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Heat transfer efficiency in gas-solid fluidized beds with flat and corrugated walls. 平壁和波纹壁气固流化床的传热效率
IF 1 Q4 ENGINEERING, CHEMICAL Pub Date : 2024-09-17 eCollection Date: 2024-10-01 DOI: 10.1515/cppm-2024-0038
Alam Nawaz Khan Wardag, Faïçal Larachi

Gas-solid fluidized bed reactors exhibit improved heat and mass transfer performance as compared to packed beds. Corrugated walls installed in narrow gas-solid bubbling fluidized bed (CWBFB) enclosures have been observed to decrease minimum bubbling velocity, reduce bubble size, improve gas distribution, provide stable operation, and minimize particle carryover or loss. Thorough analyses of the wall-to-bed heat transfer coefficient in flat- (FWBFB) and corrugated- (CWBFB) wall bubbling fluidized beds have been performed for a variety of operating conditions and geometric parameters. Fast-response self-adhesive heat flux probes and thermocouples were used to simultaneously measure the wall-to-bed heat flux, surface and bed temperatures, and were used to determine the heat transfer coefficient (HTC) at various axial and lateral locations. For a given set of parameters, a significant increase in HTC was observed at lower gas flow rates in CWBFB as compared to FWBFB. It was shown that CWBFB inventory required lower U mb (gas flow rate) as compared to FWBFB. Full 3-D transient Euler-Euler CFD simulations using the kinetic theory of granular flow were also performed, which confirmed the experimental results.

与填料床相比,气固流化床反应器具有更好的传热和传质性能。据观察,在狭窄的气固鼓泡流化床(CWBFB)外壳中安装波纹壁可降低最小鼓泡速度、减小气泡尺寸、改善气体分布、提供稳定的运行以及最大限度地减少颗粒携带或损失。针对各种运行条件和几何参数,对平壁(FWBFB)和波纹壁(CWBFB)鼓泡流化床的壁到床传热系数进行了深入分析。快速反应自粘性热通量探头和热电偶用于同时测量壁面到床层的热通量、表面和床层温度,并用于确定不同轴向和侧向位置的传热系数(HTC)。对于一组给定的参数,与 FWBFB 相比,CWBFB 在较低气体流速下的 HTC 显著增加。结果表明,与 FWBFB 相比,CWBFB 清单需要更低的 U mb(气体流速)。还利用颗粒流动动力学理论进行了全三维瞬态欧拉-欧拉 CFD 模拟,证实了实验结果。
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引用次数: 0
Enhancing heat transfer in tube heat exchanger containing water/Cu nanofluid by using turbulator 使用涡轮增压器增强含有水/铜纳米流体的列管式热交换器的传热效果
IF 0.9 Q4 ENGINEERING, CHEMICAL Pub Date : 2023-12-14 DOI: 10.1515/cppm-2023-0079
Zhiqiang Long, Buqing Zhang, Guoqing Liu, Zhengxin Wu, Qiang Yan
Abstract In the current essay, the numerical investigation of heat transfer in an exchanger containing nanofluid with Cu nanoparticles in the presence of a new inserter is carried out. The equations governing the turbulent fluid flow have been solved utilizing single-phase models with the aid of the finite volume method in ANSYS-FLUENT software using the k-ε turbulence model for the Re number ranging from 4000 to 8000. Furthermore, the influence of Reynolds number, nanoparticle volume fraction, and geometric characteristics of turbulator on the friction factor and Nusselt number have been scrutinized. Outcomes reveal that the newly introduced inserter performs well and increases the Nusselt number by roughly 34–54 times and the friction coefficient by approximately 1.8–3.2 times compared to the smooth tube. It is also observed that a 2 % increase in the nanoparticles volume fraction has resulted in a rise in the Nusselt number by around 92 %. To attain the optimal performance of the presented turbulator, the longitudinal distance between the inserters is recommended as S/D = 5.27, for which Performance evaluation criteria values in the range of 3.01–9.23 in the Reynolds range under investigation are acquired.
摘要 本文对含有铜纳米颗粒的纳米流体的交换器在新型插入器存在下的传热情况进行了数值研究。在 ANSYS-FLUENT 软件中使用 k-ε 湍流模型,在 Re 数为 4000 到 8000 的范围内,利用有限体积法,利用单相模型求解了湍流流体流动方程。此外,还仔细研究了雷诺数、纳米颗粒体积分数和湍流器几何特征对摩擦因数和努塞尔特数的影响。结果表明,新引入的插入器性能良好,与光滑管相比,努塞尔特数增加了约 34-54 倍,摩擦系数增加了约 1.8-3.2 倍。此外,纳米颗粒体积分数每增加 2%,努塞尔特数就会增加约 92%。为使所介绍的涡轮器达到最佳性能,建议插入器之间的纵向距离为 S/D = 5.27,在雷诺范围内,性能评估标准值在 3.01-9.23 之间。
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引用次数: 0
Enhancing heat exchanger efficiency with novel perforated cone-shaped turbulators and nanofluids: a computational study 利用新型穿孔锥形涡轮和纳米流体提高热交换器效率:计算研究
IF 0.9 Q4 ENGINEERING, CHEMICAL Pub Date : 2023-12-04 DOI: 10.1515/cppm-2023-0034
Limin Wang, Junqiang Wang, Jiajia Tang, Xuliong Zho
Abstract The present paper presents a numerical investigation of heat transfer in an exchanger fitted with a modified conical-shaped turbulator containing water/Fe2O3 nanofluid. The study aims to address the critical need for improved heat exchanger efficiency, a vital component in various industries, including the chemical, power generation, and food industries. The work focuses on achieving enhanced heat transfer performance within a smaller volume, a primary goal of modern technology and industrial processes. The innovation in this study lies in the design and analysis of a novel conical turbulator, which has not been explored extensively in the context of heat exchangers fitted with nanofluids. Unlike traditional methods, which often rely on active or semi-active means to enhance heat transfer, this research introduces a passive approach through the incorporation of turbulators. Specifically, the study investigates the use of perforated cone-shaped turbulators in conjunction with nanofluids to boost heat transfer performance. The research employs state-of-the-art computational fluid dynamics (CFD) models, allowing for a comprehensive evaluation of the turbulator’s performance across a wide range of Reynolds numbers (Re = 4000–20,000). It further examines the influence of various turbulator parameters, nanoparticle content, and geometry on heat transfer efficiency. Key findings indicate that the modified turbulator exhibits exceptional performance, increasing Nusselt numbers by 3.4–5.4 times and friction coefficients by 2.3–1.8 times compared to smooth pipes. Particularly noteworthy is the 92 % increase in the Nusselt number achieved with a mere 2 % increase in the Fe2O3 nanoparticle content. The present study introduces a novel passive heat transfer enhancement method using perforated cone-shaped turbulators and nanofluids, filling a significant gap in existing research. The innovative turbulator design and its substantial performance improvements offer promising prospects for achieving higher heat exchanger efficiency, making it a valuable contribution to thermal systems and heat transfer engineering.
摘要本文采用数值模拟方法研究了含水/Fe2O3纳米流体的改进型锥形湍流器在换热器中的传热特性。该研究旨在解决提高热交换器效率的关键需求,热交换器是包括化学、发电和食品工业在内的各个行业的重要组成部分。这项工作的重点是在更小的体积内实现增强的传热性能,这是现代技术和工业过程的主要目标。本研究的创新之处在于设计和分析了一种新型的锥形紊流器,这种紊流器在纳米流体换热器中尚未得到广泛的研究。与传统方法不同,传统方法通常依赖于主动或半主动手段来增强传热,本研究引入了一种被动方法,通过引入紊流器。具体来说,该研究探讨了将带孔锥形紊流器与纳米流体结合使用,以提高传热性能。该研究采用了最先进的计算流体动力学(CFD)模型,允许在广泛的雷诺数范围内(Re = 4000-20,000)对紊流器的性能进行全面评估。它进一步研究了各种湍流参数、纳米颗粒含量和几何形状对传热效率的影响。主要研究结果表明,改进后的紊流器性能优异,与光滑管道相比,努塞尔数提高了3.4-5.4倍,摩擦系数提高了2.3-1.8倍。特别值得注意的是,在Fe2O3纳米颗粒含量仅增加2 %的情况下,努塞尔数增加了92 %。本研究提出了一种利用多孔锥形紊流和纳米流体的新型被动强化传热方法,填补了现有研究的重大空白。紊流器的创新设计及其性能的大幅改进为实现更高的换热器效率提供了广阔的前景,对热系统和传热工程做出了宝贵的贡献。
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引用次数: 0
Mathematical modeling and evaluation of permeation and membrane separation performance for Fischer–Tropsch products in a hydrophilic membrane reactor 亲水膜反应器中费托产品的渗透和膜分离性能的数学建模和评估
IF 0.9 Q4 ENGINEERING, CHEMICAL Pub Date : 2023-11-29 DOI: 10.1515/cppm-2023-0016
Dounia Alihellal, Sabrina Hadjam, Lemnouer Chibane
Abstract A mathematical model was constructed to estimate the performance of an MFI-membrane reactor used for Fischer–Tropsch synthesis to produce a mixture of liquid hydrocarbons. In order to accurately evaluate the reactor’s performance a parametric study was performed. Under certain operational conditions, such as the total initial pressure in the reaction zone (1–4 MPa) and the hydrogen/carbon monoxide ratio (H2/CO: 1 to 2) on the performance of the studied reactor. The selectivity (productivity) of the hydrocarbon products (S i ), the quantity of hydrocarbons permiated (θ i ) and the separation factors of each space (α i ) were predicted. With increasing pressure, it is observed that θ CO and θ H 2 ${theta }_{{H}_{2}}$ are decreasing from 0.62 to 0.45 and from 0.55 to 0.49 respectively. However, as the H2/CO ratio rises, this measurement shows a slight increase. Aside from, the separation factors of the majority of the current species are unaffected by the H2/CO ratio increasing, while the separation factors of carbon monoxide and hydrogen are increasing. Similarly the selectivity of water, methane, carbon dioxide and ethane increases with increasing H2/CO ratio. Based on these findings it is revealed that the membrane can enable permeability for all species present in the products mixture with varying separation factors, and that the ability to separate species other than water from the reaction side is essentially non-existent.
摘要 建立了一个数学模型,以估算用于费托合成生产液态烃混合物的 MFI 膜反应器的性能。为了准确评估反应器的性能,进行了参数研究。在特定的操作条件下,如反应区的总初始压力(1-4 兆帕)和氢气/一氧化碳比率(H2/CO:1 至 2),会对所研究的反应器的性能产生影响。预测了碳氢化合物产物的选择性(生产率)(S i )、碳氢化合物的过氧化量(θ i )和各空间的分离系数(α i )。随着压力的增加,θ CO 和 θ H 2 ${theta }_{H}_{2}}$ 分别从 0.62 降至 0.45 和从 0.55 降至 0.49。不过,随着 H2/CO 比值的上升,这一测量值略有增加。除此以外,当前大多数物种的分离因数不受 H2/CO 比率增加的影响,而一氧化碳和氢气的分离因数却在增加。同样,水、甲烷、二氧化碳和乙烷的选择性也随着 H2/CO 比率的增加而增加。根据这些发现,膜可以使产品混合物中存在的所有物质都具有不同的渗透性,分离因子也各不相同,而从反应侧分离水以外物质的能力基本上不存在。
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引用次数: 0
Energy, exergy, economic, and environmental analysis of natural gas sweetening process using lean vapor compression: a comparison study 使用贫蒸汽压缩技术的天然气增甜工艺的能量、放能、经济和环境分析:对比研究
IF 0.9 Q4 ENGINEERING, CHEMICAL Pub Date : 2023-11-23 DOI: 10.1515/cppm-2023-0040
Xiujun Sun, Lizhi Yuan
Abstract Gas sweetening with an aqueous solution of diethanolamine is a crucial and common process in natural gas processing. However, the process, particularly in the solvent regeneration section, consumes a substantial amount of energy, significantly escalating the cost of gas. This paper presents a simulation and optimization of an existing natural gas refinery plant using a lean vapor compression method. The simulation results indicate that the current process requires 2.73 GJ/tacid gas for solvent regeneration, with exergy destruction of 14,120.59 kW in the solvent regeneration section. The total annualized cost for the current process is 11.68 M$. A modified scheme is proposed to address the issue of high energy consumption and the associated costs. The proposed scheme demonstrates significant improvements in the aforementioned parameters. Specifically, energy for solvent regeneration, exergy destruction in the solvent regeneration section, total annualized cost, and cost of gas are reduced by 16.12 %, 25.04 %, 20.97 %, and 20 % compared to the current process, respectively. These improvements enhance the thermoeconomic indexes, making the proposed scheme a viable and cost-effective alternative to the current process.
摘要 使用二乙醇胺水溶液进行天然气增甜是天然气加工过程中的一项重要而常见的工艺。然而,该工艺,尤其是溶剂再生部分,需要消耗大量能源,从而大大增加了天然气的成本。本文介绍了使用贫蒸汽压缩法对现有天然气精炼厂进行模拟和优化的情况。模拟结果表明,当前工艺的溶剂再生需要 2.73 GJ/tacid(酸性气体),溶剂再生部分的放能损耗为 14120.59 kW。当前工艺的年化总成本为 1168 万美元。为解决高能耗和相关成本问题,提出了一个改进方案。拟议方案在上述参数方面有显著改善。具体而言,与当前工艺相比,溶剂再生的能耗、溶剂再生部分的放能破坏、年化总成本和气体成本分别降低了 16.12%、25.04%、20.97% 和 20%。这些改进提高了热经济指标,使拟议方案成为当前工艺的可行且具有成本效益的替代方案。
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引用次数: 0
Numerical investigation of liquid mass fraction and condensation shock of wet-steam flow through convergence-divergence nozzle using strategic water droplets injection 利用策略性水滴喷射对湿蒸汽流经汇聚-发散喷嘴时的液体质量分数和凝结冲击进行数值研究
IF 0.9 Q4 ENGINEERING, CHEMICAL Pub Date : 2023-11-21 DOI: 10.1515/cppm-2023-0043
Yijun Xu, Xuan Zhang, Yu Bai, Xin Li
Abstract Spontaneous condensation occurs due to high steam speeds, leading to droplets in the stream that not only decrease performance but also hazard the security of the nozzle. This study aims to predict the position and size of suitable injected water droplets due to reduced losses due to liquid mass fraction. Firstly, the model of steam flow has been confirmed by experimental data using the Eulerian–Eulerian approach in Moore’s nozzle B. Then, the flow turbulence caused by phase change is modelled by k–w sst model. Then, the injection has applied in three sizes (coarse, medium, and fine) at four different positions of the nozzle and has analysed, which according to the findings of fine droplet size, has led to an enhancement in Mach number and on the other hand, injection in nucleation zone has resulted in a 7 % and 3 % reduction in wetness losses for the radius of coarse and fine droplets, respectively. It is predicted that the nucleation rate will decrease the smaller the injected droplets are in the nucleation region. Injection with a number droplet of 1.015 × 1018 and a radius of 0.013 (μm) in the nucleation zone of 10 mm after the throat increased by 4.5 % of Mach number.
摘要 蒸汽高速运转时会产生自发冷凝,导致蒸汽流中出现水滴,这不仅会降低性能,还会危及喷嘴的安全。本研究旨在预测合适的喷射水滴的位置和大小,以减少液体质量分数造成的损失。首先,在摩尔喷嘴 B 中使用欧拉-欧拉方法通过实验数据确认了蒸汽流模型。然后,在喷嘴的四个不同位置以三种尺寸(粗、中、细)进行喷射并进行分析,结果表明,细液滴尺寸导致马赫数增加,另一方面,在成核区喷射导致粗液滴半径和细液滴半径的湿度损失分别减少 7% 和 3%。据预测,成核区内注入的液滴越小,成核率就会越低。在喉部后 10 毫米的成核区内,注入数量为 1.015 × 1018、半径为 0.013 (μm) 的液滴,马赫数增加了 4.5%。
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引用次数: 0
Direct synthesis based sliding mode controller design for unstable second order with dead-time processes with its application on continuous stirred tank reactor 基于直接合成的滑模控制器设计,适用于不稳定的二阶死时过程,并将其应用于连续搅拌罐反应器
IF 0.9 Q4 ENGINEERING, CHEMICAL Pub Date : 2023-11-15 DOI: 10.1515/cppm-2023-0062
Mohammed Hasmat Ali, Md. Nishat Anwar
Abstract Unstable processes are challenging to control because they have one or more positive poles that produce unrestrained dynamic activity. Controlling such unstable plants becomes more challenging with the occurrence of the delay. This article presents a novel direct synthesis based sliding mode controller design for unstable second order plus dead-time processes. A sliding surface with three parameters has been considered. The continuous control law, which is responsible for maintaining the system mode to the desired sliding surface mode, has been obtained using the direct synthesis approach. The discontinuous control law parameters have been obtained using the differential evolution optimization technique. A desired reference model is considered for the direct synthesis method, and an objective function is constituted in terms of performance measure (integral absolute error) and control effort measure (total variation of controller output) for the optimization approach. Illustrative examples show the superiority of the proposed controller design method over recently reported literature, especially in terms of load rejection. The proposed controller approach is further extended to control the temperature of a nonlinear chemical reactor. Furthermore, the robustness of the proposed controller is also investigated for plant parametric uncertainty.
摘要 不稳定过程的控制具有挑战性,因为它们有一个或多个正极点,会产生不受约束的动态活动。随着延迟的出现,控制这类不稳定工厂变得更具挑战性。本文针对不稳定的二阶加死区时间过程,提出了一种基于直接合成的新型滑模控制器设计。本文考虑了具有三个参数的滑动面。利用直接合成法获得了连续控制律,该控制律负责将系统模式维持在所需的滑动面模式上。非连续控制法则参数是通过微分演化优化技术获得的。直接合成法考虑了所需的参考模型,而优化法的目标函数则由性能指标(积分绝对误差)和控制努力指标(控制器输出的总变化)构成。举例说明表明,所提出的控制器设计方法优于近期报道的文献,尤其是在负载抑制方面。提出的控制器方法进一步扩展到非线性化学反应器的温度控制。此外,还研究了所提出的控制器对工厂参数不确定性的鲁棒性。
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引用次数: 0
Numerical and experimental study of the baffle-based split and recombine chamber (B-SARC) micromixers 基于挡板的劈裂复合室(B-SARC)微混合器的数值与实验研究
Q4 ENGINEERING, CHEMICAL Pub Date : 2023-11-03 DOI: 10.1515/cppm-2023-0053
Sanjay A. Pawar, Vimal Kumar Chouksey
Abstract Microfluidic technology has garnered growing interest in diverse domains. The efficacy and precision of microfluidic devices are significantly influenced by micromixing processes. Micromixers, comprising microchannels designed to blend fluids within a confined space and limited flow pathway, constitute indispensable components of microfluidic systems. Among these components, the micromixer stands out as a critical element, tasked with achieving maximal mixing efficiency while imposing minimal pressure drop. This paper focusses on the numerical and experimental study the baffle-based split and recombine chamber (B-SARC) micromixers. The models of a curved wavy micromixer (without baffle) and the baffle-based split and recombine chamber (B-SARC) micromixers with three baffles such as square, triangular and teardrop shaped baffles been developed using COMSOL Multiphysics software. The mixing performance analysis has been carried out by studying the mixing index and pressure drop. The influence of baffle shapes i.e. square, triangular and teardrop shaped baffles of aspect ratio 1, 1.5 and 2 on mixing performance analysis has been investigated numerically, for widespread assortment of Reynolds numbers (Re) lies between 0.1 and 90. The polydimethylsiloxane (PDMS) baffle-based split and recombine chamber (B-SARC) micromixers have been fabricated. Further, the experimental analysis has been carried out. The experimental analysis for pressure drop as well as mixing index has been performed. A good agreement has been observed between experimental and computational results which leads to validation of the computational results. The results revel the role of diffusion at lower Reynolds numbers and the production of derivative flows owing to advection at higher Reynolds numbers within the considered range of Re.
微流控技术在各个领域引起了越来越多的关注。微混合过程对微流控装置的效率和精度有显著影响。微混合器是微流体系统不可缺少的组成部分,它包括微通道,用于在有限的空间和有限的流动路径内混合流体。在这些部件中,微型混合器作为关键元件脱颖而出,其任务是在施加最小压降的同时实现最大的混合效率。本文对基于挡板的劈裂复合室(B-SARC)微混合器进行了数值和实验研究。利用COMSOL Multiphysics软件建立了无挡板的弯曲波浪型微混合器和带有方形、三角形和泪滴型三种挡板的基于挡板的劈裂复合室(B-SARC)微混合器模型。通过对混合指数和压降的研究,对混合性能进行了分析。由于雷诺数(Re)在0.1和90之间分布广泛,因此对宽高比为1,1.5和2的方形、三角形和泪滴状挡板形状对混合性能分析的影响进行了数值研究。制备了基于聚二甲基硅氧烷(PDMS)挡板的分离复合室(B-SARC)微混频器。并进行了实验分析。对压降和混合指数进行了实验分析。实验结果与计算结果吻合较好,验证了计算结果的正确性。结果揭示了在考虑的雷诺数范围内,低雷诺数下的扩散和高雷诺数下平流产生的导数流的作用。
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引用次数: 0
Numerical investigation of different biomass feedstock on syngas production using steam gasification and thermodynamic analysis 不同生物质原料对蒸汽气化合成气生产的数值研究及热力学分析
Q4 ENGINEERING, CHEMICAL Pub Date : 2023-11-03 DOI: 10.1515/cppm-2023-0056
Hao Wu, Liping Zhang, Bing Xiao
Abstract Extensive research has been done to provide energy from renewable sources due to climate change, global warming and limited fossil resources. Due to its low energy density, biomass is one of the renewable energy sources that is not used directly. Biomass is a clean, renewable energy source with a zero carbon dioxide release rate. Gasification is a chemical process that converts carbonaceous materials like biomass into gaseous fuels or useful chemical raw materials for gasification to occur in an oxygen-deficient environment with a requirement for heat which needs mediators for the reaction, like air, oxygen, superheated steam, or a combination of these. This study has been conducted to investigate the impact of the type of biomass feed on the production of syngas using the steam gasification method. Therefore, rice husk, wood chip, wood residue, coffee bean and green waste are considered, and the impact of gasification temperature and steam to biomass ratio (S/B) is investigated. According to the results, wood residue produces the most hydrogen compared to other feeds. With the increase of gasification temperature, an increase-decrease trend in the mass flow rate of hydrogen and an increase trend in the mass flow rate of carbon monoxide can be seen. The hydrogen produced in wood residue is 855 kg/h at S/B of 0.2 as well as a gasification temperature of 1200 °C. The lowest mass flow rate of hydrogen and carbon monoxide is related to green waste feed.
由于气候变化、全球变暖和有限的化石资源,人们对可再生能源进行了广泛的研究。由于其能量密度低,生物质是不直接使用的可再生能源之一。生物质是一种清洁的可再生能源,二氧化碳排放量为零。气化是一种化学过程,它将含碳物质(如生物质)转化为气态燃料或有用的化学原料,以便在缺氧的环境中进行气化,这种环境需要热量,而热量需要空气、氧气、过热蒸汽或这些介质的组合来进行反应。本研究旨在探讨生物质饲料类型对蒸汽气化合成气生产的影响。因此,以稻壳、木屑、木渣、咖啡豆和绿色废弃物为研究对象,研究了气化温度和蒸汽生物质比(S/B)对气化效果的影响。结果表明,与其他原料相比,木渣产生的氢气最多。随着气化温度的升高,氢气的质量流量呈增减趋势,一氧化碳的质量流量呈增加趋势。在S/B为0.2、气化温度为1200℃的条件下,木渣制氢量为855 kg/h。氢气和一氧化碳的最低质量流率与绿色废料有关。
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引用次数: 0
Classification and authentication of operating conditions in different processes using Partial Least Squares 用偏最小二乘法对不同工序的工况进行分类和验证
Q4 ENGINEERING, CHEMICAL Pub Date : 2023-11-01 DOI: 10.1515/cppm-2023-0074
Rubal Chandra, Madhusree Kundu
Abstract Partial Least Squares (PLS) is a supervised multivariate statistical/machine learning technique, which is used for classification and identification/authentication of a variety of operating conditions in tomato juice concentrator/evaporator, yeast fermentation bioreactor and fluid catalytic cracking process plants. Data for the three processes were generated pertaining to different operating conditions (for each of them) including faulty ones by simulating their mechanistic models over 25 h. The simulated data at transient conditions were chosen for further processing. They were divided into training and testing data pools. After training, the developed PLS model could classify various process operating conditions 100 % accurately and identify unknown process operating conditions (simulated using training pool with certain degree of variations in them) pertaining to the processes.
偏最小二乘(PLS)是一种有监督的多元统计/机器学习技术,用于番茄汁浓缩/蒸发器、酵母发酵生物反应器和流体催化裂化工艺装置中各种操作条件的分类和识别/认证。通过对三个过程的机理模型进行超过25小时的模拟,生成了三个过程在不同工况下(包括故障工况下)的数据。选择瞬态工况下的模拟数据进行进一步处理。它们被分为训练和测试数据池。经过训练,所开发的PLS模型能够100%准确地对各种过程运行状态进行分类,并识别出与过程相关的未知过程运行状态(使用具有一定变化程度的训练池模拟)。
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引用次数: 0
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Chemical Product and Process Modeling
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