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Methodology to screen vendors for predictive maintenance in the chemical industry 化工行业预测性维护供应商筛选方法
Pub Date : 2021-11-16 DOI: 10.1002/amp2.10109
Birgit Braun, Michael Dessauer, Kaytlin Henderson, You Peng, Mary Beth Seasholtz

As an industry leader in digitalization and implementation of value-added data-driven methodologies, Dow is executing a structured evaluation of predictive maintenance (PdM) vendor offerings. PdM offers a tailored alternative to scheduled maintenance or run-to-failure operations, but the identification of suitable solutions offered by third parties is not trivial given the large number of offerings. This paper describes a methodology developed by Dow to deal with the challenge of efficiently screening many vendors with relevant PdM offerings. Prior to the evaluation process, scoring criteria for vendor performance must be identified. For Dow, these included the requirements (1) models can be created and deployed easily, (2) modeled asset health provides information for root causes, (3) the software operates in our preferred IT architecture, (4) confidential data cannot leave the premises, and (5) models have some transparency. The process involves four steps beginning with vendor identification, which explored existing relationships and landscape surveys. Following was the completion of a questionnaire by vendors about the offering. Upon positive completion, a dataset for two reflux pumps was provided for a first demonstration of the tool. The model performance was compared to internal modeling efforts, of which key results are shared in this paper. The last step involved an in-depth evaluation including on-site installation and online deployment of the PdM models, allowing scoring of all categories. What is presented herein is a framework that can be utilized for screening predictive maintenance modeling tools as well as many analytics applications arising in the age of Industry 4.0.

作为数字化和实施增值数据驱动方法的行业领导者,陶氏正在对预测性维护(PdM)供应商产品进行结构化评估。PdM为计划维护或从运行到故障的操作提供了定制的替代方案,但是由于产品数量众多,识别第三方提供的合适解决方案并非易事。本文描述了陶氏公司开发的一种方法,以应对有效筛选具有相关PdM产品的许多供应商的挑战。在评估过程之前,必须确定供应商绩效的评分标准。对于陶氏来说,这些要求包括(1)模型可以轻松创建和部署,(2)建模的资产健康状况提供了根本原因的信息,(3)软件在我们首选的IT架构中运行,(4)机密数据不能离开场所,以及(5)模型具有一定的透明度。这个过程包括四个步骤,从供应商识别开始,探索现有的关系和景观调查。以下是供应商填写的关于此次发售的问卷。完井后,提供了两个回流泵的数据集,用于该工具的首次演示。将模型性能与内部建模工作进行了比较,并分享了其中的关键结果。最后一步涉及深入的评估,包括PdM模型的现场安装和在线部署,允许对所有类别进行评分。本文提供的框架可用于筛选预测性维护建模工具以及工业4.0时代出现的许多分析应用程序。
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引用次数: 1
Heat transfer enhancement in fin channels using aeroelastically fluttering reeds 利用气动弹性颤振芦苇增强翅片通道传热
Pub Date : 2021-11-15 DOI: 10.1002/amp2.10110
Sourabh Jha, Ari Glezer, Matthew J. Realff, Miriam E. Blaine, Jiaqi Mai, Arne J. Pearlstein

Forced convection heat transfer in rectangular channels is enhanced by aeroelastically fluttering thin reeds extending over the channel span. The resulting small-scale vortical motions substantially increase local heat transfer at the channel walls and mixing between the wall thermal boundary layers and the channel's core flow. Mechanisms associated with evolution of these small-scale motions and their thermal effects are experimentally studied in a channel of width W, span , and length . Reed effects on heat transfer are characterized at Reynolds numbers (Re) of 2000, 7000, and 12,000 using embedded thermocouple arrays, and related to small-scale motions by particle image velocimetry and hot-wire anemometry. Reed-induced small-scale motions increase turbulent kinetic energy, increasing the global Nusselt number (by up to 145% at Re = 7000), with enhancement being sustained even when the base flow becomes fully turbulent (Re = 12,000). Enhancement is also demonstrated for fin arrays. Single-reed computations show the effect of reed length on enhancement. Computations with two reeds, one downstream of the trailing edge of the other, predict heat transfer enhancement significantly greater than twice the single-reed result, and point the way to use of a streamwise array of reeds in long channels. A techno-economic analysis for an air-cooled condenser suggests that fluttering reeds can be economically justified for a range of operating conditions.

矩形通道中的强制对流换热是通过在通道跨度上延伸的气弹性颤振薄芦苇增强的。由此产生的小规模涡旋运动大大增加了通道壁面的局部换热以及壁面热边界层与通道核心流动之间的混合。在宽度为W、跨度和长度为W的通道中,实验研究了这些小尺度运动及其热效应的演化机制。利用嵌入式热电偶阵列,在雷诺数(Re)为2000、7000和12000时,研究了Reed效应对传热的影响,并通过粒子图像测速和热线风速法分析了Reed效应与小尺度运动的关系。芦苇诱导的小尺度运动增加了湍流动能,增加了全球努塞尔数(Re = 7000时增加了145%),即使在基流完全湍流时(Re = 12000),这种增强也会持续下去。翅片阵列的增强也得到了证明。单簧片计算显示了簧片长度对增强的影响。用两根芦苇(一根在另一根尾缘的下游)进行计算,预测传热增强效果明显大于单簧片结果的两倍,并指出了在长通道中使用沿流排列的芦苇的方法。对风冷冷凝器的技术经济分析表明,在一定范围的运行条件下,振翅芦苇在经济上是合理的。
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引用次数: 0
Additive manufacturing for adsorption-related applications—A review 吸附相关应用的增材制造综述
Pub Date : 2021-10-29 DOI: 10.1002/amp2.10108
Ana Pereira, Alexandre F. P. Ferreira, Alírio E. Rodrigues, Ana Mafalda Ribeiro, Maria João Regufe

The effective shaping of adsorbents is essential to guarantee a high-efficiency energetic process in what concerns adsorptive applications. In this way, additive manufacturing is gaining significance in developing structured materials in the field of gas adsorption processes. Additive manufacturing is a promising alternative to the traditional shaping techniques, which possess some drawbacks. This paper aims to review the state-of-art of additive manufacturing technologies in the manufacturing of adsorbent structures. To do so, an overview of the existent shaping techniques is done, followed by a summarized description of the leading existing additive manufacturing technologies. Then, the application of additive manufacturing technologies to the development of adsorbent materials and other materials for chemical engineering-related applications is also reviewed.

在吸附应用中,吸附剂的有效成型是保证高效能过程的必要条件。通过这种方式,增材制造在开发气体吸附过程领域的结构材料方面具有越来越重要的意义。增材制造是一种很有前途的替代传统成型技术,它具有一些缺点。本文综述了增材制造技术在吸附剂结构制造中的应用现状。为此,对现有成型技术进行了概述,然后对现有领先的增材制造技术进行了总结描述。然后,对增材制造技术在吸附材料和其他化学工程相关材料开发中的应用进行了综述。
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引用次数: 13
4D printing of thermal responsive structure for environmentally adaptive radiative cooling and heating 用于环境适应性辐射冷却和加热的热响应结构的4D打印
Pub Date : 2021-10-28 DOI: 10.1002/amp2.10107
Yuchen Liu, Ruochen Liu, Jingjing Qiu, Shiren Wang

Four-dimensional (4D) printing, which combines a three-dimensional (3D) printing process with dynamic modulation of materials, provides a possible solution to achieve stimuli-responsive microstructure that exhibit more complex functionality. One of the potential applications for these stimuli-responsive hydrogels is switchable passive radiative cooling and warming. However, most current attempts are limited to mono-functionality, either radiative cooling or warming only. In this article, we demonstrate a double-side morphing flower structure for a dual functionality, switchable cooling or warming dependent on the environment. The morphing structure was designed with the aid of emissivity calculations and then fabricated by the 3D printing method. The transition between open-flower and close-flower states occurs at 32°C within a minute, resulting in ~35% emissivity difference between these two states. As a result, the power difference between inner layer and outer layer was as high as 22 W/m2 which is a function of pyramid bottom size.

四维(4D)打印将三维(3D)打印过程与材料的动态调制相结合,为实现具有更复杂功能的刺激响应微观结构提供了一种可能的解决方案。这些刺激响应水凝胶的潜在应用之一是可切换的被动辐射冷却和加热。然而,目前的大多数尝试仅限于单一功能,要么是辐射冷却,要么只是辐射加热。在本文中,我们展示了一种双面变形花结构,具有双重功能,可根据环境切换冷却或加热。利用发射率计算方法设计变形结构,并用3D打印方法制作变形结构。在32℃的温度下,在1分钟内发生开花态和闭花态之间的转变,导致这两种状态之间的发射率相差约35%。因此,内层和外层之间的功率差高达22 W/m2,这是金字塔底部尺寸的函数。
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引用次数: 6
Process analytical technologies in cell therapy manufacturing: State-of-the-art and future directions 细胞治疗制造中的过程分析技术:最新技术和未来方向
Pub Date : 2021-10-27 DOI: 10.1002/amp2.10106
Bryan Wang, Annie C. Bowles-Welch, Carolyn Yeago, Krishnendu Roy

Cell therapies have the potential to effectively treat and even cure complex, currently untreatable diseases with unprecedented success. The cell therapy industry has been growing rapidly since the Food and Drug Administration approval of the first product in 2017. Despite tremendous promise, there are significant and unique challenges that must be overcome to make cell therapy manufacturing reproducible, scalable, high-quality, and cost-effective. Discovery and implementation of critical quality attributes (CQAs) and critical process parameters (CPPs) to the complex cell therapy manufacturing processes is one such grand challenge for the field. The role of process analytical technologies (PATs) in CQA/CPP discovery and eventual in-process, or at-process monitoring to maintain consistent process and product quality, is indispensable. Here we discuss the major challenges and the strategic framework for optimizing process development and related PATs for various cell therapies, with a focus on upstream processes. We introduce relevant approaches, such as quality-by-design (QbD), and the implementation of PATs to enable QbD in current biomanufacturing processes. We examine state-of-the-art PAT implementation on standard physicochemical parameters in biopharmaceutical operations and consider potential cell therapy-related parameters that may be instrumental in overcoming the challenges of the current cell therapy manufacturing landscape. Current innovations applied to the field, such as high-throughput and high-dimensional analyses, machine learning, and novel sensor technologies, are also discussed. We conclude that advances in PATs are necessary to identify CQAs and CPPs, overcome limitations in current operating processes, reduce overall product cost, and significantly accelerate the translation of laboratory discoveries into commercialized cell therapy products.

细胞疗法有潜力以前所未有的成功有效地治疗甚至治愈复杂的、目前无法治愈的疾病。自2017年美国食品药品监督管理局(fda)批准首个产品以来,细胞治疗行业一直在迅速发展。尽管有巨大的希望,但要使细胞治疗制造可复制、可扩展、高质量和具有成本效益,还必须克服重大而独特的挑战。关键质量属性(cqa)和关键工艺参数(CPPs)在复杂细胞治疗制造过程中的发现和实施是该领域面临的一个巨大挑战。过程分析技术(PATs)在CQA/CPP发现和最终的过程中,或过程监控以保持一致的过程和产品质量中的作用是不可或缺的。在这里,我们讨论了优化各种细胞疗法的工艺开发和相关pat的主要挑战和战略框架,重点是上游工艺。我们介绍了相关的方法,如设计质量(QbD)和pat的实施,以使QbD在当前的生物制造过程中得以实现。我们研究了生物制药操作中标准物理化学参数的最先进的PAT实施,并考虑了潜在的细胞治疗相关参数,这些参数可能有助于克服当前细胞治疗制造领域的挑战。当前应用于该领域的创新,如高通量和高维分析,机器学习和新型传感器技术,也进行了讨论。我们的结论是,pat的进步对于识别cqa和CPPs是必要的,克服当前操作流程的局限性,降低总体产品成本,并显著加快实验室发现转化为商业化细胞治疗产品的速度。
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引用次数: 11
Significant advances in modular chemical process intensification: Driving a paradigm shift in the process industries 模块化化学过程强化的重大进展:推动过程工业的范式转变
Pub Date : 2021-09-29 DOI: 10.1002/amp2.10105
William J. Grieco
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引用次数: 0
Kraft black liquor concentration with graphene oxide membranes: Process simulations and technoeconomic analysis 氧化石墨烯膜浓缩卡夫黑液:过程模拟和技术经济分析
Pub Date : 2021-08-18 DOI: 10.1002/amp2.10104
Zhongzhen Wang, Chen Ma, Alice Shen, Amiel Berchenko, Scott A. Sinquefield, Sankar Nair

Black liquor (BL) dewatering by multi-effect evaporation in the kraft papermaking process is highly energy-intensive. It was previously shown that graphene oxide (GO) nanofiltration membranes can remove lignin, other organics, and inorganic salts from BL while exhibiting stability in caustic BL conditions. Here, we design and simulate several candidate dewatering processes and evaluate their technoeconomic characteristics. All processes concentrate BL from 15 to 30 wt% solutes while producing aqueous permeate. Two process options were analyzed—option A including “last-mile” permeate treatment to reduce solutes to 0.2 wt%, and option B excluding this treatment and producing a 3–4 wt% solutes stream. These processes were simulated in custom-built ASPEN Plus flowsheets interfaced with Microsoft Excel and MATLAB. All processes deliver large (>40%) energy savings. Detailed technoeconomic analysis showed that option A processes are profitable in mills equipped with condensing turbines, but unprofitable with only purchased fuel savings. Option B processes are profitable in both situations, but require the caustic permeate to be utilized in other kraft process units. They are also profitable with electricity generation when operated at smaller scales matching the requirements of other process units. Monte-Carlo sensitivity analysis shows that Option A can yield median 20-year NPVs up to ~$10MM and Option B up to ~$25MM. Overall, GO membrane-based BL dewatering is economically promising, assuming successful slipstream piloting and scale-up campaigns. It would have immediate sustainability benefits from large energy savings, and broader implications for biorefinery processes due to the ability to fractionate biomass feedstock components under harsh conditions.

牛皮纸造纸过程中多效蒸发黑液脱水是一个高能耗的过程。之前的研究表明,氧化石墨烯(GO)纳滤膜可以去除BL中的木质素、其他有机物和无机盐,同时在苛性碱条件下表现出稳定性。在这里,我们设计和模拟了几种候选的脱水工艺,并评估了它们的技术经济特性。所有的工艺都能在产生渗透水的同时,将溶质浓度从15%提高到30%。分析了两种工艺方案:方案A包括“最后一英里”渗透处理,将溶质降低到0.2 wt%;方案B不包括该处理,产生3-4 wt%的溶质流。这些过程在定制的ASPEN Plus流程图中进行了模拟,并与Microsoft Excel和MATLAB进行了接口。所有的过程都能节省大量的能源(40%)。详细的技术经济分析表明,在配备冷凝涡轮机的工厂中,选项A流程是有利可图的,但仅购买燃料节省则无利可图。选项B工艺在两种情况下都是有利可图的,但要求在其他硫酸盐工艺单元中利用苛性渗透。在符合其他工艺装置要求的小规模操作中,它们也可以发电盈利。蒙特卡洛敏感性分析显示,选项A的20年npv中值可达1000万美元,选项B可达2500万美元。总的来说,假设滑流试验成功并扩大规模,基于氧化石墨烯膜的BL脱水在经济上是有前景的。由于大量节能,它将具有直接的可持续性效益,并且由于能够在恶劣条件下分馏生物质原料成分,它将对生物炼制过程产生更广泛的影响。
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引用次数: 3
Utilization of operation data for parameter estimation of simulated moving bed chromatography 操作数据在模拟移动床色谱参数估计中的应用
Pub Date : 2021-07-23 DOI: 10.1002/amp2.10103
Kensuke Suzuki, Hideki Harada, Kohei Sato, Kazuo Okada, Masaki Tsuruta, Tomoyuki Yajima, Yoshiaki Kawajiri

Many model-based optimization strategies for simulated moving bed (SMB) processes have been proposed to determine operating conditions efficiently; however, there has not been a technique to utilize operation data to enhance the reliability of a mathematical model. This study focuses on developing a parameter estimation method for SMBs to obtain a reliable model utilizing the operation data collected in SMB plants through daily runs, which may contain measurement errors. To use such data, Tikhonov regularization was employed where the regularization parameter is determined by the framework of the discrepancy principle.

The potential of our estimation method has been demonstrated by sugar separation described by a nonlinear isotherm. The parameter estimation was conducted with 20 operation data sets from an SMB pilot plant. The prediction of the resulting model was validated against test data sets, and the confidence regions of the parameters were evaluated. These tests confirmed that the model has improved compared with the model initially obtained.

为了有效地确定移动床(SMB)过程的运行条件,提出了许多基于模型的优化策略;然而,目前还没有一种技术可以利用运行数据来提高数学模型的可靠性。本研究的重点是开发一种中小企业参数估计方法,利用中小企业工厂在日常运行中收集的可能包含测量误差的运行数据来获得可靠的模型。为了使用这些数据,采用Tikhonov正则化,其中正则化参数由差异原理的框架确定。用非线性等温线描述的糖分离证明了我们估计方法的潜力。利用某中试装置的20组运行数据进行了参数估计。根据测试数据集验证了所得模型的预测结果,并评估了参数的置信区域。这些试验证实,与最初得到的模型相比,该模型得到了改进。
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引用次数: 4
Specialty chemicals production case study: Economic analysis of modular chemical process intensification versus conventional stick-built approaches 特种化学品生产案例研究:模块化化工过程强化与传统棒式方法的经济分析
Pub Date : 2021-07-23 DOI: 10.1002/amp2.10102
James T. O'Connor, Cliff P. Kowall, Karl R. Haapala, Naman V. Agrawal, Brian K. Paul

The beneficial synergies of chemical process intensification and plant modularization present a unique step-wise advancement opportunity for many chemical manufacturers, but economic case studies are needed to raise awareness of such opportunities. The primary objective of this case study is to better understand the business case economics of a specialty chemical plant using modular chemical process intensification (MCPI), by comparing it with that of a conventional stick-built (CSB) plant that produces the same product at the same production capacity. When comparing MCPI against CSB approaches for a plant project strategy decision, analysts should thoroughly understand and model the differences and similarities in scope bases. The MCPI approach for this case study benefitted from dramatic reductions in capital expenditures (CAPEX). A sizeable reduction in plant spatial volume likely explains some of these reductions. Sizeable operational expenditure (OPEX) reductions with the MCPI plant appear to be associated with the reduced operator staffing required from converting a labor-intensive batch process into an automated, continuous flow process. Traditional project investment economic measures strongly favored the MCPI case for the design, construction, and operation of the specialty chemical plant. The net present value for the MCPI case was nearly twice that for the CSB case over a ten-year period, and the payback period for the CSB case was nearly five times longer than that of the MCPI case. The opinion-based perspective of the study participant identified significant contributors to superior MCPI economic performance for this case study. With the two conditions of low MCPI CAPEX and high product profit margin, economic analysis indicates that incorporation of a backup MCPI train, for operational redundancy when downtime occurs, is a very beneficial strategy.

化学过程集约化和工厂模块化的有益协同作用为许多化学制造商提供了独特的逐步发展机会,但需要进行经济案例研究以提高对这些机会的认识。本案例研究的主要目的是通过将模块化化学过程强化(MCPI)与以相同生产能力生产相同产品的传统装配式(CSB)工厂进行比较,更好地理解使用模块化化学过程强化(MCPI)的特种化工厂的商业案例经济学。在比较MCPI和CSB方法进行工厂项目战略决策时,分析人员应该彻底理解并模拟范围基础上的差异和相似之处。MCPI方法在本案例研究中受益于资本支出(CAPEX)的大幅减少。植物空间体积的大量减少可能解释了这些减少的一些原因。MCPI工厂的大量运营支出(OPEX)的减少似乎与将劳动密集型批处理过程转换为自动化、连续流程所需的操作人员减少有关。传统的项目投资经济措施强烈支持MCPI案例在特种化工厂的设计、建设和运营。在十年期间,MCPI案例的净现值几乎是CSB案例的两倍,CSB案例的投资回收期几乎是MCPI案例的五倍。研究参与者基于意见的观点确定了本案例研究中卓越MCPI经济绩效的重要贡献者。在低MCPI资本支出和高产品利润率的情况下,经济分析表明,在发生停机时,合并备用MCPI列车以实现运行冗余是一种非常有益的策略。
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引用次数: 0
Continuous reactor network design for multiple rigid polyol productions 多种刚性多元醇生产的连续反应器网络设计
Pub Date : 2021-07-07 DOI: 10.1002/amp2.10101
Yunhan Wen, Lorenz T. Biegler, Maria P. Ochoa, John Weston, Nima Nikbin, Jeff Ferrio

This study focuses on developing continuous reactor network models able to produce multiple rigid polyol products under strict product and safety specifications. We first determine reactor networks and operating decisions for minimum capital cost, and then find reactor networks with optimal profit through multi-criteria optimization, using a Pareto chart to analyze the relationship between capital cost and net sales. Based on our previous study, we narrow down the types of continuous reactors that can be part of the network to two: plug flow reactor (PFR) with multiple feed injection points and a network of continuous stirred tank reactors (CSTR). The CSTR model can be written as a mixed integer nonlinear programming (MINLP) problem. The PFR model is a differential algebraic equation (DAE) optimization problem. The simultaneous collocation method is applied to transform the resulting DAE model into an MINLP, which is solved as a NLP by fixing the binary terms. Both capital cost and multi-criteria problems are formulated as multi-scenario optimization problems to determine the best single network design to produce multiple polymer products.

本研究的重点是开发能够在严格的产品和安全规范下生产多种刚性多元醇产品的连续反应器网络模型。首先以最小资金成本为目标确定反应堆网络和运行决策,然后通过多准则优化找到利润最优的反应堆网络,利用帕累托图分析资本成本与净销售额之间的关系。基于我们之前的研究,我们将可以作为网络一部分的连续反应器的类型缩小到两种:具有多个进料注射点的塞流反应器(PFR)和连续搅拌槽反应器(CSTR)网络。CSTR模型可以写成一个混合整数非线性规划(MINLP)问题。PFR模型是一个微分代数方程(DAE)优化问题。采用同时搭配法将DAE模型转化为MINLP,并通过固定二值项作为NLP进行求解。资本成本和多准则问题都被表述为多场景优化问题,以确定生产多种聚合物产品的最佳单一网络设计。
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引用次数: 0
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Journal of advanced manufacturing and processing
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