":"10.1134/S0040601526700138","url":null,"abstract":"<p>Approaches used to compare the possibilities and economic efficiency of ion exchange and reverse osmosis separation technologies in obtaining demineralized water are considered. The article shows the way in which the economic equilibrium point position on the feed water total dissolved solids (TDS) scale may change depending on the choice of technical solutions in implementing ion exchange and reverse osmosis, on the ratio between the tariffs for electricity and costs of chemicals used for regenerating ion exchange resins, on the technology for water pretreatment before the main demineralization stage, on the water treatment plant capacity, and also on other factors influencing the operating costs (OPEX). It is demonstrated that under the conditions in Russia, namely, at a relatively low cost of electricity and rather costly chemicals, the most economically efficient and technologically sustainable water treatment plant layout used to obtain demineralized water with the residual electrical conductivity equal to 0.1 µS/cm from surface sources in a very wide TDS range is a combination of one pass RO with separate Н‒ОН ion exchange implemented according to the UPCORE countercurrent regeneration process. The spectrum of technical solutions that shall mandatorily be compared at the stage of water treatment plant design feasibility study has been determined, and it is emphasized that the choice of the optimal process of water demineralization can only be made provided that all factors and conditions of implementing a particular project are subjected to a competent and comprehensive analysis. The data presented testify that attempts of water demineralization based on the sole membrane separation methods (so called Integrated Membrane Technologies—IMT) may result in degraded economic efficiency of water treatment plants.</p>","PeriodicalId":799,"journal":{"name":"Thermal Engineering","volume":"73 6","pages":"492 - 500"},"PeriodicalIF":1.3,"publicationDate":"2026-07-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148519454","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A Mathematical Model of the Tire Pyrolysis Process in Shaft Reactors 轴式反应器轮胎热解过程的数学模型
IF 1.3
Thermal Engineering Pub Date : 2026-07-20 DOI: 10.1134/S0040601526700126
L. B. Director, V. A. Lavrenov, A. L. Shevchenko
{"title":"A Mathematical Model of the Tire Pyrolysis Process in Shaft Reactors","authors":"L. B. Director,&nbsp;V. A. Lavrenov,&nbsp;A. L. Shevchenko","doi":"10.1134/S0040601526700126","DOIUrl":"10.1134/S0040601526700126","url":null,"abstract":"<p>The article presents a mathematical model of a vertical cylindrical reactor heated by flue gases for pyrolysis of spent tire chips. The tire chips layer was modeled by spheres of the same diameter with simple cubic packing; the model took into account the dependence of layer porosity and permeability on the section height coordinate and raw material conversion degree. For describing the kinetics characterizing the thermal decomposition process of rubbers included in the tire composition, we used a model with one global kinetic step and the reaction products generation selectivity condition, which depends only on temperature. The system of 2D unsteady differential equations of heat and mass transfer and kinetics was solved numerically based on the Thomas algorithm for tridiagonal matrices. The article presents the results of mathematical model verification against the data of thermogravimetric analysis and experiments on laboratory facilities, which confirm the model adequacy. The article also presents the results of calculating the pyrolysis process characteristics (the mass of raw material processed and the yield of main products – pyrolysis gas, liquid fraction, and carbon residue) and comparative efficiency of the reactors of two types: a fixed bed reactor (FBR) and a move bed reactor (MBR), the bed is which is moved by periodically unloading a part of carbon residue in the reactor lower part and synchronously charging tire chips into the reactor upper part. The reactor autothermal operation conditions have been determined. The energy flows have been analyzed, and the parameters of reactor optimal operation conditions have been determined.</p>","PeriodicalId":799,"journal":{"name":"Thermal Engineering","volume":"73 6","pages":"457 - 468"},"PeriodicalIF":1.3,"publicationDate":"2026-07-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148519457","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Numerical Investigation of Burning Furnace of Sulfur-Containing Exhaust Gas 含硫废气燃烧炉的数值研究
IF 1.3
Thermal Engineering Pub Date : 2026-07-20 DOI: 10.1134/S0040601524601128
Liang Zhang, Penghui Xie, Jiyu Zheng, Changquan Hu, Xiaobo Feng, Lu Yu, Hui Liu
{"title":"Numerical Investigation of Burning Furnace of Sulfur-Containing Exhaust Gas","authors":"Liang Zhang,&nbsp;Penghui Xie,&nbsp;Jiyu Zheng,&nbsp;Changquan Hu,&nbsp;Xiaobo Feng,&nbsp;Lu Yu,&nbsp;Hui Liu","doi":"10.1134/S0040601524601128","DOIUrl":"10.1134/S0040601524601128","url":null,"abstract":"<p>Triethylene glycol (TEG) dehydration is a commonly used method for natural gas dehydration. However, the sulfur-containing exhaust gases generated during dehydration are challenging to eliminate. Therefore, developing an effective method for removing sulfur-containing tail gas is essential. This paper analyzes the characteristics of various waste gas desulfurization technologies, proposes a combined approach of alkaline absorption followed by combustion for tail gas treatment, and proposes a new type of burner structure that enhances both the gas intake method and the structure of the burning furnace. By numerical methods, the internal flow field and combustion characteristics of the combustor are investigated, the Realizable <i>k</i>–ω turbulence model and eddy-breakup combustion model are employed in the computational model to predict species composition, flow field, and temperature. The simulation results show that this scheme can better remove the sulfur-containing components in the exhaust gas. The <span>({text{H}_{2}}text{S})</span> concentration is reduced from 0.2630 to 0.0009% after the treatment, which is sufficiently decomposed. Additionally, this paper compares the computational model with other structures and predicts gas residence time in the combustion furnace, illustrating the model’s advantages in removing sulfurous exhaust gases and enhancing combustion effectiveness. This paper proposes a novel method for treating sulphurous exhaust gases, including adding a cyclone structure at the furnace gas inlet, which improves the degree of mixing and combustion temperature. This integration not only extends the equipment’s service life but also reduces its overall size.</p>","PeriodicalId":799,"journal":{"name":"Thermal Engineering","volume":"73 6","pages":"419 - 432"},"PeriodicalIF":1.3,"publicationDate":"2026-07-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148519451","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Combustion of Brown Coal, Anthracite, and Their Mixtures in High-Pressure Steam–Oxygen Mixture 褐煤、无烟煤及其混合物在高压蒸汽-氧气混合物中的燃烧
IF 1.3
Thermal Engineering Pub Date : 2026-07-20 DOI: 10.1134/S0040601525601585
S. A. Alekhin, O. N. Fedyaeva
{"title":"Combustion of Brown Coal, Anthracite, and Their Mixtures in High-Pressure Steam–Oxygen Mixture","authors":"S. A. Alekhin,&nbsp;O. N. Fedyaeva","doi":"10.1134/S0040601525601585","DOIUrl":"10.1134/S0040601525601585","url":null,"abstract":"<p>The article presents the results of a study of combusting brown coal (BC), anthracite (A), and their mixtures taken in the ratios (BC : A) equal to 7 : 3, 1 : 1, and 3 : 7 in terms of organic mass in water–oxygen fluid at the pressure <i>р</i> ≤ 25 MPa, which was carried out for the first time. The experiments were carried out with coals heated in the Н<sub>2</sub>О/О<sub>2</sub> fluid medium at a rate of 1°С/min to 550°С and in pumping the fluid through the bed of coal mixture (BC : A = 7 : 3) and heating the reactor at a rate of 1.5°С/min to 420°С. It is shown that the coals and their mixtures are oxidized in the autoclave regime according to the thermal explosion mechanism. This facilitates almost complete combustion of organic carbon for a few tens of seconds at relatively low temperature (below 700°C). The ignition temperature and combustion dynamics of mixtures with predomination of one of coals (BC or A) in the autoclave regime are similar to the combustion characteristics of this coal; the combustion of coals with the equal content of BC and A proceeds in two stages. It has been found that in pumping the Н<sub>2</sub>О/О<sub>2</sub> fluid through a bed of coal mixture, their intense combustion at 230−300°С is accompanied by the generation of combustible components and their entrainment by steam flow. The organic carbon combustion rate under these conditions is governed by the oxygen flowrate supplied into the reactor. The obtained study results can become a basis for the development of promising technologies for combustion of coals and coal enrichment waste in high pressure steam to yield a high-enthalpy heat carrier.</p>","PeriodicalId":799,"journal":{"name":"Thermal Engineering","volume":"73 6","pages":"389 - 401"},"PeriodicalIF":1.3,"publicationDate":"2026-07-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148519455","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Thermal Conversion Parameters of Composite Liquid Fuels on the Basis of Petroleum Sludge and Additions of Hydrocarbon Origin 基于石油污泥和烃源添加物的复合液体燃料热转化参数研究
IF 1.3
Thermal Engineering Pub Date : 2026-07-20 DOI: 10.1134/S004060152670014X
K. Yu. Vershinina, D. M. Golovko, D. S. Romanov, V. V. Dorokhov
{"title":"Thermal Conversion Parameters of Composite Liquid Fuels on the Basis of Petroleum Sludge and Additions of Hydrocarbon Origin","authors":"K. Yu. Vershinina,&nbsp;D. M. Golovko,&nbsp;D. S. Romanov,&nbsp;V. V. Dorokhov","doi":"10.1134/S004060152670014X","DOIUrl":"10.1134/S004060152670014X","url":null,"abstract":"<p>With the aim to develop petroleum sludge thermal recycling technologies, the parameters characterizing the combustion of these sludges in mixtures with spent oils, diesel fuel, and methanol are studied. In combusting petroleum sludge without additions, sulfur and nitrogen oxide emissions are recorded in amounts four times higher than those produced in combusting diesel fuel. If petroleum waste is mixed with spent oils, the specific concentrations of SO<sub>2</sub> and NO (recalculated for the heating value and mass of fuel combusted) decrease by 20–29 and 7–10%, respectively, and by 30 and 35–40%, respectively, when combined with diesel fuel. The study results testify that there are wide possibilities for reducing the burden on the environment by subjecting petroleum sludges to thermal recycling. Their thermal inertia at the evaporation and thermal decomposition stage decreased most efficiently when mixed with methanol and diesel fuel. Despite the difference in some individual characteristics of the additions studied, all of them had a commensurable effect on the change in the integral indicator of petroleum sludge thermal recycling efficiency—it increased by 12–16%. It is shown that diesel fuel is the most promising addition. The introduction of this component results not only in obtaining better environmental and power performance of the process, but also in that the petroleum sludge viscosity is reduced by four times, due to which the fuel atomization is improved, and its more complete combustion is achieved in power generating boilers of various types. The results of experiments carried out on two facilities of different scales can serve as substantiation of the need to develop the problem area of petroleum sludge thermal treatment with heat generation.</p>","PeriodicalId":799,"journal":{"name":"Thermal Engineering","volume":"73 6","pages":"402 - 418"},"PeriodicalIF":1.3,"publicationDate":"2026-07-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148519450","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Application of Deep Machine Learning Methods for Designing Turbomachinery Blade Cascades 深度机器学习方法在涡轮机械叶片叶栅设计中的应用
IF 1.3
Thermal Engineering Pub Date : 2026-06-29 DOI: 10.1134/S0040601526700096
V. V. Popov, I. Yu. Gavrilov, V. A. Tishchenko, K. A. Berdyugin, A. A. Tishchenko, A. O. Smirnov, D. G. Sokolov
{"title":"Application of Deep Machine Learning Methods for Designing Turbomachinery Blade Cascades","authors":"V. V. Popov,&nbsp;I. Yu. Gavrilov,&nbsp;V. A. Tishchenko,&nbsp;K. A. Berdyugin,&nbsp;A. A. Tishchenko,&nbsp;A. O. Smirnov,&nbsp;D. G. Sokolov","doi":"10.1134/S0040601526700096","DOIUrl":"10.1134/S0040601526700096","url":null,"abstract":"<p>The article presents an integrated procedure for 3D designing of turbomachinery stages, which combines the use of a blade passage shape parametric description and neural networks. The procedure has at its heart a blade parametric model on the basis of Bezier curves, which employs eight to ten controlling parameters (thickness, edge radiuses, inlet/outlet angles, etc.), due to which it becomes possible to produce smooth profiles and reduce the problem dimensionality. By using such approach, a fully connected neural network for predicting the profile loss coefficient in nozzle vane cascades has been developed. The network architecture includes three hidden layers with Swish activation functions and Dropout regularization. The network was trained on a dataset of 2D CFD computations covering a wide range of geometric parameters, Mach numbers (0.6–0.95), and Reynolds numbers (1.6 × 10<sup>5</sup>–1.1 × 10<sup>6</sup>). The trained model’s median prediction error amounted to less than 0.24%. The procedure was applied for designing the steam turbine last stage. Nine nozzle vane sections have been designed and optimized, and the 3D cascade has been shaped. The verification carried out using 3D CFD simulation in the ANSYS CFX environment has confirmed the approach adequacy: the loss distribution pattern over the nozzle vane cascade height is in qualitative agreement with the calculation results. Comparison carried out for middle sections has shown satisfactory quantitative coincidence (the average loss predicted using the neural network was equal to 4.24% against 4.83% estimated from CFD simulation). In addition, the problem of improving the erosion resistance has been solved. For the near-tip section at the nozzle vane cascade relative height equal to 0.75, its separation performance has been optimized. By using the second neural network, which predicts the droplet motion trajectories and points at which they collide with the surface, the leading edge radius and the suction and pressure side curvatures were varied. The aim of the optimization was to enhance the moisture deposition on the profile surface for its subsequent controlled removal through the moisture removing slit, which would help decrease the rotor blade erosion wear. It is shown that by integrating the parametric models and neural network, it is possible to develop a tool for effectively designing turbomachinery stages, predicting the aerodynamic characteristics, and solving a problem connected with two-phase flows.</p>","PeriodicalId":799,"journal":{"name":"Thermal Engineering","volume":"73 5","pages":"315 - 325"},"PeriodicalIF":1.3,"publicationDate":"2026-06-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148342832","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Erratum to: Heat Transfer and Pressure Drop in Main Heat Exchangers of a Thermal Oil ORC-Unit (Review) 热油orc机组主热交换器的传热和压降勘误(复习)
IF 1.3
Thermal Engineering Pub Date : 2026-06-29 DOI: 10.1134/S0040601526170015
I. S. Antanenkova, Yu. A. Geller, M. M. Vinogradov, E. A. Gorbunova, V. I. Kuznetsov
{"title":"Erratum to: Heat Transfer and Pressure Drop in Main Heat Exchangers of a Thermal Oil ORC-Unit (Review)","authors":"I. S. Antanenkova,&nbsp;Yu. A. Geller,&nbsp;M. M. Vinogradov,&nbsp;E. A. Gorbunova,&nbsp;V. I. Kuznetsov","doi":"10.1134/S0040601526170015","DOIUrl":"10.1134/S0040601526170015","url":null,"abstract":"","PeriodicalId":799,"journal":{"name":"Thermal Engineering","volume":"73 5","pages":"387 - 387"},"PeriodicalIF":1.3,"publicationDate":"2026-06-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1134/S0040601526170015.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148342850","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The Influence of Restorative Thermal Treatment on the Mechanical Properties of Pipes Made of Steel 20 Affected by Hydrogen Embrittlement 恢复性热处理对氢脆钢管力学性能的影响
IF 1.3
Thermal Engineering Pub Date : 2026-06-29 DOI: 10.1134/S0040601526700084
A. V. Nechaeva, V. V. Shagalaev, A. S. Zavorin, N. Yu. Gurkina
{"title":"The Influence of Restorative Thermal Treatment on the Mechanical Properties of Pipes Made of Steel 20 Affected by Hydrogen Embrittlement","authors":"A. V. Nechaeva,&nbsp;V. V. Shagalaev,&nbsp;A. S. Zavorin,&nbsp;N. Yu. Gurkina","doi":"10.1134/S0040601526700084","DOIUrl":"10.1134/S0040601526700084","url":null,"abstract":"<p>In the contemporary power industry, a sector in which the reliable and efficient operation of equipment plays the key role, the problem of failures occurred in waterwall tubes of industrial power generating boilers caused by growing hydrogen embrittlement (HE) of their metal becomes increasingly more pressing. The article presents the results of studying the effectiveness of using integrated restorative thermal treatment (RTT) aimed at eliminating hydrogen embrittlement of the metal (grade 20 steel) of the boiler heat transfer surface tubes. In contrast to previous studies, focus was placed on the tests of annular samples. In the course of such tests, a complex stressed state is produced, which the tubes experience under real conditions (a combination of tensile and bending stresses) and turn to be very sensitive to hydrogen embrittlement. The study results have shown that, owing to the proposed integrated thermal treatment schedule, which includes degassing, homogenization, and normalization stages, the metal state becomes significantly better. Mechanical tests have shown that with such thermal treatment the metal has gained essentially better strength and plasticity: the ultimate strength of annular samples has increased by 2.8 and 6.2 times, and their relative elongation has increased by two and three times at room (+20°С) and operating (+400°С) temperature, respectively. It has been confirmed that the cracks have become fewer in number and smaller in size, that the metal ferrite-pearlite structure has restored, and the pattern of fractures has changed from brittle to viscous in nature. An analysis of fractures and the abnormalities in the way the notch toughness manifests itself at different temperatures have confirmed the HE mechanism connected with accumulation of graphite at grain boundaries. It has been determined that in implementing the developed thermal treatment schedule, the regenerative processes in the metal are intensified, and the metal partially restores its performance characteristics. Thermal treatment is a promising method for extending the service life of power generating boiler heat transfer surfaces; however, for the metal properties to become fully in line with their standard values, the treatment technological parameters should be further optimized.</p>","PeriodicalId":799,"journal":{"name":"Thermal Engineering","volume":"73 5","pages":"380 - 386"},"PeriodicalIF":1.3,"publicationDate":"2026-06-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148342893","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Simulation of Natural Convection Heat Transfer Using Computational Modeling of Perforated Annular Fins Coupled with Vertical Cylinder 基于穿孔环形翅片与垂直圆柱耦合的自然对流换热计算模型
IF 1.3
Thermal Engineering Pub Date : 2026-06-29 DOI: 10.1134/S0040601524601074
Muthuraman Subbiah, Sivaraj Murugan, Kumar Ayyappan
{"title":"Simulation of Natural Convection Heat Transfer Using Computational Modeling of Perforated Annular Fins Coupled with Vertical Cylinder","authors":"Muthuraman Subbiah,&nbsp;Sivaraj Murugan,&nbsp;Kumar Ayyappan","doi":"10.1134/S0040601524601074","DOIUrl":"10.1134/S0040601524601074","url":null,"abstract":"<p>This study examines the impact of annular fins extending from a heated vertical cylinder on heat transfer efficiency resulting from free convection. This study on conjugate heat transfer is conducted for three Rayleigh numbers in a laminar flow regime, with differing quantities of fins along the height of the cylinder. The fluid dynamics and energy equations were resolved utilizing Fluent Software to comprehend the relationship between heat transfer and flow characteristics. The grid dependence test and data validation against published work have been executed successfully. The Nusselt number increases with the Rayleigh number, regardless of the quantity and type of fins employed. The heat transfer improvements attributed to perforated fins exceed those of solid fins. A comparative analysis between solid and perforated annular fins reveals that perforated fins provide superior heat transfer performance due to improved fluid mixing, reduced thermal resistance, and enhanced boundary-layer disruption. The maximum enhancement in the Nusselt number is observed to be approximately 49% for the configuration with the highest number of perforated fins compared to the corresponding solid fin arrangement. Flow field visualizations, temperature contours, and velocity distributions further confirm the strong correlation between flow behavior and heat transfer characteristics. The findings highlight the effectiveness of perforated annular fins as a passive technique for natural convection heat transfer augmentation in vertical cylindrical systems.</p>","PeriodicalId":799,"journal":{"name":"Thermal Engineering","volume":"73 5","pages":"362 - 370"},"PeriodicalIF":1.3,"publicationDate":"2026-06-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148342890","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Development of a Performance Database of a Three-Blade Row Axial Compressor for Machine Learning Models Validation 用于机器学习模型验证的三叶片列轴流压缩机性能数据库的开发
IF 1.3
Thermal Engineering Pub Date : 2026-06-29 DOI: 10.1134/S0040601526700072
S. A. Galaev, V. V. Ris, A. G. Abramov, V. A. Baranov, E. E. Kitanina
{"title":"Development of a Performance Database of a Three-Blade Row Axial Compressor for Machine Learning Models Validation","authors":"S. A. Galaev,&nbsp;V. V. Ris,&nbsp;A. G. Abramov,&nbsp;V. A. Baranov,&nbsp;E. E. Kitanina","doi":"10.1134/S0040601526700072","DOIUrl":"10.1134/S0040601526700072","url":null,"abstract":"<p>Machine learning models should be selected and tested proceeding from reliable databases containing the characteristics of compressor unit individual stages representing their geometrical and operating parameters in a sufficiently wide variation ranges. The article outlines a procedure and results of producing a database for the characteristics of the one-and-a half stage (three-row) section of an axial compressor with varying the 3D rotor blade contours. The loss coefficient and pressure difference sensitivities to the variation of geometrical parameters were analyzed, and four parameters were chosen based on the analysis results: the blade leading edge design angle and the profile stagger angle, both in the blade hub and shroud sections. The database for the head and loss in the section consisting of 2360 examples was compiled by independently varying each of the four parameters. The data for the flow passage design versions were obtained using a numerical method. Transonic turbulent flow of compressible gas in the section was modeled using the RANS/URANS methods depending on the averaged flow pattern. The large amount of computations carried out at Peter the Great St. Petersburg Polytechnic University Supercomputer Center for a relatively short period of time involved the need to set up a fully automated procedure for constructing the blade contours, generating computation meshes (with a size of about 500 thousand nodes), specifying input data, and processing the results. The key aspects of these procedures are described. Owing to the obtained systematic data, it has become possible to reveal, at a fairly good quantitative level, the ways in which the varied parameters influence the compressor section characteristics, and to test the machine learning models for predicting the loss coefficient and pressure difference.</p>","PeriodicalId":799,"journal":{"name":"Thermal Engineering","volume":"73 5","pages":"326 - 338"},"PeriodicalIF":1.3,"publicationDate":"2026-06-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148342847","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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