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Application of neural networks to lysine production 神经网络在赖氨酸生产中的应用
Pub Date : 1996-06-01 DOI: 10.1016/0923-0467(96)03090-4
Y.-H. Zhu, T. Rajalahti, S. Linko

Lysine is an essential amino acid in human nutrition and also widely used in animal feed formulations. It is produced on a large scale by fermentation in stirred tank bioreactors. In the present work lysine was produced by fed-batch fermentation with an industrial Brevibacterium flavum strain grown in a 115 m3 fermentor on a beet molasses based medium. The difficulties in on-line monitoring of substrate consumption and of product formation complicate real-time process control. We demonstrate that well-trained backpropagation multilayer neural networks can be employed to overcome such problems without detailed prior knowledge of the relationships of process variables under investigation. Neural network models programmed in MS-Visual C++ for Windows and implemented on a personal computer were constructed and applied to state estimation and multi-step-ahead prediction of consumed sugar and produced lysine on the basis of on-line measurable variables for process control purposes.

赖氨酸是人体营养必需的氨基酸,也广泛用于动物饲料配方中。它是在搅拌式生物反应器中大规模发酵生产的。在本研究中,赖氨酸是通过在115 m3发酵罐中生长的工业黄短杆菌菌株在甜菜糖蜜为基础的培养基上分批补料发酵生产的。基材消耗和产品形成在线监测的困难使实时过程控制复杂化。我们证明,训练良好的反向传播多层神经网络可以用来克服这些问题,而不需要详细了解所研究的过程变量之间的关系。建立了基于MS-Visual c++编程并在微机上实现的神经网络模型,并将其应用于过程控制中基于在线可测变量的消耗糖和产生赖氨酸的状态估计和多步超前预测。
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引用次数: 20
Optimum operating conditions in closed-system industrial acetifiers (batch operation): a study by computer simulation 封闭系统工业活化剂(批量操作)的最佳操作条件:计算机模拟研究
Pub Date : 1996-06-01 DOI: 10.1016/0923-0467(95)03069-7
M. Macías, I. Caro, D. Cantero

This work studies the optimum operating conditions in theoretical industrial acetifiers using computer simulation techniques. The fundamental part of the simulator is a global model for the growth of Acetobacter aceti in submerged culture compiled from the literature. The model is based on an expression which brings together a function for the specific rate of growth and another function for the specific rate of death, which reflects the combined influences of acetic acid, ethanol and oxygen. The kinetic parameters of the model are refitted by non-linear least-squares-type techniques, using data obtained from laboratory and industrial experimentation.

The optimum operating conditions have been calculated for two types of batch process: those with constant concentrations of dissolved oxygen and those with a constant rate of oxygen transfer to the fermentation medium. In both cases, the influence on the evolution of the process of different initial concentration levels of ethanol, acetic acid, biomass, dissolved oxygen and KLa has been studied.

本文利用计算机模拟技术研究了理论工业活化剂的最佳操作条件。模拟器的基础部分是根据文献编制的醋酸杆菌在沉水培养中生长的全局模型。该模型基于一个表达式,该表达式将特定生长率函数和特定死亡率函数结合在一起,反映了乙酸、乙醇和氧气的综合影响。利用实验室和工业实验数据,采用非线性最小二乘技术对模型的动力学参数进行了修正。计算了两种间歇过程的最佳操作条件:溶解氧浓度恒定的间歇过程和氧气向发酵介质转移速率恒定的间歇过程。在这两种情况下,研究了不同初始浓度水平的乙醇、乙酸、生物质、溶解氧和KLa对过程演化的影响。
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引用次数: 6
Hydrodynamical interactions between particles and liquid flows in biochemical applications 生物化学应用中颗粒与液体流动之间的流体动力学相互作用
Pub Date : 1996-06-01 DOI: 10.1016/0923-0467(96)03086-2
P.J.C. Caulet , R.G.J.M. van der Lans, K.Ch.A.M. Luyben

The interactions between a turbulent flow field and discrete particles have numerous applications in biochemical engineering. On the one hand, flows have a strong influence on the particle motion, from which consequences for heat and mass transfer, mixing or even damage to particles are derived. On the other hand, the presence of the discontinuous (solid) phase is regarded as altering the turbulent field (two-way coupling). At present, no fully explained mechanism of this turbulence alteration is offered in the literature. However, the two-way coupling can no longer be considered when the particle concentration becomes sufficiently high. The dominant mechanism affecting the flow is then the particle—particle interaction. Until now, no clear definition of a demarcation between hydrodynamic (fluid—particle interaction) and viscous (particle—particle interaction) influences in liquid—solid or liquid—solid—gas systems has been given in the literature.

In this paper we present first a description of the forces acting on a particle in a flow and the most relevant parameters linked to the response of a particle to turbulent stimulations. Some illustrations are given for common biochemical applications. The second part is concerned with the action of the particles on the turbulence, the main trends observed and their significance in such applications being focused on. It is also demonstrated here that the transition between the hydrodynamic and the viscous regimes is located between 20% and 30% in solid volume concentration.

湍流流场与离散粒子之间的相互作用在生化工程中有许多应用。一方面,流动对颗粒运动有很强的影响,由此推导出传热传质、混合甚至颗粒损伤的后果。另一方面,不连续相(固相)的存在被认为改变了湍流场(双向耦合)。目前,文献中还没有完全解释这种湍流变化的机制。然而,当颗粒浓度足够高时,就不能再考虑双向耦合了。影响流动的主要机制是粒子间的相互作用。到目前为止,文献中还没有明确定义液体-固体或液体-固体-气体系统中流体动力(流体-颗粒相互作用)和粘性(颗粒-颗粒相互作用)影响之间的界限。在本文中,我们首先描述了作用在流动中的粒子上的力,以及与粒子对湍流刺激的响应有关的最相关参数。给出了一些常见的生化应用实例。第二部分是关于粒子对湍流的作用,所观察到的主要趋势及其在此类应用中的意义。这里还证明了流体动力和粘性状态之间的过渡位于固体体积浓度的20%和30%之间。
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引用次数: 12
The vortex wave membrane bioreactor: hydrodynamics and mass transfer 涡旋波膜生物反应器:流体力学与传质
Pub Date : 1996-06-01 DOI: 10.1016/0923-0467(96)03087-4
H.R. Millward, B.J. Bellhouse, I.J. Sobey

An experimental study of a membrane bioreactor has investigated the dynamics of the vortex wave as an effective aeration technique for application in high density mammalian cell culture. Gas transfer membranes have been employed in order to eliminate the potentially lethal gas3-liquid interface found in stirred tank and bubble columns. The diffusion-limited features of oxygen transfer through a membrane have been overcome by harnessing the excellent mixing characteristics of oscillatory flow and vortex formation.

The crucial hydrodynamic features of the vortex wave, in a relatively wide channel, have been classified in terms of deflector spacing, Reynolds number and Strouhal number. The dynamic gassing-in of oxygen from a gas phase, across the membrane, to a liquid phase has allowed us to quantify the mass transfer characteristics in terms of the Sherwood number. Significant mass transfer enhancement has been achieved under laminar flow conditions, without a major increase in power dissipation. The Sherwood number has been found to be dependent on both the Reynolds number and the Strouhal number. The Reynolds analogy has been employed to calculate shear rates. The low shear rates (about 300 s{sut-1}) and maximum theoretical hybridoma cell densities (about 1.0 sx 10{su9} cells ml{sut-1}) indicate that the vortex wave design may be an effective alternative to traditional bioreactors.

通过膜生物反应器的实验研究,探讨了涡旋波作为一种有效的曝气技术在高密度哺乳动物细胞培养中的应用。为了消除搅拌槽和气泡塔中存在的可能致命的气液界面,采用了气体传输膜。利用振荡流和涡流形成的优异混合特性,克服了膜上氧传递的扩散限制特性。在较宽的通道中,涡波的关键水动力特征从偏转板间距、雷诺数和斯特罗哈尔数三个方面进行了分类。氧气从气相,穿过膜,进入液相的动态吸气使我们可以用舍伍德数来量化传质特性。在层流条件下实现了显著的传质增强,而功耗没有显著增加。舍伍德数已被发现依赖于雷诺数和斯特罗哈尔数。采用雷诺类比法计算剪切速率。低剪切速率(约300 s{sut-1})和最大理论杂交瘤细胞密度(约1.0 sx 10{su t-1})表明涡旋波设计可能是传统生物反应器的有效替代方案。
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引用次数: 22
Determination of yield and maintenance coefficients in citric acid production by Aspergillus niger 黑曲霉产柠檬酸产量及维持系数的测定
Pub Date : 1996-06-01 DOI: 10.1016/0923-0467(96)03088-6
Liliana Krzystek, Pawel Gluszcz, Stanislaw Ledakowicz

One method for economic planning and management of production processes is a balance of substrate mass and energy it contains. Theoretical assumptions and practical applications of mass and energy balances in the process of citric acid production by Aspergillus niger are discussed in the study.

In the calculation of biomass and product yields as well as the maintenance coefficients mechanistic values such as true biomass and citric acid yields YmaxATP,X(P) on ATP and specific ATP consumption mATP due to maintenance processes were used. A set of limitations imposed on theoretical and true yield coefficients in the linear growth equation is also presented.

The experimental measurements were performed in an air-lift bioreactor of 220 dm3 operating capacity, with external circulation loop. The sole carbon source for the cultivation of A. niger was sucrose at an initial concentration of 100 g l−1.

The experimentally obtained yield coefficients relative to cell growth and citric acid production have reached 96% and 83% respectively of real maximum theoretical values. Calculated true biomass and citric acid yield coefficients were closely correlated with the values from the balance analysis of stoichiometric equations. Calculated value of specific maintenance requirements mATP was 0.015 mol ATP [mol C(dry mass)]−1 h−1.

对生产过程进行经济规划和管理的一种方法是平衡其所含的基材质量和能量。本文讨论了黑曲霉生产柠檬酸过程中物质和能量平衡的理论假设和实际应用。在计算生物量和产品产量以及维持系数时,使用了机械值,如真生物量和柠檬酸产量YmaxATP,X(P)对ATP和特定ATP消耗mATP由于维持过程。对线性增长方程的理论屈服系数和真实屈服系数也提出了一系列限制。实验测量在220 dm3操作容量的气升式生物反应器中进行,具有外循环回路。培养黑曲霉的唯一碳源是蔗糖,初始浓度为100 g l−1。实验得到的产率系数与细胞生长和柠檬酸产量有关,分别达到实际最大理论值的96%和83%。计算的真生物量和柠檬酸产率系数与化学计量方程的平衡分析值密切相关。特定维护需要量的计算值为0.015 mol ATP [mol C(干质量)]−1 h−1。
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引用次数: 9
Comparative evaluation of hydrodynamic and gas—liquid mass transfer characteristics in bubble column and airlift slurry reactors 气泡塔与气升浆体反应器流体动力及气液传质特性的比较评价
Pub Date : 1996-06-01 DOI: 10.1016/0923-0467(96)03085-0
K.H. Choi, Y. Chisti, M. Moo-Young

Three pneumatically agitated reactors — a bubble column and two airlift devices — with identical rectangular cross-sections (0.456 m × 0.153 m), working heights (1.64 m) and equivalent gas sparging arrangements were compared in terms of the hydrodynamic and oxygen transfer performance. The two airlift reactors had identical riser-to-downcomer cross-sectional area ratios of 1.0, but differed in being sparged either in the central draft-tube or in the peripheral risers. The reactors produced comparable overall gas holdups for otherwise identical conditions in air—water or air—water—glass bead (0.069 mm particle diameter, 0%–5% (v/v) solids loading) systems. For the airlifts, irrespective of the sparging configuration or the solids loading, the same linear equation could relate the riser and the downcomer gas holdups. The velocity of the induced liquid circulation was not affected by solids loading, but the central draft-tube sparged design produced consistently higher velocities than did sparging in peripheral tubes. The bubble column had the poorest mixing performance. Complete suspension of solids occurred in all reactors in the range of superficial air velocities (0.01–0.08 m s−1) tested; however, the distribution of solids was non-uniform in the bubble column. The airlift devices achieved homogeneous distribution. The oxygen transfer capability of the three reactors was comparable, with the bubble column performing slightly better.

三个气动搅拌反应器-一个气泡塔和两个气升装置-具有相同的矩形截面(0.456 m × 0.153 m),工作高度(1.64 m)和等效气体喷射布置,在流体力学和氧气传递性能方面进行了比较。这两个气升反应器的立管与降水管的截面积比相同,均为1.0,但在中央尾水管和外围立管中进行了分散。在空气-水或空气-水-玻璃球(颗粒直径0.069 mm, 0%-5% (v/v)固体负载)系统中,反应器在其他相同条件下产生的总气含率相当。对于空运系统,无论喷射配置或固体载荷如何,同样的线性方程可以将提升管和降压管的气含率联系起来。诱导液体循环的速度不受固体载荷的影响,但中央尾水管喷射设计产生的速度始终高于外围管道的喷射设计。气泡塔的混合性能最差。在测试的表面空气速度(0.01-0.08 m s - 1)范围内,所有反应器中均发生固体完全悬浮;然而,在气泡柱中固体的分布是不均匀的。气升装置实现了均匀分布。三种反应器的氧传递能力相当,气泡塔表现稍好。
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引用次数: 61
Editor's Note 编者按
Pub Date : 1996-06-01 DOI: 10.1016/0923-0467(96)80025-X
ProfessorColin Webb
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引用次数: 0
Distribution equilibrium of penicillin G between water and organic solutions of Amberlite LA-2 青霉素G在安培石LA-2水溶液中的分布平衡
Pub Date : 1996-06-01 DOI: 10.1016/0923-0467(96)03089-8
Ruey-Shin Juang, Yuh-Sheng Lin

Equilibrium studies on the distribution of penicillin G between aqueous solutions and Amberlite LA-2 (a secondary amine) in mixtures of n-butyl acetate and kerosene were made in the temperature range 288–308 K. Experiments were performed as a function of aqueous pH, penicillin G concentration in the aqueous phase, and amine concentration in the organic phase. The composition of the complex present in the organic phase and the equilibrium constant for the formation of this complex were numerically determined at different temperatures. In addition, the apparent enthalpy and entropy for complexation reaction were calculated.

在288 ~ 308 K的温度范围内,研究了青霉素G在乙酸正丁酯和煤油混合溶液中与安贝丽石LA-2(一种仲胺)之间的平衡分布。实验以水溶液pH、青霉素G在水相中的浓度和胺在有机相中的浓度为函数。在不同的温度下,用数值方法确定了存在于有机相中的配合物的组成和形成该配合物的平衡常数。此外,还计算了络合反应的表观焓和熵。
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引用次数: 6
Dynamic liquid holdup and oxygen mass transfer in a cocurrent upflow bioreactor with small packing at low Reynolds numbers 低雷诺数下小填料共流上流式生物反应器的动态液含率和氧传质
Pub Date : 1996-06-01 DOI: 10.1016/0923-0467(95)03068-9
F.M. Samb, M. Deront, N. Adler, P. Péringer

An experimental investigation of dynamic liquid holdup and oxygen absorption mass transfer was carried out in a laboratory bioreactor packed with expanded clay balls. The column was operated with a cocurrent upflow of air and water at low Reynolds numbers.

The data obtained for dynamic liquid holdup have been represented by a modified Stiegel-Shah relation with a relative mean error of 0.7%.

For prediction of the oxygen mass transfer coefficient, an empirical correlation based on air and water mass superficial velocities has been proposed. It reproduced our experimental results with a relative mean error of 9%.

Both correlations proposed in this study are valid for small packing spheres around 2.7 mm in diameter and Reynolds numbers varying for gas and liquid from 0.197 to 0.593 and from 3.875 to 9.315 respectively.

在膨胀粘土球填充的实验室生物反应器中进行了动态含液率和氧吸收传质的实验研究。在低雷诺数下,空气和水同时向上流动。得到的动态液含率数据用修正的Stiegel-Shah关系表示,相对平均误差为0.7%。为了预测氧传质系数,提出了一种基于空气和水质量表面速度的经验相关性。它再现了我们的实验结果,相对平均误差为9%。本文提出的两种相关性对直径约为2.7 mm的小填料球和气体和液体的雷诺数分别在0.197 ~ 0.593和3.875 ~ 9.315之间变化的情况下有效。
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引用次数: 10
Effectiveness factor for a hollow-fiber biofilm reactor at maximum substrate consumption 最大底物消耗时中空纤维生物膜反应器的有效系数
Pub Date : 1996-05-01 DOI: 10.1016/0923-0467(95)03066-2
Abdurrahman Tanyolaç, Haluk Beyenal

In this work, a model was proposed to evaluate the effectiveness factor of a hollow-fiber biofilm reactor (HFBR) for optimum biofilm densities, to achieve a maximum substrate consumption rate. The effectiveness factor was calculated for selected lumen concentrations using a cell-density-dependent effective diffusion coefficient, Monod biokinetics adapted for maintenance, and a minimum substrate concentration concept for biofilm activity in the model, a different approach from that in the literature. The solution of the continuity equation revealed an optimum biofilm density and active biofilm thickness, corresponding to a maximum substrate consumption rate within the biofilm. The optimum biofilm density decreased with increasing lumen substrate concentrations, while the maximum substrate consumption rate and active biofilm thickness parabolically increased, as experimentally observed in the literature. Meanwhile, an interesting descending trend of the effectiveness factor at optimum biofilm density was observed at low lumen substrate concentration and biofilm thickness values for different radial flow rates.

在这项工作中,提出了一个模型来评估中空纤维生物膜反应器(HFBR)对最佳生物膜密度的有效性因子,以实现最大的底物消耗率。利用细胞密度依赖的有效扩散系数、适合维持的Monod生物动力学以及模型中生物膜活性的最低底物浓度概念(与文献中不同的方法),计算了选定的管腔浓度的有效因子。连续性方程的解得到了最佳生物膜密度和活性生物膜厚度,对应于生物膜内最大底物消耗率。根据文献实验观察,最佳生物膜密度随着管腔底物浓度的增加而降低,而最大底物消耗率和活性生物膜厚度呈抛物线型增加。同时,在不同径向流速下,低腔内底物浓度和低生物膜厚度时,最佳生物膜密度下的有效因子呈下降趋势。
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引用次数: 11
期刊
The Chemical Engineering Journal and the Biochemical Engineering Journal
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