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Reformulating Bulk Liquid Membrane Using Deep Eutectic Solvent as Membrane Phase for Zn(II) Ions Removal From Aqueous Solution 用深共晶溶剂作为膜相重新配制散装液膜,用于去除水溶液中的Zn(II)离子
IF 1.6 4区 工程技术 Q3 ENGINEERING, CHEMICAL Pub Date : 2025-09-04 DOI: 10.1002/apj.70100
Meor Muhammad Hafiz Shah Buddin, Adrian Jimmy, Siti Khadijah Zainal Abidin, Abdul Latif Ahmad, Afiqah Tasneem Abd Khalil

Conventionally, bulk liquid membranes (BLM) utilize hazardous chemicals as the carrier and diluent to prepare the membrane phase. This study presents a greener alternative by formulating BLM with a deep eutectic solvent (DES) as the membrane phase, thereby eliminating the need for separate chemicals as carrier and diluent. Cetyltrimethylammonium bromide (CTAB) and oleic acid (OA) were used as the hydrogen bond acceptor (HBA) and hydrogen bond donor (HBD), respectively. This study identified the suitable HBA:HBD ratio for DES synthesis, characterized its physicochemical properties and extraction equilibria and evaluated the DES performance as the membrane phase in BLM. In this study, the HBA:HBD ratio was varied from 1:30 to 1:80. Fourier transform infrared spectroscopy and thermogravimetric analyses confirmed the formation of DES between CTAB and OA. Meanwhile, the extraction equilibria demonstrated the extraction capability of DES and confirmed the stoichiometry of Zn(II) ions extraction. The equilibrium constant was found to be 0.7167 and the stoichiometric ratio of 1:1 between DES and Zn ion. Finally, the maximum Zn(II) ions removal efficiency (89.30%) was achieved at an HBA:HBD ratio of 1:40 DES as the membrane phase. The results were obtained under conditions where the stirring speed, temperature and operation time were 300 rpm, 60°C and 240 min, respectively.

传统的散装液体膜(BLM)是利用有害化学物质作为载体和稀释剂制备膜相。本研究提出了一种更环保的替代方案,即用深度共晶溶剂(DES)作为膜相配制BLM,从而消除了单独的化学品作为载体和稀释剂的需要。十六烷基三甲基溴化铵(CTAB)和油酸(OA)分别作为氢键受体(HBA)和氢键供体(HBD)。本研究确定了合成DES的合适HBA:HBD比,表征了其理化性质和萃取平衡,并评价了DES作为BLM膜相的性能。在本研究中,HBA:HBD比值从1:30到1:80不等。傅里叶变换红外光谱和热重分析证实了CTAB和OA之间形成了DES。同时,萃取平衡证明了DES的萃取能力,并证实了萃取Zn(II)离子的化学计量学。结果表明,DES与Zn离子的平衡常数为0.7167,化学计量比为1:1。最后,当HBA:HBD比为1:40时,DES作为膜相的Zn(II)离子去除率最高,达到89.30%。结果表明,搅拌速度为300 rpm,温度为60℃,搅拌时间为240 min。
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引用次数: 0
Optimization of Edible Oil Cooling Using Response Surface Methodology—Central Composite Design for Sustainable Cooling 响应面法优化食用油冷却-中心复合设计可持续冷却
IF 1.6 4区 工程技术 Q3 ENGINEERING, CHEMICAL Pub Date : 2025-08-31 DOI: 10.1002/apj.70099
Vaitheki Subburaj, Karthikeyan Ganesan

Increased worldwide demand for renewable energy has triggered considerable evolution of solar photovoltaic (PV) technology, which harnesses sunlight for electricity. Yet, one of the main problems in achieving PV maximum efficiency is heat, which the cells produce during operation, as high temperatures lower cell efficiency and overall performance. Therefore, heat generated is controlled using the proposed cooling method. The proposed research is based on edible oils such as olive oil, sunflower oil, and castor oil as coolant medium. These oils are used in first timeact as phase-changing material (PCM) in cooling the monocrystalline and polycrystalline panels through an incorporated oil box fixed on the rear side of the PV panel. Oil is allowed to flow from the storage tank to the rear side of the unit and into the collector tank. Thus, the heat of the front side PV panel is reduced. The research surface methodology (RSM) is used to optimize and enhance the efficiency. The significant inputs of the proposed analysis are Capacity (C), Time (T), Temperature (H), and the Output Power (P). The optimal condition for P is at [C] of 95%, [T] of 30 min, and [H] of 68.5°C. The critical results obtained for castor oil in monocrystalline and polycrystalline PV panels are reduction in temperature by 3.29°C and 4.35°C and increase in efficiency by 17.25% and 20.7%, respectively. Castor oil proved to be superior compared to other edible oil in terms of physical, chemical, and thermal properties and stability. Finally, the proposed methods are integrating the natural coolant selection, innovative backside cooling tank design, and easy oil management for enhanced thermal regulation and sustainable operation.

全球对可再生能源的需求不断增长,引发了太阳能光伏(PV)技术的长足发展,该技术利用阳光发电。然而,实现PV最大效率的主要问题之一是电池在运行过程中产生的热量,因为高温会降低电池的效率和整体性能。因此,使用所提出的冷却方法来控制产生的热量。该研究以橄榄油、葵花籽油和蓖麻油等食用油为冷却介质。这些油首次用作相变材料(PCM),通过固定在光伏板背面的集成油盒冷却单晶和多晶面板。油被允许从储油罐流到机组的背面,并进入集油罐。因此,减少了正面光伏板的热量。采用研究面法(RSM)对其进行优化,提高效率。提出的分析的重要输入是容量(C),时间(T),温度(H)和输出功率(P)。P的最佳条件为[C]为95%,[T]为30 min, [H]为68.5℃。在单晶和多晶光伏板中使用蓖麻油的临界结果分别是温度降低3.29°C和4.35°C,效率提高17.25%和20.7%。事实证明,蓖麻油在物理、化学、热性能和稳定性方面都优于其他食用油。最后,提出的方法是将自然冷却剂的选择、创新的后冷却箱设计和简单的油管理结合起来,以增强热调节和可持续运行。
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引用次数: 0
Four Logistic Distribution Activation Energy Model on Catalytic Pyrolysis Kinetics of Biomass Wastes by Loading Potassium and Iron 负载钾铁催化热解生物质废弃物动力学的四Logistic分布活化能模型
IF 1.6 4区 工程技术 Q3 ENGINEERING, CHEMICAL Pub Date : 2025-08-29 DOI: 10.1002/apj.70092
Ran Shi, Zizhao Guo, Hongyu Zhu, Fangjun Chen, Lin Lang, Chunhuan Luo, Muhammad Shahzad Khurram, Qingang Xiong

The pyrolysis kinetics of herb residues with potassium and iron addition were investigated using thermogravimetric analysis (TGA) and a four-logistic distribution activation energy model (4LG-DAEM). The model included hemicellulose, cellulose, lignin, and a pseudo-component for coke. Kinetic compensation effects and n-order mechanism functions were incorporated to better fit the catalytic pyrolysis process. Compared with conventional models, the 4LG-DAEM captured the TG curve characteristics more accurately, with R2 values above 0.995. Fitted parameter analysis showed that potassium addition significantly reduced the activation energies of cellulose, hemicellulose, lignin, and biochar reactions, but narrowed the reaction temperature ranges. Iron addition had a smaller effect on activation energies but widened the reaction temperature range. The combination of potassium and iron had a synergistic effect, enhancing the secondary reactions of hemicellulose, cellulose, and coke more effectively than single catalysts. Potassium–iron composite catalysts notably increased the proportion of biochar secondary reactions in the total process. Additionally, the 4LG-DAEM model demonstrated strong predictive ability for the kinetics of potassium–iron catalyzed pyrolysis of various biomasses.

采用热重分析(TGA)和四logistic分布活化能模型(4LG-DAEM)对添加钾和铁的中草药残渣的热解动力学进行了研究。该模型包括半纤维素、纤维素、木质素和焦炭的伪组分。为了更好地适应催化热解过程,采用了动力学补偿效应和n阶机理函数。与常规模型相比,4LG-DAEM更准确地捕捉了热重曲线特征,R2值在0.995以上。拟合参数分析表明,钾的加入显著降低了纤维素、半纤维素、木质素和生物炭的反应活化能,但缩小了反应温度范围。铁的加入对活化能的影响较小,但扩大了反应温度范围。钾和铁的组合具有协同作用,比单一催化剂更有效地促进了半纤维素、纤维素和焦炭的二次反应。钾铁复合催化剂显著提高了生物炭二次反应在整个过程中的比例。此外,4LG-DAEM模型对各种生物质的钾铁催化热解动力学具有较强的预测能力。
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引用次数: 0
Study on the Pulse-Jet Cleaning Process for a Filter Cartridge and Its Optimal Designs on the Induced Nozzle 过滤筒脉冲射流清洗工艺及诱导喷嘴优化设计研究
IF 1.6 4区 工程技术 Q3 ENGINEERING, CHEMICAL Pub Date : 2025-08-28 DOI: 10.1002/apj.70082
Li Yutao, Yang Kun, Chang Binbin, Zhang Linian, Wu Yanbei, Geng Fan, Li Shihang, Chen Jun

Pulse-jet cleaning technology is commonly used during the cleaning process of cartridge dust collectors. Understanding the changes in the airflow field and the transport laws of dust particles during the pulse-jet cleaning process is important to improve the cleaning efficiency. In the present study, a single cartridge dust collector was selected as the research object. The numerical simulations on the pulse-jet cleaning process of the cartridge were carried out by the CFD-DPM method. The distributions and variations of the airflow and the dust particles were investigated during the pulse-jet cleaning process for a filter cartridge. In order to optimize the flow field and improve the cleaning efficiency, new types of diffusers were designed, and simulations on the pulse-jet cleaning process were conducted. The distribution of the jet airflow, the pressure changes on the side walls of the filter cartridge, and the dust dispersion under the four conditions for the filter cartridge were obtained. It was found that the existence of the diffuser is helpful to broaden the coverage area of the pulse jet airflow, which is conducive to enhancing the effectiveness of the cleaning process. For the two-layer perforated diffuser, the dust concentration on the filter cartridge diminishes at the most rapid rate, from about 0.25 to 0.01 kg/m3, which is twice that of the condition without a diffuser. The present study provides a theoretical basis for the application of diffusers in the cleaning process and offers certain guidance for enhancing the cleaning efficiency of the filter cartridge dust collectors.

脉冲射流清洗技术是筒式除尘器清洗过程中常用的一种清洗技术。了解脉冲射流清洗过程中气流场的变化和粉尘颗粒的输运规律,对提高清洗效率具有重要意义。本研究以单筒除尘器为研究对象。采用CFD-DPM方法对脉冲射流清洗筒体过程进行了数值模拟。研究了脉冲射流清洗滤筒过程中气流和粉尘颗粒的分布和变化规律。为了优化流场,提高清洗效率,设计了新型扩散器,并对脉冲射流清洗过程进行了仿真。得到了四种工况下射流气流的分布、滤筒侧壁压力的变化以及滤筒内粉尘的分散情况。研究发现,扩压器的存在有助于扩大脉冲射流气流的覆盖范围,有利于提高清洗过程的效果。对于双层穿孔扩散器,滤筒上的粉尘浓度下降速度最快,从0.25 kg/m3左右降至0.01 kg/m3,是没有扩散器条件下的两倍。本研究为扩散器在清洗过程中的应用提供了理论依据,为提高滤筒式除尘器的清洗效率提供了一定的指导。
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引用次数: 0
Biodegradable Sensors for Healthcare: Materials and Technologies 医疗保健用可生物降解传感器:材料与技术
IF 1.6 4区 工程技术 Q3 ENGINEERING, CHEMICAL Pub Date : 2025-08-27 DOI: 10.1002/apj.70094
P. Ayisha Sana, K. P. Khadeeja Thanha, K. Pramod

The escalating need for transient monitoring solutions within the body is driving significant advancements in bioresorbable electronics. Traditional diagnostic and monitoring methods are frequently costly, invasive, and time consuming. Conventional implantable sensors present further challenges due to their long-term presence. This can lead to complications and necessitate a second surgery for removal. Such removal ameliorates costs and patient distress and risks injury to the brain. These sensors can also act as a nidus for infection or immune-mediated inflammatory responses. The use of nonbiodegradable materials in these devices confers mainly to electronic waste and accelerates environmental pollution. Biodegradable sensors offer a compelling and key alternative. They are explicitly constructed to dissolve harmlessly in biofluids at well-defined programmable rates to biologically benign end products. This innovation ends the need for secondary surgical extraction, reduces the risk of infection, and alleviates environmental problems associated with electronic waste. This review gives a comprehensive overview of the current state of biodegradable sensors in biomedical applications. It emphasizes biomimetic composites, advanced materials such as polymers, metals, and novel substances, and distinct sensor designs including pressure, strain, electrochemical, optical, and temperature sensing. It also highlights key in vivo applications such as intracranial, cardiovascular, and general health monitoring. These devices fulfill the major clinical requirement for minimally invasive, temporary, and environmentally sustainable physiological monitoring.

对体内瞬态监测解决方案的不断升级的需求正在推动生物可吸收电子产品的重大进步。传统的诊断和监测方法往往是昂贵的、侵入性的和耗时的。传统的植入式传感器由于其长期存在而面临进一步的挑战。这可能导致并发症,需要第二次手术切除。这样的切除减少了成本和病人的痛苦,并有损伤大脑的风险。这些传感器也可以作为感染或免疫介导的炎症反应的病灶。在这些设备中使用不可生物降解的材料主要是电子废物和加速环境污染。可生物降解传感器提供了一个引人注目的关键替代方案。它们被明确地构造成以明确的可编程速率在生物流体中无害地溶解为生物良性的最终产物。这一创新结束了对二次手术摘除的需要,降低了感染的风险,并缓解了与电子废物相关的环境问题。本文综述了生物可降解传感器在生物医学中的应用现状。它强调仿生复合材料,先进材料,如聚合物,金属和新物质,以及独特的传感器设计,包括压力,应变,电化学,光学和温度传感。它还强调了关键的体内应用,如颅内、心血管和一般健康监测。这些设备满足了微创、临时和环境可持续的生理监测的主要临床需求。
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引用次数: 0
Kinetic Analysis and Product Distribution of Co-Pyrolysis of Oily Sludge and Walnut Shell: Effects of Temperature and Mixing Ratio 含油污泥与核桃壳共热解动力学分析及产物分布:温度和混合比的影响
IF 1.6 4区 工程技术 Q3 ENGINEERING, CHEMICAL Pub Date : 2025-08-26 DOI: 10.1002/apj.70093
Kai Chen, Jiaojiao Liu, Jinfeng Yuan, Ningmin Zhu, Riyi Lin, Liqiang Zhang

Co-pyrolysis is potentially an effective treatment of oily sludge (OS) for oil recovery. The co-pyrolysis behavior and product distribution of OS and walnut shell (WS) were systematically investigated. Thermogravimetric analysis coupled with Fourier transform infrared spectroscopy (TG-FTIR) and pyrolysis-gas chromatography/mass spectrometry (Py-GC/MS) were employed to examine the effects of varying mixing ratios and temperatures on pyrolysis characteristics. The results revealed a clear synergistic interaction between OS and WS during co-pyrolysis. FTIR results showed that the addition of WS altered the reaction path, reduced CO2 emissions, and changed the distribution of volatile products, resulting in improved pyrolysis efficiency and environmental performance. Kinetic analysis demonstrated that the co-pyrolysis was predominantly diffusion-controlled, with the strongest synergy and best model fit observed at a 1:1 OS-to-WS ratio at an OS-to-WS ratio of 1:1. In terms of product distribution, the incorporation of WS significantly reduced the yield of heavy components, thereby enhancing the quality and conversion efficiency of the pyrolysis oil. Pyrolysis temperature had a notable impact on the composition of volatile products, where acid compounds were markedly suppressed due to synergistic effects at temperatures of 600°C and below.

共热解是一种潜在的有效处理含油污泥的方法。系统研究了OS与核桃壳(WS)的共热解行为及产物分布。采用热重分析、傅里叶变换红外光谱(TG-FTIR)和热解气相色谱/质谱分析(Py-GC/MS)研究了不同混合比例和温度对热解特性的影响。结果表明,OS和WS在共热解过程中存在明显的协同作用。FTIR结果表明,WS的加入改变了反应路径,减少了CO2排放,改变了挥发性产物的分布,从而提高了热解效率和环保性能。动力学分析表明,共热解以扩散控制为主,在os - ws比为1:1时协同作用最强,模型拟合最佳。在产品分布上,WS的加入显著降低了重质组分的产率,从而提高了热解油的质量和转化效率。热解温度对挥发性产物的组成有显著影响,在600℃及以下的温度下,由于协同作用,酸性化合物被明显抑制。
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引用次数: 0
MRI Contrast Agents for Glioma Diagnosis (2015–2024): A Bibliometric and Visual Analysis of Research Trends and Emerging Directions MRI造影剂用于胶质瘤诊断(2015-2024):研究趋势和新兴方向的文献计量学和视觉分析
IF 1.6 4区 工程技术 Q3 ENGINEERING, CHEMICAL Pub Date : 2025-08-26 DOI: 10.1002/apj.70095
Wei Yu, Xudong Yin, Shengxiang Fu, Hualong He, Xiaofang Yang, Min Wu

This study aims to investigate the research status and latest advancements in the application of magnetic resonance imaging (MRI) contrast agents for glioma diagnosis. A comprehensive search was conducted in the Web of Science Core Collection for literature published between 2015 and 2024 related to MRI, contrast agents, and glioma. A total of 454 relevant publications were included and analyzed using bibliometric tools, including the Online Analysis Platform and CiteSpace software. The number of publications peaked in 2017, followed by a gradual decline from 2021 to 2024. The United States, China, and Germany emerged as the leading countries in publication output. Prominent institutions included Johns Hopkins University, the University of California, Los Angeles (UCLA), and Oregon Health & Science University. The most frequently cited journals were Radiology, Neuro-oncology, and Journal of Magnetic Resonance Imaging. Among authors, Patrick Y. Wen was most cited, followed by Roger Stupp and Jerrold L. Boxerman. Influential references included “Bevacizumab plus radiotherapy-temozolomide for newly diagnosed glioblastoma” and “Consensus recommendations for a standardized Brain Tumor Imaging Protocol in clinical trials.” Research hotspots focus on Nuclear Overhauser Enhancement (NOE), while emerging themes suggested increasing interest in radiotherapy, the blood–brain barrier (BBB), clinical recommendations, radiation necrosis, size, and deep learning applications. This bibliometric and visual analysis highlights the evolving research focus on MRI contrast agents in glioma diagnosis over the past decade. Future directions are likely to include advanced imaging techniques, nanotechnology-enhanced contrast agents, AI, and deep learning, clinical diagnostics, optimization, biomarker discovery, and personalized medicine approaches.

本研究旨在探讨磁共振成像造影剂在胶质瘤诊断中的研究现状及最新进展。我们在Web of Science Core Collection中全面检索了2015年至2024年间发表的与MRI、造影剂和胶质瘤相关的文献。共纳入了454份相关出版物,并使用文献计量学工具(包括在线分析平台和CiteSpace软件)进行了分析。出版物数量在2017年达到顶峰,随后从2021年到2024年逐渐下降。美国、中国和德国成为出版物产量的主要国家。著名机构包括约翰霍普金斯大学、加州大学洛杉矶分校(UCLA)和俄勒冈健康与科学大学。最常被引用的期刊是放射学、神经肿瘤学和磁共振成像杂志。在作家中,被引用最多的是帕特里克·温,其次是罗杰·斯塔普和杰罗尔德·l·博克斯曼。有影响力的文献包括“贝伐单抗联合放疗-替莫唑胺治疗新诊断的胶质母细胞瘤”和“临床试验中标准化脑肿瘤成像方案的共识建议”。研究热点集中在核磁共振增强(NOE)上,而新兴主题则表明对放疗、血脑屏障(BBB)、临床建议、辐射坏死、大小和深度学习应用的兴趣日益增加。这一文献计量学和视觉分析强调了过去十年来MRI造影剂在胶质瘤诊断中的发展研究重点。未来的方向可能包括先进的成像技术、纳米技术增强的造影剂、人工智能和深度学习、临床诊断、优化、生物标志物发现和个性化医疗方法。
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引用次数: 0
Performance of the Hydrothermal Carbon Prepared From the Food Waste as Solid Fuel and a Cu2+ Adsorbent 食物垃圾水热炭固体燃料及Cu2+吸附剂性能研究
IF 1.6 4区 工程技术 Q3 ENGINEERING, CHEMICAL Pub Date : 2025-08-19 DOI: 10.1002/apj.70091
Haohang Huang, Yuting Tang, Haichuan Yang, Hongyu Liu, Jiehong Tang, Zejie Zheng, Xiaoqian Ma

The resource utilization of food waste poses a pressing problem during the urbanization in China. In this paper, hydrothermal carbon (HC) was prepared from food waste by hydrothermal carbonization (HTC), and the combustion performance of HC was analyzed. The results indicated that the inorganic salts present in crab shells and bone meal within the food waste enhanced the ash content of the HC. The ash content of food waste HC with crab shells (FWH-CS) and food waste HC with bone meal (FWH-BM) was 18.43% and 30.26%, respectively. The removal of bones and crab shells from food waste increased the calorific value of the HC. The HC was subjected to K2CO3 activation to produce the activated HC (AHC) for Cu2+ adsorption. Static adsorption experiments revealed that the food waste AHC (FWA) exhibited the highest Cu2+ adsorption capacity (27.575 mg/g), whereas AHC from food waste with crab shells (FWA-CS) showed the lowest (23.9 mg/g). Combining the adsorption kinetics analysis, the adsorption mechanism for all three AHC samples predominantly involved chemisorption, supplemented by physisorption. Adsorption isotherm analysis indicated that both monolayer and multilayer adsorption processed in the three AHC samples.

食物垃圾资源化利用是中国城市化进程中亟待解决的问题。以食物垃圾为原料,采用水热炭化法制备水热炭(HC),并对其燃烧性能进行了分析。结果表明,餐厨垃圾中蟹壳和骨粉中的无机盐增加了HC的灰分含量。蟹壳餐厨垃圾HC (FWH-CS)和骨粉餐厨垃圾HC (FWH-BM)的灰分含量分别为18.43%和30.26%。从食物垃圾中去除骨头和蟹壳增加了HC的热值。HC经K2CO3活化生成吸附Cu2+的活化HC (AHC)。静态吸附实验表明,食物垃圾AHC (FWA)对Cu2+的吸附量最高(27.575 mg/g),而食物垃圾蟹壳AHC (FWA- cs)对Cu2+的吸附量最低(23.9 mg/g)。结合吸附动力学分析,三种AHC样品的吸附机理均以化学吸附为主,物理吸附为辅。吸附等温线分析表明,三种AHC样品均存在单层吸附和多层吸附。
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引用次数: 0
Novel Analytical Dead Time Compensator Design for Challenging Non–Self-Regulating Chemical Processes 具有挑战性的非自调节化学过程的新型解析死区补偿器设计
IF 1.6 4区 工程技术 Q3 ENGINEERING, CHEMICAL Pub Date : 2025-08-18 DOI: 10.1002/apj.70090
Moina Ajmeri

The control challenges upturn if the non–self-regulating (integrating) processes include process time delay, double poles at the origin, and inverse behavior. None of the existing literature has considered all the above-mentioned types of processes in the frame of a unified control method. In this manuscript, a novel PD-PID–based dead time compensator is developed for a wide range of difficult integrating systems to achieve satisfactory performance and enhanced robustness against unwanted disturbance variables and process uncertainties. Analytical relations are derived for the inner and outer loop controllers using the direct synthesis approach. Further, suitable recommendations are made to choose the appropriate value of the tunable constants so that the robustness constraints are satisfied. The efficacy of the developed control laws is justified by implementing them on various case studies through numerical simulations and theoretical analysis. The suggested method is found capable of mitigating the effect of ramp-type disturbances also in addition to the step disturbance.

如果非自调节(积分)过程包括过程时滞、原点双极和逆行为,则控制挑战向上。现有的文献都没有在一个统一的控制方法框架中考虑到上述所有类型的过程。在本文中,一种新型的基于pd - pid的死区补偿器被开发用于广泛的困难集成系统,以获得令人满意的性能和增强的鲁棒性,以抵抗不必要的干扰变量和过程不确定性。采用直接综合的方法推导了内外环控制器的解析关系。此外,还提出了适当的建议,以选择适当的可调常数值,以满足鲁棒性约束。通过数值模拟和理论分析,验证了所建立的控制律的有效性。除了阶跃扰动外,所建议的方法还能减轻斜坡型扰动的影响。
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引用次数: 0
Improved L2 Regularized Semi-Supervised Extreme Learning Machine for Enhanced Rare Earth Component Content Prediction 改进的L2正则化半监督极限学习机增强稀土成分含量预测
IF 1.6 4区 工程技术 Q3 ENGINEERING, CHEMICAL Pub Date : 2025-08-17 DOI: 10.1002/apj.70079
Wenhao Dai, Rongxiu Lu, Zhen Huang, Jianyong Zhu, Pengzhan Chen, Hui Yang

The traditional data-driven methods for predicting the component content of rare earth elements (REEs) suffer from several drawbacks, notably a considerable delay in data labeling, elevated costs, and a massive quantity of unused unlabeled data. To enhance the prediction of REE component content, this paper suggests an improved L2 regularization semi-supervised extreme learning machine based on DBSCAN and RBM, coined RBM-DL2SELM. First, to mitigate the potential issues of an unresolvable Moore–Penrose generalized inverse or model overfitting, which are common in traditional graph-based SELMs, the L2 regularization term is integrated into the SELM framework, forming the L2SELM model. This enhancement boosts the model's generalization ability. Second, the L2SELM model's structure is further refined by incorporating the density-based spatial clustering of applications with noise (DBSCAN) algorithm. This step addresses concerns related to data imbalance in production processes, missing data entries, and potential data errors. Moreover, to overcome the instability issues stemming from the random initialization of weights and biases in the L2SELM, the restricted Boltzmann machine (RBM) is introduced for adaptive optimization to elevate both the prediction accuracy and reliability of the model. Finally, simulation verification using field data from Pr/Nd extraction demonstrates that the proposed method offers substantial advantages in terms of accuracy, stability, and data utilization. These attributes render it more suitable for practical applications in real-world scenarios, where vast amounts of unlabeled data are typically available at rare earth extraction sites.

传统的数据驱动方法预测稀土元素(ree)的成分含量存在几个缺点,特别是数据标记的相当延迟,成本高,以及大量未使用的未标记数据。为了增强稀土元素含量的预测能力,本文提出了一种基于DBSCAN和RBM的改进L2正则化半监督极限学习机,称为RBM- dl2selm。首先,为了减轻传统基于图的SELM中常见的无法解决的Moore-Penrose广义逆或模型过拟合的潜在问题,将L2正则化项集成到SELM框架中,形成L2SELM模型。这种增强增强了模型的泛化能力。其次,通过结合基于密度的带噪声应用空间聚类(DBSCAN)算法,进一步完善了L2SELM模型的结构。此步骤处理与生产过程中的数据不平衡、丢失数据条目和潜在数据错误相关的问题。此外,为了克服L2SELM中随机初始化权值和偏差所带来的不稳定性问题,引入了受限玻尔兹曼机(RBM)进行自适应优化,以提高模型的预测精度和可靠性。最后,利用Pr/Nd提取的现场数据进行仿真验证,表明该方法在准确性、稳定性和数据利用率方面具有显著优势。这些属性使其更适合实际应用场景,在现实世界中,大量未标记的数据通常可以在稀土提取站点获得。
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引用次数: 0
期刊
Asia-Pacific Journal of Chemical Engineering
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