4.7 Article

Acquisition of kHz-frequency two-dimensional surface temperature field using phosphor thermometry and proper orthogonal decomposition assisted long short-term memory neural networks

出版社

PERGAMON-ELSEVIER SCIENCE LTD
DOI: 10.1016/j.ijheatmasstransfer.2020.120662

关键词

Oscillating jet impingement; Time-resolved temperature field; Thermographic phosphor thermometry; Long short-term memory; POD; Unsteady cooling Abbreviations 2D, two-dimensional; Cars, coherent anti-Stokes Raman scattering; Ir, infrared spectrometer; Tp, thermographic phosphor thermometry; Pmt, photomultiplier tube; Lstm, long short-term memory; Pod, proper orthogonal decomposition; Piv, particle image velocimetry; Rnns, recurrent neural networks; Mfg, Mg(4)fgeo(6):Mn4+; Uv-led, ultraviolet-light-emitting diode

资金

  1. National Research Foundation of Korea (NRF) - Korean government (MSIT) [2020R1A5A8018822, 2018R1A2B2007117]
  2. Korea Research Fellowship Program from NRF [KRF-2019H1D3A1A01071033]
  3. National Research Foundation of Korea [2019H1D3A1A01071033] Funding Source: Korea Institute of Science & Technology Information (KISTI), National Science & Technology Information Service (NTIS)

向作者/读者索取更多资源

A reconstruction technique using thermographic phosphor and thermocouple measurements combined with an artificial intelligence framework achieves high-resolution 2D surface temperature field reconstruction. This method accurately captures high time-resolved and spatially resolved temperature information.
A reconstruction technique of kHz time-resolved two-dimensional (2D) surface temperature field was achieved with the discrete point measurements and low sampling rate 2D thermographic phosphor (TP) thermometry measurements using a long short-term memory (LSTM) based artificial intelligence framework. The 2D surface temperature field of a 350 degrees C plate with a 2.5 Hz swing cooling jet was measured using TP thermometry at a sampling rate of 20 Hz. At the same time, high-frequency thermocouples with a sampling rate of 1 kHz were recorded for the construction of LSTM neural networks training and for validation. The 20 Hz 2D surface temperature field was analyzed with proper orthogonal decomposition to acquire the energy modes and model coefficients. The mode coefficients are then trained with the discrete but high-frequency time-resolved temperature information from the thermocouple by LSTM to acquire the time-resolved mode coefficients. Finally, the high-frequency time-resolved 2D surface temperature field is obtained by reconstructing modes and the time-resolved coefficients. The reconstructed result shows that the current technique can obtain high time-resolved and spatially resolved 2D surface temperature fields very well. (C) 2020 Elsevier Ltd. All rights reserved.

作者

我是这篇论文的作者
点击您的名字以认领此论文并将其添加到您的个人资料中。

评论

主要评分

4.7
评分不足

次要评分

新颖性
-
重要性
-
科学严谨性
-
评价这篇论文

推荐

Article Electrochemistry

Enhanced electrocatalytic water splitting by Sm and Gd-doped ceria electrocatalysts on Ni foam substrate

Sobin Mathew, Elham Hosseinirad, Kyung Chun Kim, Won Sub Chung, Oi Lun Li, Young-Rae Cho

Summary: Novel ceria-based electrocatalysts, Gd-doped CeO2 nanocrystals (GDC) and Sm-doped CeO2 nanospheres (SDC), exhibit excellent activity in oxygen evolution reaction (OER) and hydrogen evolution reaction (HER) with promising stability. The diverse-valence Ce3+/Ce4+ redox states, positive entropy contribution, and easy reduction characteristics attributed to dopants contribute to the high electrochemical performance for water splitting.

ELECTROCHIMICA ACTA (2022)

Article Energy & Fuels

Dynamic Simulation of Partial Load Operation of an Organic Rankine Cycle with Two Parallel Expanders

Michael Chukwuemeka Ekwonu, Mirae Kim, Binqi Chen, Muhammad Tauseef Nasir, Kyung Chun Kim

Summary: The parallel expander ORC system improves the partial-load performance of an ORC by switching between various combinations of expanders. This study developed a dynamic model using dual expanders to investigate the dynamic responses during mode changes. Experimental results were used to implement empirical parameters and a control strategy was proposed to prevent droplet formation in the expanders during mode transition. Analysis showed that the optimum shifting time was between 40 to 50 s.

ENERGIES (2023)

Article Mechanics

Increasing vortex-induced vibration-based energy harvesting using a nature-inspired bluff body: An experimental study

Sajjad Hosseini, Aref Afsharfard, Mehdi Rafati Zarkak, Javad Abolfazli Esfehani, Seungho Kim, Kyung Chun Kim

Summary: The present study investigates the effect of changes on the cross-sectional geometry of a flow-induced vibration-based energy harvester. A bio-inspired geometry, similar to the 'Amaryllis' flower, is utilized for numerical and experimental studies. The study reveals a proportional relation between the enhancement of fluid dynamic forces and the shortening of vortex formation length, and demonstrates that the newly proposed nature-inspired system can effectively increase the amount of harvested energy.

EUROPEAN JOURNAL OF MECHANICS B-FLUIDS (2023)

Article Optics

Effect of excitation duration on phosphorescence decay and analysis of its mechanisms

Tao Cai, Binqi Chen, Jeongmin Han, Mirae Kim, Eunseop Yeom, Kyung Chun Kim

Summary: This study investigates the effect of excitation duration on the decay of phosphorescence. It is found that the decay time shows an exponential change and saturation phenomenon with the increase of excitation duration. Three possible reasons are proposed and discussed. The results contribute to a better understanding of how excitation duration affects the decay process of phosphorescence.

JOURNAL OF LUMINESCENCE (2022)

Article Thermodynamics

Effect of air humidity on premixed combustion of ammonia/air under engine relevant conditions: numerical investigation

Mohammad Parsa Ghofrani Maab, SayedMehrdad Bathaei, Mirae Kim, Javad Abolfazli Esfahani, Kyung Chun Kim

Summary: This study investigated numerically the ammonia/air premixed combustion in conditions relevant to marine engines. It aimed to gain a deeper understanding of ammonia combustion at high pressure and humidity conditions. The effects of mixture equivalence ratio, compression ratio, and relative humidity on essential combustion characteristics were extensively studied. The results showed that increased air humidity could decrease the laminar flame speed but mitigate NO production, without affecting the reaction pathways.

JOURNAL OF THERMAL ANALYSIS AND CALORIMETRY (2023)

Article Computer Science, Interdisciplinary Applications

Visualization of two-dimensional temperature field on a plate with normal impingement of a supersonic jet

Shabnam Mohammadshahi, Hadi Samsam-Khayani, Binqi Chen, Tao Cai, Kyung Chun Kim

Summary: This article explores a cost-effective two-dimensional temperature measurement method based on the lifetime technique, which utilizes thermographic phosphor materials to measure surface temperatures. The study analyzes different phosphor-coated samples to study emitted light intensity and temperatures at discrete points. Additionally, a high-speed camera is used to measure surface temperature distributions to ensure coating stability for temperature sensing applications.

JOURNAL OF VISUALIZATION (2023)

Article Automation & Control Systems

Misalignment Detection of Rotating Machine Shaft Using Artificial Neural Network and t-Distributed Stochastic Neighbor Embedding Classification Technique

Yong Eun Lee, Shujun Zhang, Nak Joon Choi, Yoojeong Noh, Kyung Chun Kim

Summary: This study adopts deep learning techniques to detect the misalignment fault of rotating machinery, extracting fault features and reducing dimensions through the t-SNE algorithm, and using the ANN algorithm for fault classification. Compared to the conventional PCA method, the t-SNE algorithm shows higher fault classification accuracy with vibration data.

JOURNAL OF CONTROL AUTOMATION AND ELECTRICAL SYSTEMS (2023)

Article Engineering, Mechanical

Effect of hydrogen concentration on the stabilization of premixed ammonia/hydrogen flames in a heated micro-combustor: numerical investigation

Golnaz Zarabian Ghaeini, Mohammad Parsa Ghofrani Maab, Sayed Mehrdad Bathaei, Mirae Kim, Javad Abolfazli Esfahani, Kyung Chun Kim

Summary: Ammonia is a promising carbon-free fuel and hydrogen carrier. Blending it with hydrogen can address its low flammability issue. However, there is a lack of microscale data on ammonia combustion. This study uses numerical simulations to investigate the stable flame region, NOx emission, and combustion efficiency of ammonia/hydrogen blends in micro-combustors. The findings suggest that a stable flame cannot be achieved at very low or high inlet velocities, and when the hydrogen fraction is below 60% in the fuel. It is recommended to reduce the inlet velocity to improve combustion efficiency when a higher percentage of ammonia is required in the fuel.

JOURNAL OF THE BRAZILIAN SOCIETY OF MECHANICAL SCIENCES AND ENGINEERING (2023)

Article Engineering, Multidisciplinary

Data recovery of 2D lifetime-based phosphor thermometry using deep neural networks

Juyong Jung, Mirae Kim, Tao Cai, Yingzheng Liu, Kyung Chun Kim

Summary: Thermographic phosphor thermometry is a widely used non-contact surface temperature measurement method. The damage of chemical bonding coatings during the measurement often leads to the loss of temperature information. In this study, a deep neural network model was proposed to recover the lost data, achieving a prediction accuracy of over 94.94%. However, the model performed relatively poorly in regions with large temperature gradients.

MEASUREMENT SCIENCE AND TECHNOLOGY (2023)

Article Engineering, Chemical

An experimental study on the role and contribution of the first normal stress difference and elongational viscosity in immiscible viscoelastic Saffman-Taylor instability

Ahmad Kazemi, Mahmood Norouzi, Ali Abbas Nejad, Mirae Kim, Kyung Chun Kim, Seo Gyun Kim

Summary: This study experimentally investigated the immiscible viscoelastic Saffman-Taylor instability in porous media. The viscoelastic displacing fluids used were glycerin, water, and polyacrylamide solutions, while the immiscible displaced fluids were silicone oils with different viscosities. The study analyzed the role and contribution of the first normal stress difference and elongational viscosity in the immiscible viscoelastic displacement, as well as the effects of different parameters on the flow instability.

CHEMICAL ENGINEERING RESEARCH & DESIGN (2023)

Article Electrochemistry

Electrochemical properties of electroless Ni plated super duplex stainless in 3.5% NaCl solution

Sunghwan Oh, Dohyung Kim, Kyung Chun Kim, Doo-In Kim, Wonsub Chung, Byung-Hyun Shin

Summary: Si wafers used in semiconductors require precise machining and are processed using an STS304 saw wire. Recently, the super duplex stainless steel (SDSS) has shown superior performance compared to STS304 and is suitable for use as a saw wire. Nickel plating was applied to ferritized SDSSs to improve the saw wire performance, and the electrochemical properties were analyzed. The optimal duration for electrolytic nickel plating of ferritized SDSS was found to be 240 s.

INTERNATIONAL JOURNAL OF ELECTROCHEMICAL SCIENCE (2023)

Article Thermodynamics

Effect of oscillating flow on two rows of cooling holes with various configurations on film cooling performance

Mohammad Reza Attari, Mahmood Norouzi, Mohammad Hassan Kayhani, Alireza Bakhshinejad Bahambari, Mirae Kim, Kyung Chun Kim

Summary: This study investigates the film cooling performance of oscillating flow on two rows of cooling holes with different arrangements. The results show that flow oscillation can improve the cooling effectiveness of compound angled cooling holes. The frequency of oscillation affects the cooling performance and flow structures.

NUMERICAL HEAT TRANSFER PART A-APPLICATIONS (2023)

Article Mechanics

An experimental study on the impact of Boger and Newtonian droplets on spherical surfaces

Mohammad Kazam Sheykhian, Mohammad Hasan Kayhani, Mahmood Norouzi, Mirae Kim, Kyung Chun Kim

Summary: This study investigated the impact of Boger droplets on spherical surfaces, considering the effects of various liquid and surface properties for the first time. The researchers examined the rheological properties of the droplets and analyzed the influence of elasticity, elongational viscosity, and the first normal stress difference on the impact of Boger droplets on solid surfaces. The results were compared to those of equivalent Newtonian droplets in terms of viscosity and surface tension coefficient. Additionally, the study explored the effects of Weber number, diameter ratio, and surface wettability on the spreading and receding behaviors of viscoelastic droplets.

PHYSICS OF FLUIDS (2023)

Article Engineering, Aerospace

Effect of a curved turning vane on the heat transfer and fluid flow of four-pass internal cooling channels of gas turbine blades

Pouya Pouyaei, Mohammad Hassan Kayhani, Mahmood Norouzi, Alireza Bakhshinejad Bahambari, Mirae Kim, Kyung Chun Kim

Summary: This numerical study investigated the effects of a curved turning vane on heat transfer and pressure loss in an internal cooling channel. The results showed that the curved turning vane reduced pressure drop and attenuated overall heat transfer, but increased local heat transfer in specific regions.

PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART G-JOURNAL OF AEROSPACE ENGINEERING (2023)

Article Electrochemistry

The effect of surface roughness on re-passivation and pitting corrosion of super duplex stainless steel UNS S 32760

Sunghwan Oh, Dohyung Kim, Kyungchun Kim, Doo-In Kim, Wonsub Chung, Byung-Hyun Shin

Summary: This study analyzed the effect of surface roughness on the corrosion resistance and re-passivation of SDSS. The findings showed that surface roughness reduces the corrosion potential and increases the corrosion current density, thereby reducing the corrosion resistance. A surface roughness of less than 100 nm is recommended for better corrosion resistance when using SDSS in a corrosive environment.

INTERNATIONAL JOURNAL OF ELECTROCHEMICAL SCIENCE (2023)

Article Thermodynamics

Natural convection effects in insulation layers of spherical cryogenic storage tanks

Mahsa Taghavi, Swapnil Sharma, Vemuri Balakotaiah

Summary: This study investigates the natural convection effects in the insulation layers of spherical storage tanks and their impact on the tanks' performance. The permeability and Rayleigh number of the insulation material are considered as key factors. The results show that as the Rayleigh number increases, new convective cells emerge and cause the cold boundary to approach the external hot boundary. In the case of large temperature differences, multiple solutions may coexist.

INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER (2024)

Article Thermodynamics

Experimental investigation on self-induced jet impingement boiling using R1336mzz(Z)

Jinyang Xu, Fangjun Hong, Chaoyang Zhang

Summary: This study introduces a self-induced jet impingement device for enhancing pool boiling performance in high power electronic cooling. Through visualization and parametric investigations, the effects of this device on pool boiling performance are studied, revealing the promotion of additional liquid supply and vapor exhausting. The flow rate of the liquid jet is found to positively impact boiling performance.

INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER (2024)

Article Thermodynamics

Numerical study on multiphase evolution and molten pool dynamics of underwater wet laser welding in shallow water environment

Wenchao Ke, Yuan Liu, Fissha Biruke Teshome, Zhi Zeng

Summary: Underwater wet laser welding (UWLW) is a promising and labor-saving repair technique. A thermal multi-phase flow model was developed to study the heat transfer, fluid dynamics, and phase transitions during UWLW. The results show that UWLW creates a water keyhole, making the welding environment similar to in air laser welding.

INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER (2024)

Article Thermodynamics

Thermal conductivity analysis of natural fiber-derived porous thermal insulation materials

Xingrong Lian, Lin Tian, Zengyao Li, Xinpeng Zhao

Summary: This study investigates the heat transfer mechanisms in natural fiber-derived porous structures and finds that thermal radiation has a significant impact on the thermal conductivity in low-density regions, while natural convection rarely occurs. Insulation materials derived from micron-sized natural fibers can achieve minimum thermal conductivity at specific densities. Strategies to lower the thermal conductivity include increasing porosity and incorporating nanoscale pores using nanosize fibers.

INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER (2024)

Article Thermodynamics

Ice accretion compositions in ice crystal icing

Yasir A. Malik, Kilian Koebschall, Stephan Bansmer, Cameron Tropea, Jeanette Hussong, Philippe Villedieu

Summary: Ice crystal icing is a significant hazard in aviation, and accurate modeling of sticking efficiency is essential. In this study, icing wind tunnel experiments were conducted to quantify the volumetric liquid water fraction, sticking efficiency, and maximum thickness of ice layers. Two measurement techniques, calorimetry and capacitive measurements, were used to measure the liquid water content and distribution in the ice layers. The experiments showed that increasing wet bulb temperatures and substrate heat flux significantly increased sticking efficiency and maximum ice layer thickness.

INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER (2024)

Article Thermodynamics

Mechanisms for improving fin heat dissipation through the oscillatory airflow induced by vibrating blades

Jinqi Hu, Tongtong Geng, Kun Wang, Yuanhong Fan, Chunhua Min, Hsien Chin Su

Summary: This study experimentally examined the heat dissipation of vibrating fans and demonstrated its inherent mechanism through numerical simulation. The results showed that the flow fields induced by the vibrating blades exhibited pulsating features and formed large-scale and small-scale vortical structures, significantly improving heat dissipation. The study also identified the impacts of different blade structures and developed a trapezoidal-folding blade, which effectively reduced the maximum temperature of the heat source and alleviated high-temperature failure crisis.

INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER (2024)

Article Thermodynamics

Molecular dynamics simulation of interfacial heat transfer behavior during the boiling of low-boiling-point organic fluid

Dan-Dan Su, Xiao-Bin Li, Hong-Na Zhang, Feng-Chen Li

Summary: The boiling heat transfer of low-boiling-point working fluid is a common heat dissipation technology in electronic equipment cooling. This study analyzed the interfacial boiling behavior of R134a under different conditions and found that factors such as the initial thickness of the liquid film, solid-liquid interaction force, and initial temperature significantly affect the boiling mode and thermal resistance.

INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER (2024)

Article Thermodynamics

A unified lattice Boltzmann- phase field scheme for simulations of solutal dendrite growth in the presence of melt convection

Jinyi Wu, Dongke Sun, Wei Chen, Zhenhua Chai

Summary: A unified lattice Boltzmann-phase field scheme is proposed to simulate dendrite growth of binary alloys in the presence of melt convection. The effects of various factors on the growth are investigated numerically, and the model is validated through comparisons and examinations.

INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER (2024)

Article Thermodynamics

Experimental study of the temperature characteristics of the main cables and slings in suspension bridge fires

Shaokun Ge, Ya Ni, Fubao Zhou, Wangzhaonan Shen, Jia Li, Fengqi Guo, Bobo Shi

Summary: This study investigated the temperature distribution of main cables in a suspension bridge during fire scenarios and proposed a prediction model for the maximum temperature of cables in different lane fires. The results showed that vehicle fires in the emergency lane posed a greater thermal threat to the cables.

INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER (2024)

Article Thermodynamics

Two-phase flow and heat transfer on a cylinder via low-velocity jet impact

Shuang-Ying Wu, Shi-Yao Zhou, Lan Xiao, Jia Luo

Summary: This paper investigates the two-phase flow and heat transfer characteristics of low-velocity jet impacting on a cylindrical surface. The study reveals that the heat transfer regimes are non-phase transition and nucleate boiling with the increase of heat transfer rate. The effects of jet impact height and outlet velocity on local surface temperatures are pronounced at the non-phase transition stage. The growth rates of heat transfer rate and liquid loss rate increase significantly from the non-phase transition to nucleate boiling stage.

INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER (2024)

Article Thermodynamics

Investigation on natural to ventilated cavitation considering the air-vapor interactions by Merging theory with insight on air jet location/rate effect

Emad Hasani Malekshah, Wlodzimierz Wlodzimierz, Miros law Majkut

Summary: Cavitation has significant practical importance and can be controlled by air injection. This study investigates the natural to ventilated cavitation process around a hydrofoil through numerical and experimental methods. The results show that the location and rate of air injection have a meaningful impact on the characteristics of cavitation.

INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER (2024)

Article Thermodynamics

Experimental and numerical investigation on the influence of wall deformations on mixing quality of a Multifunctional Heat Exchanger/Reactor (MHER)

Feriel Yahiat, Pascale Bouvier, Antoine Beauvillier, Serge Russeil, Christophe Andre, Daniel Bougeard

Summary: This study explores the enhancement of mixing performance in laminar flow equipment by investigating the generation of chaotic advection using wall deformations in annular geometries. The findings demonstrate that the combined geometry can achieve perfect mixing at various Reynolds numbers.

INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER (2024)

Article Thermodynamics

Experimental study on anti-frost property and edge effect of superhydrophobic surface with millimeter-scale geometries

Hui He, Ning Lyu, Caihua Liang, Feng Wang, Xiaosong Zhang

Summary: This study investigates the condensation, frosting, and defrosting processes on superhydrophobic surfaces with millimeter-scale structures. The results reveal that the structures can influence the growth and removal of frost crystals, with the bottom grooves creating a frost-free zone and conical edges promoting higher frost crystal heights. Two effective methods for defrosting are observed: hand-lifting the groove and airfoil retraction contraction on protruding structures. This research provides valuable insights into frost formation and defrosting on millimeter-structured superhydrophobic surfaces, with potential applications in anti-frost engineering.

INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER (2024)

Article Thermodynamics

Controlling heat capacity in a thermal concentrator using metamaterials: Numerical and experimental studies

Thiwanka Arepolage, Christophe Verdy, Thibaut Sylvestre, Aymeric Leray, Sebastien Euphrasie

Summary: This study developed two thermal concentrators, one with a 2D design of uniform thickness and another with a 3D design, using the coordinate transformation technique and metamaterials. By structuring the thermal conductor, the desired local density-heat capacity product and anisotropic thermal conductivities were achieved. The homogenized thermal conductivities were obtained from finite element simulations and cylindrical symmetry consideration. A 3D concentrator was fabricated using 3D metal printing and characterized using a thermal camera. Compared to devices that solely consider anisotropic conductivities, the time evolution characteristics of the metadevice designed with coordinate transformation were closer to those of an ideal concentrator.

INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER (2024)

Article Thermodynamics

Supercritical heat transfer of CO2 in horizontal tube emphasizing pseudo-boiling and stratification effects

Liangyuan Cheng, Qingyang Wang, Jinliang Xu

Summary: In this study, we investigated the supercritical heat transfer of CO2 in a horizontal tube with a diameter of 10.0 mm, covering a wide range of pressures, mass fluxes, and heat fluxes. The study revealed a non-monotonic increase in wall temperatures along the flow direction and observed both positive and negative wall temperature differences between the bottom and top tube. The findings were explained by the thermal conduction in the solid wall interacting with the stratified-wavy flow in the tube.

INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER (2024)