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Efficient “One-Column” grignard generation and reaction in continuous flow 高效的 "一柱式 "连续流格氏剂生成和反应
IF 2.7 4区 化学 Q3 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2024-08-06 DOI: 10.1007/s41981-024-00332-1
Maolin Sun, Hong Li, Hualiang Chen, Rixin Shao, Fanghua Chen, Xiangmin Sang, Weixia Lin, Yueyue Ma, Ruihua Cheng, Jinxing Ye

A straightforward “one-column” continuous flow method of Grignard generation and reaction was successfully developed. The diverse mixtures of aryl- or alkyl- halides and electrophiles were flowed through an activited magnesium packed-bed column, delivering a series of ketones, secondary alcohols, tertiary alcohols, esters, amides, and sulfinamides immediately in moderate to good yields. By combining Grignard generation and reaction into one step and avoiding the separate preparation and storage of Grignard reagents, this practical and efficient protocol dramatically enhanced the safety of operation and provided a convenient access for Grignard reactions, compared with traditional batch process. The continuous flow synthesis of Grignard generation and reaction is carried out in a magnesium packed-bed column successfully.The target product is provided in moderate to good yields within 6.0 min. This protocol with preferable controllability, good selectivity, and safety extremely simplified operational procedure.

我们成功地开发出了一种直接的 "单柱 "连续流格氏生成和反应方法。芳基或烷基卤化物和亲电体的各种混合物流经活化镁填料床柱,立即生成一系列酮、仲醇、叔醇、酯、酰胺和亚氨基磺酸盐,收率适中甚至很高。与传统的间歇式工艺相比,这种实用高效的方法将格氏试剂的生成和反应合并为一个步骤,避免了格氏试剂的单独制备和储存,大大提高了操作的安全性,并为格氏反应提供了便捷的途径。在镁填料床柱中成功实现了格氏反应生成和反应的连续流合成。该方案具有更佳的可控性、良好的选择性和安全性,极大地简化了操作程序。
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引用次数: 0
Two deep learning methods in comparison to characterize droplet sizes in emulsification flow processes 比较两种深度学习方法以确定乳化流动过程中的液滴大小
IF 2.7 4区 化学 Q3 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2024-07-30 DOI: 10.1007/s41981-024-00330-3
Inga Burke, Thajeevan Dhayaparan, Ahmed S. Youssef, Katharina Schmidt, Norbert Kockmann

For reliable supervision in multiphase processes, the droplet size represents a critical quality attribute and needs to be monitored. A promising approach is the use of smart image flow sensors since optical measurement is the most commonly used technique for droplet size distribution determination. For this, two different AI-based object detection methods, Mask RCNN and YOLOv4, are compared regarding their accuracy and their applicability to an emulsification flow process. Iterative optimization steps, including data diversification and adaption of training parameters, enable the models to achieve robust detection performance across varying image qualities and compositions. YOLOv4 shows better detection performances and more accurate results which leads to a wider application window than Mask RCNN in determining droplet sizes in emulsification processes. The final droplet detection model YOLOv4 with Hough Circle (HC) for feature extraction determines reliable droplet sizes across diverse datasets of liquid-liquid flow systems (disperse phase content 1–15 vol.-%, droplet size range 5–150 μm). Evaluating the adjustment of Confidence Scores (CS) ensures statistical representation of even smaller droplets. The droplet detection performance of the final YOLOv4 model is compared with a manual image processing method to validate the model in general as well as its accuracy and reliability. Since YOLOv4 in combination with Hough Circle (HC) shows an accurate and robust detection and size determination, it is applicable for online monitoring and characterization of various liquid-liquid flow processes.

Graphical abstract

为了对多相工艺进行可靠监控,液滴大小是一个关键的质量属性,需要加以监测。由于光学测量是确定液滴大小分布最常用的技术,因此使用智能图像流量传感器是一种很有前途的方法。为此,我们比较了 Mask RCNN 和 YOLOv4 这两种不同的基于人工智能的物体检测方法的准确性及其在乳化流动过程中的适用性。迭代优化步骤(包括数据多样化和训练参数的调整)使这两种模型在不同的图像质量和成分下都能获得稳健的检测性能。YOLOv4 显示出更好的检测性能和更准确的结果,因此在确定乳化流程中的液滴大小方面,它比 Mask RCNN 有更广阔的应用空间。最终的液滴检测模型 YOLOv4 使用 Hough Circle(HC)进行特征提取,在液-液流动系统(分散相含量为 1-15 vol.-%,液滴尺寸范围为 5-150 μm)的不同数据集中确定了可靠的液滴尺寸。对置信分(CS)的调整进行评估,可确保更小液滴的统计代表性。将 YOLOv4 最终模型的液滴检测性能与人工图像处理方法进行比较,以验证模型的总体性能及其准确性和可靠性。由于 YOLOv4 与 Hough Circle(HC)相结合,显示出准确、稳健的检测和尺寸确定能力,因此适用于各种液-液流动过程的在线监测和表征。
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引用次数: 0
Enhanced emulsification process between viscous liquids in an ultrasonic capillary microreactor: mechanism analysis and application in nano-emulsion preparation 超声波毛细管微反应器中粘性液体间的强化乳化过程:机理分析及在纳米乳液制备中的应用
IF 2.7 4区 化学 Q3 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2024-07-22 DOI: 10.1007/s41981-024-00331-2
Sawita Tanwinit, Shuainan Zhao, Chaoqun Yao, Guangwen Chen

Experimental investigations into acoustic cavitation and ultrasound-assited emulsification process between highly viscous liquids were systematically conducted in a laboratory-built ultrasonic microreactor. Under ultrasound irradiation, four cavitation modes were observed simultaneously in soybean oil, including volume, shape, transient collapse and cavitation clouds. Influenced by the intense oscillation of cavitation bubbles, emulsification between viscous liquids was initiated through a dispersion and migration mode. The effects of varying parameters, such as input power, residence time, channel size, HLB value, surfactant concentration and volume ratio between aqueous and oil phase, on the size and polydispersity of prepared emulsion were investigated using water-soybean oil two-phase system as a model. The emulsion size was reduced to 75.60 nm through optimization of experimental parameters. Based on these findings, the ultrasonic microreactor was successfully employed in the preparation of Vitamin E-enriched nano-emulsions. A fine emulsion with low average size (47.69 nm) and good storage stability (60 days) was prepared within 2 min, further indicating the potential application of ultrasonic microreactor in the beverage and pharmaceutical industries.

在实验室建造的超声波微反应器中,对高粘度液体之间的声空化和超声波辅助乳化过程进行了系统的实验研究。在超声波照射下,大豆油中同时出现了四种空化模式,包括体积空化、形状空化、瞬时塌陷空化和空化云。受空化气泡强烈振荡的影响,粘性液体之间通过分散和迁移模式开始乳化。以水-豆油两相体系为模型,研究了不同参数(如输入功率、停留时间、通道尺寸、HLB 值、表面活性剂浓度以及水相和油相之间的体积比)对所制备乳液的粒度和多分散性的影响。通过优化实验参数,乳液粒度减小到 75.60 nm。基于这些发现,超声微反应器被成功用于制备富含维生素 E 的纳米乳液。在 2 分钟内就制备出了平均粒径较小(47.69 nm)且具有良好储存稳定性(60 天)的精细乳液,这进一步表明了超声波微反应器在饮料和制药行业的应用潜力。
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引用次数: 0
Novel insights into acetylation kinetics in a continuous Flow milli-reactor for chemo-enzymatic separation of silybin A/B 连续流动毫升反应器中乙酰化动力学的新见解,用于水飞蓟宾 A/B 的化学酶法分离
IF 2.7 4区 化学 Q3 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2024-07-22 DOI: 10.1007/s41981-024-00329-w
Michele Emanuele Fortunato, Rita Pagano, Valeria Romanucci, Chiara Licenziato, Armando Zarrelli, Martino Di Serio, Giovanni Di Fabio, Vincenzo Russo

The separation of silybin A (SilA) and B (SilB) diastereomers in optically pure compounds is challenging due to their very similar physical and chemical properties. However, such separation is crucial for evaluating the biological activity of the diasteroisomers SilA and SilB, which show very different performance in pharmacological applications like treating prostate cancer, liver diseases, and Alzheimer’s disease. The most common isolation method is based on high-performance liquid chromatography, but it is slow and has a yield in pure SilB of hundreds of milligrams per day. An alternative chemo-enzymatic separation method, utilizing an immobilized lipase CALB catalyst to stereoselectively acetylate silybin B (1b), offers advantages in terms of higher productivity, selectivity, and scalability, particularly when applied in flow reactors. This study delves into the kinetics of Sil acetylation catalyzed by Novozym 435 in a continuous flow milli-reactor, investigated at various temperatures, volumetric flow rates, and Sil initial concentrations. It is noteworthy that, at the current state of the art, there is a lack of kinetic studies on this reaction, emphasizing the novelty and significance of this work. The kinetic and fluid dynamic parameters were estimated using a non-linear regression analysis of experimental data. The examined reaction showed a null apparent activation energy, explaining the temperature insensitivity of the final acetylated silybin B (1b) concentration. Furthermore, the decrease in steady-state concentrations of the acetylated products with increasing volumetric flow rates indicated that the reaction was occurring in a kinetic regime. Interestingly, a maximum starting Sil concentration was identified, above which there was no favorable impact on conversion.

由于水飞蓟宾 A(SilA)和 B(SilB)非对映异构体的物理和化学性质非常相似,因此在光学纯化合物中分离这两种非对映异构体具有挑战性。然而,这种分离对于评估水飞蓟宾 A 和水飞蓟宾 B 非对映异构体的生物活性至关重要,因为这两种非对映异构体在治疗前列腺癌、肝病和阿尔茨海默病等药理应用中表现出截然不同的性能。最常见的分离方法是基于高效液相色谱法,但这种方法很慢,而且每天的纯 SilB 产量只有几百毫克。另一种化学酶分离方法是利用固定化脂肪酶 CALB 催化剂立体选择性地乙酰化水飞蓟宾 B (1b),这种方法在更高的生产率、选择性和可扩展性方面具有优势,尤其是在流动反应器中应用时。本研究深入探讨了 Novozym 435 在连续流动毫升反应器中催化水飞蓟宾乙酰化的动力学过程,并在不同温度、容积流速和水飞蓟宾初始浓度下进行了研究。值得注意的是,在目前的技术水平下,还缺乏对这一反应的动力学研究,这突出了这项工作的新颖性和重要性。通过对实验数据进行非线性回归分析,估算了动力学和流体动力学参数。所研究的反应显示了无效的表观活化能,这解释了乙酰化水飞蓟宾 B (1b) 最终浓度对温度的不敏感性。此外,乙酰化产物的稳态浓度随着体积流量的增加而降低,这表明反应是在动力学条件下进行的。有趣的是,已确定了一个最大起始硅浓度,超过该浓度对转化率没有任何有利影响。
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引用次数: 0
Functionalization of unsaturated carbon–carbon bonds by continuous-flow ozonolysis 通过连续流臭氧分解使不饱和碳-碳键官能化
IF 2.7 4区 化学 Q3 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2024-07-15 DOI: 10.1007/s41981-024-00328-x
Caio M. Pacheco, Fernanda A. Lima, Mauro R. B. P. Gomez, Lucas B. Barbosa, Raquel A. C. Leão, Rodrigo O. M. A. de Souza

In the continuous struggle for improvements in laboratory processes, flow synthesis has been widely used for being safer, more reproducible, as for improving yields and scalability. Therefore, flow ozonolysis has become a turning point as flow reactors provides a much safer work environment and reactions can now be produced at industrial scales. In this review we would discuss several reactors used in flow ozonolysis and its importance for the safety of the ozonolysis process.

在不断改进实验室工艺的过程中,流动合成因其更安全、可重现性更高以及产量和可扩展性更强而得到广泛应用。因此,流动臭氧分解已成为一个转折点,因为流动反应器提供了更安全的工作环境,而且现在可以进行工业规模的反应。在本综述中,我们将讨论几种用于流动臭氧溶解的反应器及其对臭氧溶解过程安全性的重要性。
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引用次数: 0
Continuous preparation and reaction of nonaflyl azide (NfN3) for the synthesis of organic azides and 1,2,3-triazoles 用于合成有机叠氮化物和 1,2,3-三唑的壬烯呋喃叠氮化物 (NfN3) 的连续制备和反应
IF 2.7 4区 化学 Q3 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2024-07-04 DOI: 10.1007/s41981-024-00327-y
Sebastian P. Green, Hannah C. Broderick, Katherine M. P. Wheelhouse, Jason P. Hallett, Philip W. Miller, James A. Bull

Organic azides are widely used in organic synthesis. Continuous flow processing can be used to bypass their isolation, and can therefore be useful in mitigating the hazards associated with these potentially toxic and explosive reagents. Nonaflyl azide has been reported as an effective, bench-stable, and relatively safe diazo transfer reagent that can be useful in the preparation of azides from amines and so avoid the use of alkyl halides. Here we demonstrate the synthesis and purification of nonaflyl azide in continuous flow with isolation of the neat, pure reagent by membrane filtration. The neat reagent was used in the preparation of organic azides from primary amines, and then applied to the synthesis of triazoles. A variety of triazoles, including the antiseizure drug Rufinamide, were prepared from primary amines and alkynes via the CuAAC click reaction in a semi-batch parallel array without isolation of alkyl azide intermediates. A telescoped two-stage continuous flow process was also designed and demonstrated to form triazoles via the same CuAAC reaction, which avoids the handling of the intermediate reactive azides.

有机叠氮化物广泛用于有机合成。连续流工艺可用于绕过它们的分离,因此可有效减轻这些潜在有毒和易爆试剂带来的危害。据报道,壬酰基叠氮化物是一种有效、稳定、相对安全的重氮转移试剂,可用于从胺中制备叠氮化物,从而避免使用烷基卤化物。在此,我们展示了连续流合成和纯化壬烯丙基叠氮化物的过程,并通过膜过滤分离出纯净的试剂。纯试剂用于从伯胺制备有机叠氮化物,然后用于合成三唑类化合物。在半批次平行阵列中,通过 CuAAC 点击反应从伯胺和炔烃制备了多种三唑类化合物,包括抗癫痫药物鲁非那胺(Rufinamide),而无需分离烷基叠氮化物中间体。此外,还设计并演示了一种伸缩式两级连续流工艺,可通过相同的 CuAAC 反应生成三唑,从而避免了对中间反应叠氮化物的处理。
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引用次数: 0
Continuous flow process optimization aided by machine learning for a pharmaceutical intermediate 利用机器学习优化制药中间体的连续流工艺
IF 2.7 4区 化学 Q2 Chemical Engineering Pub Date : 2024-05-13 DOI: 10.1007/s41981-024-00318-z
Jinlin Zhu, Chenyang Zhao, Li Sheng, Dadong Shen, Gang Fan, Xufeng Wu, Lushan Yu, Kui Du

In this paper, we demonstrate the use of machine learning to optimize the continuous flow process of a crucial intermediate in the production of Nemonoxacin. Our focus is to achieve the good yield and enantioselectivity in the construction of chiral methyl group utilize the initial 29 experimental datasets and consider six important variables. Employing Single-Objective Bayesian optimization (SOBO), we achieved an impressive predicted yield of up to 89.7%, which is consistent with the experimental results, with a yield of 89.5%. Additionally, A Multi-Objective Bayesian Optimization (MOBO) algorithm, namely qNEHVI, to strike a balance between yield and enantioselectivity in the continuous flow system is applied. The algorithm’s prediction, with a yield of 81.8% and enantioselectivity of 97.85%, was experimentally validated, yielding 83.8% and 97.2%, respectively. This study effectively demonstrates that Bayesian optimization is a powerful tool for optimizing the continuous process in the production of active pharmaceutical ingredients (APIs).

在本文中,我们展示了如何利用机器学习来优化奈莫沙星生产过程中一个关键中间体的连续流工艺。我们的重点是利用最初的 29 个实验数据集,并考虑六个重要变量,在构建手性甲基的过程中实现良好的产率和对映选择性。利用单目标贝叶斯优化(SOBO),我们获得了令人印象深刻的高达 89.7% 的预测产率,这与实验结果一致,产率为 89.5%。此外,我们还采用了一种多目标贝叶斯优化(MOBO)算法,即 qNEHVI,以在连续流系统中实现产率和对映体选择性之间的平衡。实验验证了该算法的预测结果,产率为 81.8%,对映体选择性为 97.85%,产率和对映体选择性分别为 83.8%和 97.2%。这项研究有效地证明了贝叶斯优化算法是优化活性药物成分 (API) 连续生产过程的有力工具。
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引用次数: 0
Driving sustainability through adoption of hybrid manufacturing in small molecule API production 在小分子原料药生产中采用混合生产技术,推动可持续发展
IF 2.7 4区 化学 Q2 Chemical Engineering Pub Date : 2024-03-22 DOI: 10.1007/s41981-024-00325-0

Abstract

Pharmaceutical industry is challenged by the rising development costs, strict regulatory and environmental requirements all while racing to deliver complex molecules to market. The need to be the first-in-class brings about shorter lifetime to the launched products in favor of better functioning followers. In addition, a shift from large volume blockbusters towards small volume production of complex molecules presents a unique opportunity to challenge the status quo in pharmaceutical manufacturing. Traditional batch manufacturing, while foundational, presents hurdles in scaling and efficiency, particularly for demanding reactions. Continuous manufacturing has emerged as a promising alternative, delivering better control and uniformity of operating conditions, mirroring the efficiencies found in small-scale batch reactors. However, continuous manufacturing is not universally applicable. As a solution, a combination of the two into hybrid manufacturing processes, appears to fill this gap effectively. While the concept of hybrid manufacturing is not new, the current perspective adds an additional angle to the integration of both technologies. Authors propose to sustain the continuity of the operation for batch mode processes by decreasing the reactor size and increasing the level of automation. Furthermore, modular fabrication of smaller-footprint technological platforms is expected to synergize other advancements in the field, such as digitalization, automation, and standardization. As a result, a leap towards the implementation of advanced manufacturing to drive sustainability in pharmaceutical industry is more tangible than ever.

摘要 制药业面临着开发成本不断上升、监管和环保要求严格的挑战,同时还要争分夺秒地将复杂的分子产品推向市场。要成为同类产品中的佼佼者,就必须缩短上市产品的生命周期,以获得功能更好的后续产品。此外,从大批量生产大片转向小批量生产复杂分子,为挑战制药业的现状提供了一个独特的机会。传统的批量生产虽然是基础,但在规模和效率方面存在障碍,尤其是对于要求苛刻的反应。连续生产已成为一种很有前途的替代方法,它能更好地控制和统一操作条件,与小规模间歇反应器的效率相仿。然而,连续生产并非普遍适用。作为一种解决方案,将二者结合成混合制造工艺似乎能有效弥补这一缺陷。虽然混合制造的概念并不新鲜,但目前的观点为这两种技术的整合增添了新的视角。作者建议通过缩小反应器尺寸和提高自动化水平来保持批量模式工艺的连续性。此外,小尺寸技术平台的模块化制造有望与该领域的其他进步(如数字化、自动化和标准化)产生协同效应。因此,采用先进制造技术推动制药业的可持续发展比以往任何时候都更加切实可行。
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引用次数: 0
Efficient pinnick oxidation by a superheated micro-reaction process 通过过热微反应过程实现高效松脂氧化
IF 2.7 4区 化学 Q2 Chemical Engineering Pub Date : 2024-03-20 DOI: 10.1007/s41981-024-00324-1
Jinpei Huang, Yongxiang Li, Yuanzheng Zhou, Yifu Yu, Jingyi Feng, Yongjun Zhang, Yifeng Zhou

The Pinnick oxidation, due to its tolerance for sensitive functional groups, is widely used in the process of oxidizing α,β-unsaturated aldehydes to corresponding carboxylic acids. The reaction reagents typically include sodium chlorite, buffer salts, and a scavenger. However, the controllability of Pinnick oxidation in the batch reaction process is poor due to the inherent limitations of the reactor’s performance. This leads to potential safety risks and necessitates the reaction to proceed slowly under conditions of low temperature and low concentration. In this work, we introduced a new continuous micro-reaction process to intensify the Pinnick oxidation. The water-soluble crotonic acid was selected as a typical object of study. Through the study of reaction parameters and the construction of a micro-reaction system, efficient continuous process was achieved under high-temperature and high-pressure conditions for the first time. Compared to the batch process, the reaction benefited from the superheated condition resulting in a significant acceleration of the reaction rate, efficient gas–liquid interphase mass transfer allowing for effective utilization of the generated chlorine dioxide, and the inherent safety of the microreactor enabling an increase in reaction concentration. In addition, the buffer salts used in the Pinnick oxidation has been successfully replaced by hydrochloric acid and applied to the continuous flow. This work shows the tremendous potential of microreactors in utilizing harsh reaction conditions to achieve process intensification.

Graphical abstract

平尼克氧化法因其对敏感官能团的耐受性,被广泛应用于将α、β-不饱和醛氧化成相应羧酸的过程中。反应试剂通常包括亚氯酸钠、缓冲盐和清除剂。然而,由于反应器性能的固有限制,批量反应过程中平尼克氧化的可控性较差。这导致了潜在的安全风险,并使反应必须在低温和低浓度条件下缓慢进行。在这项工作中,我们引入了一种新的连续微反应工艺来强化平尼克氧化反应。我们选择了水溶性巴豆酸作为典型的研究对象。通过对反应参数的研究和微反应系统的构建,首次实现了高温高压条件下的高效连续反应过程。与间歇式工艺相比,该反应得益于超高温条件显著加快了反应速率,高效的气液相间传质使生成的二氧化氯得到了有效利用,微反应器的固有安全性使反应浓度得以提高。此外,平尼克氧化法中使用的缓冲盐已被盐酸成功取代,并应用于连续流。这项工作显示了微反应器在利用苛刻的反应条件实现工艺强化方面的巨大潜力。
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引用次数: 0
Rapid prototyping of a modular optical flow cell for image-based droplet size measurements in emulsification processes 用于乳化过程中基于图像的液滴粒度测量的模块化光学流动池的快速原型开发
IF 2.7 4区 化学 Q2 Chemical Engineering Pub Date : 2024-03-19 DOI: 10.1007/s41981-024-00323-2
Inga Burke, Christina Assies, Norbert Kockmann

Emulsification processes are often found in the process industry and their evaluation is crucial for product quality and safety. Numerous methods exist to analyze critical quality attributes (CQA) such as the droplet sizes and droplet size distribution (DSD) of an emulsification process. During the emulsification process, the optical process accessibility may be limited due to high disperse phase content of liquid-liquid systems. To overcome this challenge, a modular, optical measurement flow cell is presented to widen the application window of optical methods in emulsification processes. In this contribution, the channel geometry is subject of optimization to modify the flow characteristics and produce high optical quality. In terms of rapid prototyping, an iterative optimization procedure via SLA-3D printing was used to increase operability. The results demonstrated that the flow cell resulting from the optimization procedure provides a broad observation window for droplet detection.

Graphical abstract

乳化过程经常出现在加工工业中,对其进行评估对产品质量和安全至关重要。目前有许多方法可以分析乳化过程中的液滴尺寸和液滴尺寸分布 (DSD) 等关键质量属性 (CQA)。在乳化过程中,由于液-液系统的分散相含量较高,光学过程的可及性可能会受到限制。为了克服这一挑战,我们提出了一种模块化光学测量流动池,以拓宽光学方法在乳化过程中的应用范围。在这一贡献中,对通道几何形状进行了优化,以改变流动特性并产生高光学质量。在快速原型制作方面,采用了 SLA-3D 打印迭代优化程序,以提高可操作性。结果表明,优化程序产生的流动池为液滴检测提供了广阔的观察窗口。
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引用次数: 0
期刊
Journal of Flow Chemistry
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