Combining model structure identification and hybrid modelling for photo-production process predictive simulation and optimisation

Integrating physical knowledge and machine learning is a critical aspect of developing industrially focused digital twins for monitoring, optimisation, and design of microalgal and cyanobacterial photo-production processes. However, identifying the correct model structure to quantify the complex biological mechanism poses a severe challenge for the construction of kinetic models, while the lack of data due to the time-consuming experiments greatly impedes applications of most data-driven models. This study proposes the use of an innovative hybrid modelling approach that consists of a simple kinetic model to govern the overall process dynamic trajectory and a data-driven model to estimate mismatch between the kinetic equations and the real process. An advanced automatic model structure identification strategy is adopted to simultaneously identify the most physically probable kinetic model structure and minimum number of data-driven model parameters that can accurately represent multiple data sets over a broad spectrum of process operating conditions. Through this hybrid modelling and automatic structure identification framework, a highly accurate mathematical model was constructed to simulate and optimise an algal lutein production process. Performance of this hybrid model for long-term predictive modelling, optimisation, and online self-calibration is demonstrated and thoroughly discussed, indicating its significant potential for future industrial application.     

论医院绩效管理的人性化管理及其柔性化操作

医院绩效管理中存在倾向于刚性管理并热衷于惩罚方式的现象,其结果是无意中起了引导员工为逃避惩罚而隐瞒相关信息的作用,从而使医院员工不能共同分享与讨论各种经验教训,不利于医院进行持续质量改进。而有效预防与解决这一问题的主要策略是在绩效管理中进行人性化管理,并以柔性化操作处理那些不易进行刚性考核或易在刚性考核中产生消极后果的问题。     

Immunoassay Using Microfluid Filters Constructed by Deep X-Ray Lithography

Microfluid filters were fabricated, which possessed 2,100 cylindrical through-bores (φ40 μm) in 200 μm-thickness polymethylmethacrylate (PMMA) sheets (φ3 mm), by deep X-ray lithography using synchrotron radiation. To evaluate the microfluid filters as a device for an immunoassay, we bound the goat anti-mouse immunogloblin G (IgG) antibody to the surface of the filters, and set the filters between reaction vessels stacked vertically in a microreactor. An enzyme-linked immunosorbent assay (ELISA) of mouse IgG using the goat anti-mouse IgG/horseradish-peroxidase (HRP) conjugate indicated that mouse IgG could be quantitatively detected in the range of 0–100 ng/ml, demonstrating the applicability of vertical microfluidic operation to the immunoassay.     

妇科恶性肿瘤术后阴道微生态状况分析

目的了解妇科恶性肿瘤术后患者阴道微生态的状况,探讨妇科恶性肿瘤术后阴道微生态评价的临床意义。方法选取100例妇科恶性肿瘤术后复查的患者,取阴道分泌物进行微生态评价,以同期30例绝经体检妇女作为对照。结果妇科恶性肿瘤术后阴道优势菌以乳酸杆菌为主的,占41%;菌群密集度多在＋ ＋ ～＋ ＋ ＋,占52%;菌群多样性多在＋ ＋ ～＋ ＋ ＋,44% ;PH^4.5,占35% ;VVC阳性率为4% ;阴道毛滴虫阳性率为7% ;BV阳性率为5% ;微生态失调的发生率占69%。结论（1）妇科恶性肿瘤术后,阴道微生态失调发生率明显增高;（2）妇科恶性肿瘤术后阴道微生态的失调与肿瘤的种类、恶性程度、手术范围、卵巢去留等无关,但术后时间越长,阴道微生态失调率越高;（3）评价妇科恶性肿瘤术后阴道微生态环境的状况,对预防与治疗术后生殖道感染具有重要指导意义。     

腔内大量盐水灌洗辅助取出乳房内聚丙烯酰胺水凝胶临床应用

目的：探讨聚丙烯酰胺水凝胶注射隆胸后取出新方法.方法：对48例注射聚丙烯酰胺水凝胶隆胸患者术前行双乳MRI或彩超检查结合触诊准确定位.全麻小切口开放直视下吸出水凝胶,再用大量生理盐水反复灌洗所有腔隙,直至手感探测不到硬结,盐水中无水凝胶为止.结果：48例患者术后无继发感染和出血等并发症.术前诸症状体征消失,无明显乳房变形,乳房形态术后恢复满意.术后双乳MRI复查未见明显异物残留.术后1 ～12月（6.2±0.3月）45例随访复查MRI亦未见异物残留,乳房修复完好.结论：注射隆乳后腔内大量盐水灌洗辅助取出水凝胶具有创伤小、出血少、操作简单、费用低廉的优点,是一种较好的、值得推广的凝胶取出术式.     

Process model comparison and transferability across bioreactor scales and modes of operation for a mammalian cell bioprocess

A Monod kinetic model, logistic equation model, and statistical regression model were developed for a Chinese hamster ovary cell bioprocess operated under three different modes of operation (batch, bolus fed‐batch, and continuous fed‐batch) and grown on two different bioreactor scales (3 L bench‐top and 15 L pilot‐scale). The Monod kinetic model was developed for all modes of operation under study and predicted cell density, glucose glutamine, lactate, and ammonia concentrations well for the bioprocess. However, it was computationally demanding due to the large number of parameters necessary to produce a good model fit. The transferability of the Monod kinetic model structure and parameter set across bioreactor scales and modes of operation was investigated and a parameter sensitivity analysis performed. The experimentally determined parameters had the greatest influence on model performance. They changed with scale and mode of operation, but were easily calculated. The remaining parameters, which were fitted using a differential evolutionary algorithm, were not as crucial. Logistic equation and statistical regression models were investigated as alternatives to the Monod kinetic model. They were less computationally intensive to develop due to the absence of a large parameter set. However, modeling of the nutrient and metabolite concentrations proved to be troublesome due to the logistic equation model structure and the inability of both models to incorporate a feed. The complexity, computational load, and effort required for model development has to be balanced with the necessary level of model sophistication when choosing which model type to develop for a particular application. © 2012 American Institute of Chemical Engineers Biotechnol. Prog., 2013     

胸腔镜与传统手术方法对非小细胞肺癌患者的临床疗效

目的:比较电视胸腔镜手术与传统手术方法对非小细胞肺癌治疗的临床效果.方法:选择2010年5月至2012年6月本院收治的非小细胞肺癌患者84例,随机分为VATS组和OT组,各42例,VATS组行全胸腔镜肺叶切除术;OT组行传统开胸肺叶切除术.比较两组患者手术时间、淋巴结清扫数、术中出血量、术后引流时间、住院天数、术后疼痛和并发症发生情况,观察并比较两组患者术后3d血清CRP、TNF-α、IL-6、IL-10水平.结果:VATS组术后引流时间、住院时间明显短于OT组(P＜0.05);两组手术时间、淋巴结清扫数、术中出血量及并发症发生率比较无统计学差异(P＞0.05);VATS组术后1d、3d疼痛评分明显低于OT组(P＜0.05);VATS组术后3d血清CRP、TNF-α、IL-6、IL-10水平明显低于OT组(P＜0.05).结论:与传统手术相比,电视胸腔镜手术对患者创伤较小,患者术后炎症反应较低,痛苦较小,可作为非小细胞肺癌的推荐手术方式.     

妇科针对性护理对保守治疗、开腹手术治疗、腹腔镜微创手术治疗宫外孕患者机体恢复的影响

目的:目前宫外孕的发病率日趋增多,发病年龄也趋向年轻化,为减轻患者痛苦,促进其早日康复,本文旨在回顾性分析妇科护理工作在三种方式治疗宫外孕治疗中的作用.方法:选取2010年10月至2011年9月间,于我院妇科进行宫外孕手术的患者172例,针对172例患者所采取的保守治疗、开腹手术治疗、腹腔镜微创手术三种不同治疗方法,根据不同情况,实施多种妇科针对性护理措施,并对结果进行回顾性分析和总结.结果:172例宫外孕患者经腹腔镜微创手术治疗治愈126例,经过针对性妇科护理,平均住院6.56天;开腹手术治愈26例,经过针对性妇科护理,平均住院9.85天;保守治疗20例,保守治疗失败转为手术治疗3例,平均住院17.87天.经过对所有患者采取有效的针对性精心护理,护理效果较为满意,预后情况良好.结论:腹腔镜微创手术治疗因其创伤小、恢复快,且兼具明确诊断和治疗的作用,是目前临床治疗宫外孕的主要方法;对选择不同治疗方式的患者采取有效的针对性护理,可以提高护理质量和治疗效果,减轻患者痛苦、减少并发症的发生,确保患者早日康复出院.     

Assessing hydrologic alteration: Evaluation of different alternatives according to data availability

The natural flow regime of rivers across the world has been largely modified. Understanding the extent to which the flow regime deviates from natural conditions is necessary for designing sound management and restoration measures. In this regard, ‘Indicators of Hydrologic Alteration’ is currently considered one of the most effective approaches for assessing hydrologic alteration (HA). However, several generalized drawbacks such as the climatic variability between the pre- and post-impacted series and the scarcity of hydrological data in many impaired rivers should be addressed. In this study, a protocol with the following five alternative designs based on data availability is presented: (1) Paired-Before–After Control–Impact (BACIP), (2) Before–After (BA), (3) Control–Impact (CI), (4) Hydrological Classification (HC) and (5) Predicted Hydrological indices (HP). BACIP compares the status of the impacted gauge before and after the perturbation is started, in addition to controlling for natural climatic changes. Hence, it has been considered as the reference benchmark for all other designs. When this protocol was applied to 11 reservoirs situated in the northern third of the Iberian Peninsula, the BA design was able to correctly identify most of the non-significant HA but failed in almost one quarter of the significant alterations. Similarly, BACIP and CI showed an agreement of >80%. This suggests that the method is suitable when proper data are unavailable for BACIP or BA. In addition, our results indicated that the critical thresholds for HA varied depending on the hydrological index being considered. Significant HAs ranged from <5% for the number of days with increasing and decreasing flows to >64% for the duration of low-flow pulses. To delineate adequate thresholds, further research combining hydrological analyses with the biological response to the HA is warranted. Finally, the application of HC and HP designs revealed a significant degree of uncertainty related to the intra-class variability and the predictive error of the models. Therefore, 25% of the analysis could not be evaluated. However, in the evaluable cases, the HC and HP designs correctly assessed >75% of the HA, which highlighted the potential of this method in cases of scarce streamflow data.     

An Ultra‐Mechanosensitive Visco‐Poroelastic Polymer Ion Pump for Continuous Self‐Powering Kinematic Triboelectric Nanogenerators

A mechanosensitive, visco‐poroelastic polymer ion pump that can rapidly establish a dense electrical double layer via mechanical pressure, thereby significantly enhancing output performance of an ionic triboelectric nanogenerator (iTENG), is described. A working mechanism of an iTENG using a highly mechanosensitive, visco‐poroelastic ion pump is suggested and the optimal characteristics of the polymer ion pump are reported by investigating optical, mechanical, electrical, and electrochemical properties. Surprisingly, the pressure sensitivity of the iTENG reaches 23.3 V kPa^?1, which is tens of times the record value. To achieve controlled high‐frequency pulses from an iTENG, kinematic systems using a gear train and a cam are integrated with a single grounded iTENG, which produces a maximum of 600 V and 22 mA (≈2.2 W cm^?2) at an input frequency of 1.67 Hz; after power transforming, those values are converted to 1.42 V and 225 mA. A capacitor of 1 mF can be fully charged to 2 V in only 60 s, making it possible to continuously operate a wireless‐communicating self‐powered humidity sensor. Also, due to the high transparency and deformability of the polymer ion pump, a self‐powered transparent tactile sensor is successfully assembled using a 5 × 5 iTENG array.