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Adaptive sampling Bayesian algorithm for constrained black-box optimization problems 约束黑箱优化问题的自适应抽样贝叶斯算法
IF 3.7 3区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2025-01-02 DOI: 10.1002/aic.18715
Shuyuan Fan, Xiaodong Hong, Zuwei Liao, Congjing Ren, Yao Yang, Jingdai Wang, Yongrong Yang
Constrained black-box optimization (CBBO) has become increasingly popular in process optimization. Algorithms often encounter difficulties in balancing feasibility and optimality, with some even failing to find feasible solutions. This article introduces an adaptive sampling Bayesian optimization algorithm (ASBO) to solve CBBO problems effectively. The developed infill sampling criterion introduces an adaptive acquisition function to facilitate multistage optimization. The three stages consist of exploring feasible solutions, balancing feasibility and optimality, and optimizing. Furthermore, a hybrid method is proposed for complex problems. A gradient-based optimizer (GBO) aids in constructing the posterior distribution, thereby enhancing the identification of feasible regions. Additionally, four auxiliary strategies are developed to enhance stability and accelerate convergence in simulation-based optimization. The effectiveness of the proposed algorithm is validated through three benchmark problems and two process optimization cases. Comparative analysis against state-of-the-art algorithms demonstrates better iteration efficiency of ASBO algorithms.
约束黑盒优化(CBBO)在过程优化中得到越来越广泛的应用。算法往往难以平衡可行性和最优性,有的甚至找不到可行解。本文介绍了一种自适应采样贝叶斯优化算法(ASBO)来有效地解决CBBO问题。开发的填充采样准则引入了自适应采集函数,以方便多阶段优化。这三个阶段分别是探索可行方案、平衡可行性与最优性、优化。在此基础上,提出了复杂问题的混合求解方法。基于梯度的优化器(GBO)有助于构造后验分布,从而增强对可行区域的识别。此外,还开发了四种辅助策略来提高基于仿真的优化的稳定性和加快收敛速度。通过三个基准问题和两个过程优化案例验证了该算法的有效性。与现有算法的对比分析表明,ASBO算法具有更好的迭代效率。
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引用次数: 0
An electro-metathesis membrane reactor for directly producing LiOH with purity exceeding 99.5% 用于直接生产纯度超过99.5%的LiOH的电分解膜反应器
IF 3.7 3区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2024-12-31 DOI: 10.1002/aic.18705
Xiao Liu, Guangzhong Cao, Songhui Wang, Weixiang Shan, Tianle Gu, Zhaoming Liu, Chenxiao Jiang, Tongwen Xu
Producing battery-grade lithium hydroxide (LiOH) from lithium salts is essential for high-performance lithium-ion batteries. Traditional causticization methods, which involve metathesis reactions between lithium salts (such as Li2CO3, Li2SO4, or LiCl) and bases (such as Ca(OH)2, NaOH, or Ba(OH)2), often result in low concentrations of LiOH and significant lithium loss dragged by CaCO3/Na2SO4/BaSO4 as solid waste. To address these challenges, we developed the “electro-metathesis” membrane reactor, which integrates the metathesis reaction with an electro-membrane system based on ion-distillation technology. This technology enhances the causticization process by regulating ion migration through ion exchange membranes and blocking impurity ions stage by stage, improving lithium recovery to 84.4% and achieving high-purity (99.6%) LiOH products. Furthermore, the process cost is 3.32 $/kg LiOH, which is lower than traditional causticization processes. This research highlights the advantages of the “electro-metathesis” membrane reactor in process efficiency, product quality, and cost management, showing strong potential for industrial applications.
从锂盐中生产电池级氢氧化锂(LiOH)对于高性能锂离子电池至关重要。传统的苛化方法涉及锂盐(如Li2CO3, Li2SO4或LiCl)和碱(如Ca(OH)2, NaOH或Ba(OH)2)之间的复分解反应,通常会导致低浓度的LiOH和CaCO3/Na2SO4/BaSO4作为固体废物拖拽的大量锂损失。为了应对这些挑战,我们开发了“电-复分解”膜反应器,该反应器将复分解反应与基于离子蒸馏技术的电膜系统相结合。该技术通过调节离子通过离子交换膜的迁移,逐步阻断杂质离子,提高了焦化过程,使锂回收率达到84.4%,获得了高纯度(99.6%)的LiOH产品。该工艺成本为3.32美元/kg LiOH,低于传统的焦化工艺。本研究突出了“电复分解”膜反应器在工艺效率、产品质量、成本管理等方面的优势,具有很强的工业应用潜力。
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引用次数: 0
Experimental study and numerical simulation of liquid–liquid dispersions in micro-impinging jet mixers 微冲击射流混合器液液分散的实验研究与数值模拟
IF 3.7 3区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2024-12-30 DOI: 10.1002/aic.18720
Bin Wu, Lin Chen, Yanchun Fan, Huidong Zheng, Fuweng Zhang
This study investigates the turbulent two-phase dispersion of toluene-water in micro-impinging jet (MIJ) mixers using both experimental and numerical methods. We employ computational fluid dynamics combined with the population balance model (CFD-PBM) to predict the mean droplet size (d32) and droplet size distribution (DSD). The numerical predictions align well with the experimental results. The liquid–liquid dispersion in the MIJ mixer is a two-step process, each step governed by the velocity ratio (r) and Reynolds number (Rej), respectively. By increasing the volume flow rate (Q) and r, or by reducing the diameter of the outlet orifice of mixing chamber (Do), the dispersion process can be intensified. This leads to the production of smaller droplets with a narrow DSD within a millisecond timeframe. Additionally, we propose a correlation for d32 that accurately describes the two-step dispersion process of the mixer, providing a reliable guide for the design and optimization of liquid–liquid systems.
采用实验和数值方法研究了微碰撞射流(MIJ)混合器中甲苯-水的湍流两相分散。我们采用计算流体力学结合种群平衡模型(CFD-PBM)来预测平均液滴大小(d32)和液滴大小分布(DSD)。数值预测与实验结果吻合得很好。MIJ混合器中的液液分散是一个两步过程,每一步分别由流速比(r)和雷诺数(Rej)控制。通过增大体积流速(Q)和r,或减小混合室出口孔直径(Do),可以加强分散过程。这导致在毫秒时间内产生具有窄DSD的更小液滴。此外,我们提出了d32的相关关系,准确地描述了混合器的两步分散过程,为液-液系统的设计和优化提供了可靠的指导。
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引用次数: 0
Confined water accelerated alkene epoxidation inside channels of Ti-beta zeolite 密闭水加速钛沸石通道内烯烃环氧化
IF 3.7 3区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2024-12-28 DOI: 10.1002/aic.18726
Dong Lin, Xiuhui Zheng, Ze Zong, Yang Xu, Qiuming He, Zhe Ma, De Chen, Chaohe Yang, Xiang Feng
Comprehensive mechanistic explorations and profound understandings of the interactions between water molecules and active intermediates harbors tremendous significance in the field of zeolite catalysis. Herein, we envision a strategy to accelerate alkene epoxidation reactions (e.g., 1-pentene, 1-hexene, cyclohexene, cyclooctene) with preformed H2O2 inside confined channels of Ti-beta by water molecules. Combined with in situ UV–vis, kinetic experiments, and DFT calculations, it is found that keen control of water molecules could effectively enhance H2O2 adsorption and stabilize crucial oxygen intermediates (Ti-OOH) by hydrogen bonding interactions. As a result, the yields of corresponding epoxides increased up to 20.5%. However, excessive water clusters construct a dense and robust hydrogen-bond network, blocking the activation of reactants and further epoxidation over Ti sites. This finding not only sheds new light on the mechanism of water-accelerated reaction, but also opens up new opportunities to enhance the efficiency of industrial epoxidation reactions involving H2O2.
全面探索水分子与活性中间体相互作用的机理,深刻认识水分子与活性中间体的相互作用,在沸石催化领域具有重要意义。在此,我们设想了一种策略来加速烯烃环氧化反应(例如,1-戊烯、1-己烯、环己烯、环烯)与预形成的H2O2在ti - β的受限通道内通过水分子进行。结合原位UV-vis、动力学实验和DFT计算,发现对水分子的敏锐控制可以有效增强对H2O2的吸附,并通过氢键相互作用稳定关键氧中间体(Ti-OOH)。结果表明,相应环氧化物的产率提高了20.5%。然而,过量的水团簇构建了密集而坚固的氢键网络,阻碍了反应物的活化和Ti位点的进一步环氧化。这一发现不仅为水加速反应的机理提供了新的思路,也为提高H2O2工业环氧化反应的效率开辟了新的途径。
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引用次数: 0
A systematic approach to defining a unit cell for fluid dynamics in packed beds with low tube-to-particle diameter ratio 一种在低管粒直径比充填床中定义流体动力学单元的系统方法
IF 3.7 3区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2024-12-26 DOI: 10.1002/aic.18707
Dalia N. Dorantes-Landa, Alberto Hernandez-Aguirre, Luis Ricardez-Sandoval, Sergio Huerta-Ochoa, Carlos O. Castillo-Araiza
This work develops an approach to identify the suitable representative volume (unit cell) that captures fluid dynamics in beds packed with spheres or cylinders with a dt/dp ≤ 10, by describing radial void fraction and velocity profiles at particle Reynolds numbers between 5 and 100. Rigid-body simulations were used to construct synthetic packings, while velocity profiles were obtained from particle-resolved simulations. This methodology, rooted in the similitude of fluid dynamics between beds of different lengths, determines the minimum length (or number of particles in a bed) required for the unit cell to accurately describe the void fraction and velocity profiles. Defining such a unit cell for fluid dynamics not only reduces computational effort but also opens avenues for its use in multiscale techniques to develop reliable pseudo-continuous models, which is currently the bottleneck in the design and optimization of wall-cooled packed-bed reactors in industrial scenarios.
这项工作开发了一种方法,通过描述颗粒雷诺数在5到100之间的径向空隙率和速度分布,确定合适的代表性体积(单位细胞),以捕获dt/dp≤10的球体或圆柱体填充床的流体动力学。采用刚体模拟来构建合成填料,而速度剖面则通过颗粒分解模拟获得。该方法基于不同长度层之间流体动力学的相似性,确定了单元格准确描述孔隙率和速度剖面所需的最小长度(或层中颗粒的数量)。定义这样的流体动力学单元不仅减少了计算量,而且为其在多尺度技术中的应用开辟了道路,以开发可靠的伪连续模型,这是目前工业场景中壁冷填充床反应器设计和优化的瓶颈。
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引用次数: 0
Bipolar membrane electrodialysis with isolation chamber enables high-purity LiOH production with ordinary membranes 带隔离室的双极膜电渗析可以用普通膜生产高纯度的LiOH
IF 3.7 3区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2024-12-24 DOI: 10.1002/aic.18674
Duyi He, Weicheng Fu, Zihao Wang, Junying Yan, Huangying Wang, Ruirui Li, Baoying Wang, Xiaochun Chen, Yaoming Wang, Tongwen Xu
Currently, bipolar membrane electrodialysis (BMED) is recognized as an eco-friendly technique to recycle lithium from waste lithium-ion batteries. However, the application of ordinary bipolar membranes has the disadvantage of unsatisfactory product purity due to undesired ion leakage. Herein, we proposed isolation chamber bipolar membrane electrodialysis (ICBMED) to inhibit coion migration, thereby increasing the purity of the regenerated acid and alkali. The experimental results indicate that 97.7%–99.3% of the LiOH generated by the ICBMED using domestic membranes was generated, which is much greater than the 85.7%–94.4% obtained without an isolation chamber. The total cost of the ICBMED for LiOH production with inexpensive domestic membranes was 1.65$/kg-LiOH (US) at 400 A/m2, which is lower than the cost of 1.91$/kg-LiOH (US) for flagship membranes with identical product quality. BMED with an isolation chamber provides a viable solution for acid–base production by balancing product quality and cost.
目前,双极膜电渗析(BMED)技术被认为是回收废旧锂离子电池中的锂的环保技术。然而,普通双极膜的应用存在由于不希望离子泄漏而导致产品纯度不理想的缺点。在此,我们提出隔离室双极膜电渗析(ICBMED)来抑制离子迁移,从而提高再生酸和碱的纯度。实验结果表明,使用国产膜的ICBMED生成的LiOH的产生率为97.7% ~ 99.3%,远高于不使用隔离室的85.7% ~ 94.4%。在400 A/m2条件下,ICBMED用廉价的国产膜生产LiOH的总成本为1.65美元/kg-LiOH (US),低于同等产品质量的旗舰膜的1.91美元/kg-LiOH (US)。带隔离室的BMED通过平衡产品质量和成本为酸碱生产提供了可行的解决方案。
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引用次数: 0
Channel–molecule attraction mediated molecule transport in confined nanochannels of COF membranes for nanofiltration 通道-分子吸引介导的COF膜纳米通道内的分子运输
IF 3.7 3区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2024-12-24 DOI: 10.1002/aic.18719
Ruilong Li, Yongjian Yang, Jingjing Chen, Chongchong Chen, Wenpeng Li, Xiaoli Wu, Jingtao Wang
Porous membranes, a type of material widely used in nanofiltration, are confronted with the limitation that the influence of channel–molecule interactions on transport behaviors has yet been investigated in detail. Herein, covalent organic framework membranes with adjustable pore sizes (⁓ 2.5 nm and ⁓ 1.2 nm) and chemical groups (−F, −OH, and −CO−) were prepared by interfacial polymerization. We demonstrate that strong channel–molecule attraction induces the formation of stable solvent layers along nanochannel walls, which protect central molecules from the attraction of chemical groups. Significantly, stable solvent layers permit fast transport of ethanol (245.6 L m−2 h−1 bar−1) with reactive black (RB) rejection of 96%. Likely, for membranes with weak channel–molecule attraction, no solvent layers are formed and molecules also transport smoothly. Interestingly, membranes that exhibit moderate channel–molecule attraction exert metastable solvent layers, thus displaying high transport resistance. This hindrance effect on molecule transport becomes more pronounced in smaller nanochannels.
多孔膜是一种广泛应用于纳滤的材料,但由于通道-分子相互作用对其传输行为的影响尚未得到详细的研究,因此存在一定的局限性。本文采用界面聚合法制备了孔径可调(⁓2.5 nm和⁓1.2 nm)、化学基团可调(−F、−OH和−CO−)的共价有机骨架膜。我们证明了强大的通道-分子吸引力诱导沿纳米通道壁形成稳定的溶剂层,从而保护中心分子免受化学基团的吸引。值得注意的是,稳定的溶剂层允许乙醇快速运输(245.6 L m−2 h−1 bar−1),活性黑(RB)的去除率为96%。很可能,对于具有弱通道-分子吸引力的膜,没有形成溶剂层,分子也能顺利运输。有趣的是,表现出适度通道-分子吸引力的膜施加亚稳溶剂层,从而表现出高的运输阻力。在更小的纳米通道中,这种对分子运输的阻碍作用变得更加明显。
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引用次数: 0
Extraction of valuable metals from waste Li-ion batteries by deep eutectic solvent: Experimental and mechanism analysis 用深共晶溶剂萃取废锂离子电池中有价金属:实验及机理分析
IF 3.7 3区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2024-12-24 DOI: 10.1002/aic.18714
Yan Zhang, Hai Liu, Ruoyu Hu, Yan Zhou, Shuai Wang, Jianguang Qi, Yinglong Wang, Zhaoyou Zhu, Guoxuan Li
A novel phospho-based hydrophobic deep eutectic solvents (HDESs) is proposed to selectively extract valuable metals from waste lithium-ion batteries (LIBs). Under the optimized extraction conditions, the single-stage extraction efficiency of HDES [TOP][Lid] for Co2+ and Ni2+ were 98.5% and 83.9%, and HDES [TBP][Lid] for Co2+ and Ni2+ were 96.0% and 82.9%, and Li+ was enriched in the extract. FT-IR, 1H NMR, and ESP analysis confirmed the hydrogen bond between HBD and HBA. The metal ion extraction mechanism by HDESs was analyzed based on quantum chemistry (QC) and molecular dynamics (MD). The extraction mechanism at the molecular level is that electrostatic and coordination interactions between transition metal ions and HDESs dominate the extraction of metal ions (Co2+ and Ni2+). The interaction intensity with HDESs was stronger than that between Li+ and HDESs.
提出了一种新型磷基疏水深共晶溶剂(hess),用于从废锂离子电池(LIBs)中选择性提取有价金属。在优化的萃取条件下,HDES [TOP][Lid]对Co2+和Ni2+的单级萃取效率分别为98.5%和83.9%,HDES [TBP][Lid]对Co2+和Ni2+的单级萃取效率分别为96.0%和82.9%,且萃取液中富集了Li+。FT-IR, 1H NMR和ESP分析证实了HBD和HBA之间的氢键。基于量子化学(QC)和分子动力学(MD)分析了hdes萃取金属离子的机理。分子水平上的萃取机制是过渡金属离子与hess之间的静电和配位相互作用主导了金属离子(Co2+和Ni2+)的萃取。与hess的相互作用强度大于Li+与hess的相互作用强度。
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引用次数: 0
Carbon-zero co-production of hydrogen and chemicals boosted by directional hydrogen spillover via terminated interface 通过终止界面的定向氢气溢出促进氢和化学品的零碳联合生产
IF 3.7 3区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2024-12-23 DOI: 10.1002/aic.18713
Xuanlin Guo, Huifang Wu, Yang Zhao, Lirong Zheng, Qian Wang, Dianqing Li, Junting Feng
Acceptorless dehydrogenation of biomass-alcohol provides an appealing route for co-producing green H2 and high-value chemicals. However, the sluggish H species binding step severely inhibits reaction equilibrium and cause C-C cleavage. Herein, we propose a unique directional H spillover strategy driven by controlling electron transport direction via constructing Au-O-Cu-O-Mg/Al interfacial structure, to allow H species transfer from O-H dehydrogenation Cu2+ site to C-H dehydrogenation Au site to promote H2 formation. The structure that each Cu precisely terminated by Mg/Al is inherited from layered double hydroxides with orderly dispersed atom arrangement. Comprehensive studies substantiate that the unreducible Mg2+/Al3+ blocks electron transfer toward support, whereas Au-O-Cu electronic interaction drives H spillover from the support to Au. The Au/CuMgAl catalyst demonstrated unprecedentedly high glycerol dehydrogenation activity, showing 3–10 times turnover frequency (1.18 × 104 h−1) than other biomass-derived H2 formation system, co-producing lactic acid with selectivity up to 98.8%.
生物质醇的无受体脱氢为绿色H2和高价值化学品的联产提供了一条有吸引力的途径。然而,缓慢的H结合步骤严重抑制了反应平衡,导致C-C裂解。本文提出了一种独特的定向H溢出策略,通过构建Au- o - cu - o - mg /Al界面结构来控制电子传递方向,使H从O-H脱氢Cu2+位点转移到C-H脱氢Au位点,促进H2的形成。每个Cu被Mg/Al精确终止的结构继承自有序分散原子排列的层状双氧水。综合研究证实,不可还原的Mg2+/Al3+阻止了电子向载体的转移,而Au- o - cu电子相互作用则驱动H从载体向Au的溢出。Au/CuMgAl催化剂表现出前所未有的高甘油脱氢活性,其转换频率(1.18 × 104 h−1)是其他生物质生成H2体系的3-10倍,共产乳酸的选择性高达98.8%。
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引用次数: 0
High‐speed continuous flow calorimetry in a nonadiabatic environment 非绝热环境下的高速连续流量热法
IF 3.7 3区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2024-12-23 DOI: 10.1002/aic.18712
Yiming Xu, Fujun Li, Yun Zou, Jinzhe Cao, Shengyang Tao
Many rapid and strongly exothermic reactions have transitioned to continuous flow reactors for safety considerations. However, data from batch calorimeters often fall short in guiding these processes due to substantial differences in transfer characteristics, and the adiabatic components of calorimeters significantly escalate equipment costs and dimensions. Inspired by the human body's thermoregulatory mechanism, we developed the Dynamic Tracking Reference Continuous Calorimeter (DTRCC). This novel device enables rapid and precise calorimetry in continuous‐flow reactions under nonadiabatic conditions and variable external temperatures. The measurement time can be reduced to 110 s with a low difference of 0.5%. The DTRCC proves versatile across various reaction types, including nitrification and photoreaction. It can also determine solutions' heat capacity and reactions' selectivity according to calorimetry. Implementing the DTRCC provides crucial data that enhance the design and optimization of continuous flow reactors, significantly boosting chemical process safety and efficiency.
出于安全考虑,许多快速而强烈的放热反应已过渡到连续流反应器。然而,由于传递特性的巨大差异,来自批量量热计的数据通常无法指导这些过程,并且量热计的绝热组件显着增加了设备成本和尺寸。受人体体温调节机制的启发,我们开发了动态跟踪参考连续量热计(DTRCC)。这种新颖的装置可以在非绝热条件下和可变外部温度下的连续流反应中进行快速和精确的量热测定。测量时间可缩短至110 s,误差低至0.5%。DTRCC在各种反应类型中被证明是通用的,包括硝化和光反应。还可以根据量热法测定溶液的热容和反应的选择性。实施DTRCC提供了重要的数据,加强了连续流反应器的设计和优化,显著提高了化工过程的安全性和效率。
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引用次数: 0
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