Ain Shams Engineering Journal最新文献

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FDA_CPR: An efficient improved flow direction algorithm with cellular topological structure, potential energy concept and rockfall strategy FDA_CPR:采用蜂窝拓扑结构、势能概念和落石策略的高效改进流向算法
IF 6 2区 工程技术
Ain Shams Engineering Journal Pub Date : 2024-08-01 DOI: 10.1016/j.asej.2024.102978
Haoran Chen , Yukun Wang , Zhongfeng Li
{"title":"FDA_CPR: An efficient improved flow direction algorithm with cellular topological structure, potential energy concept and rockfall strategy","authors":"Haoran Chen ,&nbsp;Yukun Wang ,&nbsp;Zhongfeng Li","doi":"10.1016/j.asej.2024.102978","DOIUrl":"10.1016/j.asej.2024.102978","url":null,"abstract":"<div><p>Aiming at the problems of Flow Direction Algorithm (FDA), such as premature convergence and tendency to fall into local optimum, this paper proposes an efficient improved version named FDA_CPR. Firstly, the embedding of the topological structure of cellular automata to increase the population diversity of the algorithm. Then, Lévy flight is used to replace the D8 algorithm of FDA and a position update strategy based on Sine Cosine Algorithm to slow down the convergence of the algorithm. Furthermore, a new concept of “potential energy” is introduced to calculate the energy score of the flow and determine the new direction of movement to improve the search efficiency of the algorithm. Finally, a “rockfall strategy” based on dynamic opposite learning is designed to help the algorithm jump out of the local optimum. FDA_CPR is compared with eight well-known algorithms on CEC2017 and several feature selection problems to evaluate its performance. Qualitative analysis, Friedman's test and Wilcoxon signed rank test confirmed the effectiveness of the improvement in different ways. Various experimental results show that FDA_CPR has considerable advantages in solving both discrete and continuous problems, and its comprehensive performance is better than that of FDA and other comparison algorithms.</p></div>","PeriodicalId":48648,"journal":{"name":"Ain Shams Engineering Journal","volume":"15 10","pages":"Article 102978"},"PeriodicalIF":6.0,"publicationDate":"2024-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2090447924003538/pdfft?md5=067aaa8b93fb6d4a22d9c1db125e04bb&pid=1-s2.0-S2090447924003538-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142272838","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Entropy generation with ion-slip influx on peristaltic transition of hyperbolic tangent nanofluid of motile gyrotactic microorganisms and modified Darcy-Forchheimer characteristic 双曲切线纳米流体蠕动过渡时离子滑动流入产生的熵,以及运动陀螺微生物的修正达西-福克海默特性
IF 6 2区 工程技术
Ain Shams Engineering Journal Pub Date : 2024-08-01 DOI: 10.1016/j.asej.2024.102882
Muhammad Sohail , Thabet Abdeljawad , Doaa R. Mostapha , T.M. El‑dabe Nabil
{"title":"Entropy generation with ion-slip influx on peristaltic transition of hyperbolic tangent nanofluid of motile gyrotactic microorganisms and modified Darcy-Forchheimer characteristic","authors":"Muhammad Sohail ,&nbsp;Thabet Abdeljawad ,&nbsp;Doaa R. Mostapha ,&nbsp;T.M. El‑dabe Nabil","doi":"10.1016/j.asej.2024.102882","DOIUrl":"10.1016/j.asej.2024.102882","url":null,"abstract":"<div><p>In this theoretical paper, an investigation is conducted into the peristaltic transition of a hyperbolic tangent nanofluid that contains mobile gyrotactic microorganisms. This study examines the entropy generation resulting from magnetohydrodynamic (MHD) flow and heat transport. The analysis encompasses an anisotropically stenosed endoscope, which is influenced by Ion-slip, activation energy, viscous dissipation, Hall efficacy, Joule heating and entropy generation. The impacts of nonlinear thermal radiation and chemical processes with Soret and Dufour schemes are studied. The porous medium is described using a modified form of Darcy's principle involving a Forchheimer framework. The assumptions involve the extended wavelength besdes reduced Reynolds numeral. The homotopy perturbation strategy is employed to solve the resulting equations. The results show that the critical velocity rises as the local temperature Grashof numeral increases. Moreover, the study offers insights into the movement of digestive gastric fluid within the small intestine as the endoscope moves through.</p></div>","PeriodicalId":48648,"journal":{"name":"Ain Shams Engineering Journal","volume":"15 8","pages":"Article 102882"},"PeriodicalIF":6.0,"publicationDate":"2024-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2090447924002570/pdfft?md5=5b5614ba832da1a126268e998635b603&pid=1-s2.0-S2090447924002570-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141938278","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A fast-tracking MPPT-based modified coot optimization algorithm for PV systems under partial shading conditions 基于 MPPT 的快速跟踪修正 COOT 优化算法,适用于部分遮阳条件下的光伏系统
IF 6 2区 工程技术
Ain Shams Engineering Journal Pub Date : 2024-07-31 DOI: 10.1016/j.asej.2024.102967
Abdulbari Talib Naser , Karam Khairullah Mohammed , Nur Fadilah Ab Aziz , Ahmed Elsanabary , Karmila Binti Kamil , Saad Mekhilef
{"title":"A fast-tracking MPPT-based modified coot optimization algorithm for PV systems under partial shading conditions","authors":"Abdulbari Talib Naser ,&nbsp;Karam Khairullah Mohammed ,&nbsp;Nur Fadilah Ab Aziz ,&nbsp;Ahmed Elsanabary ,&nbsp;Karmila Binti Kamil ,&nbsp;Saad Mekhilef","doi":"10.1016/j.asej.2024.102967","DOIUrl":"10.1016/j.asej.2024.102967","url":null,"abstract":"<div><p>The presence of weather variations poses a significant challenge for photovoltaic (PV) systems in achieving maximum power during maximum power point tracking (MPPT), especially under partial shading conditions (PSCs). To prevent the hotspot phenomenon, bypass diodes are fitted across series-connected PV modules. As a result, the power curve has multiple local peaks (LPs) and one global peak (GP). Conventional MPPTs tend to become entrapped in one of these LPs, resulting in a substantial reduction in both the generated power and overall efficiency of the PV system. Metaheuristic optimization algorithms (MOAs) have effectively tackled this issue, although they have incurred a lengthier convergence time, representing one of these methods’ principal drawbacks. Reducing convergence speed is the most important aim in the field of MPPT methods, even if it entails a compromise in terms of tracking efficiency and accuracy. This paper proposes a modified coot optimization algorithm (MCOA) to address these issues to track the global maximum power point (GMPP) under various weather conditions. Additionally, by using only one tuning parameter, the proposed method reduces the complexity of the method in comparison to other MPPT methods. Moreover, the proposed method employs a search space skipping method to improve convergence speed by skipping unnecessary search spaces during MPPT tracking. An experimental validation has been conducted to test the efficacy of the proposed approach under variable shading conditions, utilizing a SEPIC converter and a sampling time of 0.1 s. Based on the experimental results obtained, the proposed MCOA has achieved the best performance with an average tracking time of 1.3 s across all weather conditions and an efficiency of 99.87 %. Furthermore, this paper has also conducted a comparative analysis with five different metaheuristic algorithms, and experimental results demonstrate that MCOA has outperformed others in terms of accuracy and fast tracking time for MPPT, primarily due to its simplicity.</p></div>","PeriodicalId":48648,"journal":{"name":"Ain Shams Engineering Journal","volume":"15 10","pages":"Article 102967"},"PeriodicalIF":6.0,"publicationDate":"2024-07-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2090447924003423/pdfft?md5=058fb84e8c295acdfa2ce37d195dd639&pid=1-s2.0-S2090447924003423-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142272840","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Type-2 fuzzy ontology with Dendritic Neural Network based semantic feature extraction for web content classification 基于树枝状神经网络的第 2 类模糊本体与语义特征提取,用于网络内容分类
IF 6 2区 工程技术
Ain Shams Engineering Journal Pub Date : 2024-07-25 DOI: 10.1016/j.asej.2024.102973
Mahmoud Ragab , Fatmah Yousef Assiri , Diaa Hamed , Ibrahim R. Alzahrani , Turki Althaqafi , Hadi Oqaibi
{"title":"Type-2 fuzzy ontology with Dendritic Neural Network based semantic feature extraction for web content classification","authors":"Mahmoud Ragab ,&nbsp;Fatmah Yousef Assiri ,&nbsp;Diaa Hamed ,&nbsp;Ibrahim R. Alzahrani ,&nbsp;Turki Althaqafi ,&nbsp;Hadi Oqaibi","doi":"10.1016/j.asej.2024.102973","DOIUrl":"10.1016/j.asej.2024.102973","url":null,"abstract":"<div><p>Nowadays, Internet technology is developing very quickly, because of which webpages are generated exponentially. Web content categorization is mandatory to explore and search related webpages based on queries of users and becomes a dreary task. Most web content categorization methods ignore the contextual knowledge and semantic features of the web page. Pornographic webpage–filtering system does not deliver perfect extraction of advantageous datasets in unstructured web content. Such mechanisms take no reasoning ability to intellectually filter web content to categorize medical websites in adult content webpages. This study introduces a Type-2 Fuzzy Ontology with Dendritic Neural Network Based Semantic Feature Extraction for Web Content Classification (TFODNN-SFEWCC) method. The presented method mainly focused on the detection of different types of web content and blocking pornographic content. It uses the DNN model for the extraction of useful keywords from web pages and eliminates unwanted ones. In addition, the proposed technique employs type 2 fuzzy ontology for the automated classification of web content into multiple classes. The pigeon swarm optimization algorithm is applied to optimize the performance of the Dendritic Neural Network approach for hyperparameter tuning. The experimental evaluation of the proposed method occurs utilizing a web database, and the outcomes are studied under various aspects. The comprehensive comparison study highlighted the betterment of the proposed technique over other existing approaches.</p></div>","PeriodicalId":48648,"journal":{"name":"Ain Shams Engineering Journal","volume":"15 9","pages":"Article 102973"},"PeriodicalIF":6.0,"publicationDate":"2024-07-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2090447924003484/pdfft?md5=713c6bd357c511a51836bfca1a8943ba&pid=1-s2.0-S2090447924003484-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141949577","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Prediction of compressive strength of recycled concrete using gradient boosting models 利用梯度提升模型预测再生混凝土的抗压强度
IF 6 2区 工程技术
Ain Shams Engineering Journal Pub Date : 2024-07-24 DOI: 10.1016/j.asej.2024.102975
Amira Hamdy Ali Ahmed , Wu Jin , Mosaad Ali Hussein Ali
{"title":"Prediction of compressive strength of recycled concrete using gradient boosting models","authors":"Amira Hamdy Ali Ahmed ,&nbsp;Wu Jin ,&nbsp;Mosaad Ali Hussein Ali","doi":"10.1016/j.asej.2024.102975","DOIUrl":"10.1016/j.asej.2024.102975","url":null,"abstract":"<div><p>The construction industry is shifting towards sustainability, emphasizing the need for innovative materials. Recycled Aggregate Concrete (RAC), utilizing recycled aggregates, emerges as a promising eco-friendly solution to minimize waste and resource utilization. However, accurately predicting its compressive strength (CS) is challenging due to varying composition and properties. This study addresses this issue by employing machine learning models, specifically five gradient boosting algorithms: Gradient Boosting Machine (GBM), LightGBM, XGBoost, Categorical Gradient Boost (CGB), and HistGradientBoosting (HGB). A total of 314 mixes from relevant published literature were aggregated to train the models. These models are meticulously fine-tuned through hyperparameter optimization for optimal predictive performance. The study also introduces SHAP (SHapley Additive exPlanations) algorithms for model interpretability, elucidating feature contributions to predictions. The results revealed that among the five gradient boosting models, CGB demonstrated the highest R2 value of 92% on the testing set, while LightGBM exhibited the lowest Coefficient of Determination (R2) value of 88%. Additionally, CGB achieved the lowest Root Mean Square Error (RMSE) of approximately 4.05, whereas XGBoost showed the highest RMSE of around 4.8. Furthermore, for Mean Absolute Error (MAE), LightGBM recorded the lowest value of approximately 3.16, while HGB yielded the highest MAE of about 3.8. The SHAP analyses reveal influential features impacting RAC strength, highlighting the significance of cement, water, sand, and recycled aggregate water absorption in predicting RAC compressive strength.</p></div>","PeriodicalId":48648,"journal":{"name":"Ain Shams Engineering Journal","volume":"15 9","pages":"Article 102975"},"PeriodicalIF":6.0,"publicationDate":"2024-07-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2090447924003502/pdfft?md5=896e649ced247c47e0f5b708d9405e8f&pid=1-s2.0-S2090447924003502-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141960308","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Thermal irregular generation and absorption of nanoscale energy transportation of thermodynamic material of a micropolar fluid 微极性流体热动力材料纳米级能量传输的热不规则生成和吸收
IF 6 2区 工程技术
Ain Shams Engineering Journal Pub Date : 2024-07-24 DOI: 10.1016/j.asej.2024.102948
Muhammad Yasir , S. Bilal , N. Ameer Ahammad , Ibrahim E. Elseesy
{"title":"Thermal irregular generation and absorption of nanoscale energy transportation of thermodynamic material of a micropolar fluid","authors":"Muhammad Yasir ,&nbsp;S. Bilal ,&nbsp;N. Ameer Ahammad ,&nbsp;Ibrahim E. Elseesy","doi":"10.1016/j.asej.2024.102948","DOIUrl":"10.1016/j.asej.2024.102948","url":null,"abstract":"<div><p>Micropolar fluids have received a lot of interest for their industrial uses due to their distinctive microstructures. The diversified utilization of heat and mass transport process of micropolar material induced by shrinkable curved surface in raising the efficiency of numerous industrial processes has been found. For instance, extrusion procedure, fiber technology, polymer extraction, etc. The primary motive for conducting this disquisition is to explore the transmission of heat and mass in the flow of a micropolar (non-Newtonian) fluid processing vortex viscosity and micro-inertial aspects over a curved stretching/shrinking sheet. Physical factors of irregular heat generation/absorption rate along with linear radiative heat flux are included in thermal transport whereas mass diffusion involves the impact of Arrhenius kinetics and chemically reactive species. The basic constitutive equation is modeled in curvilinear coordinates after obliging conservation laws. A set of similar variables is implemented to change the governing formulation into the dimensionless format. Multiple branch solutions are attained via the bvp4c procedure. Associated distributions (velocity, micro rotation, temperature, and concentration) are organized against the sundry parameters for both branches and interpreted through sketches. Relevant quantities versus different parameters are also encountered through tabular data. The credibility of computed results is assumed by making agreement with previous studies. After a thorough insight into this work, it is inferred that multiple solutions are noted for distinct values of suction and material parameters.</p></div>","PeriodicalId":48648,"journal":{"name":"Ain Shams Engineering Journal","volume":"15 9","pages":"Article 102948"},"PeriodicalIF":6.0,"publicationDate":"2024-07-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S209044792400323X/pdfft?md5=92cf599bd01b11504dffaea1c0c1a30e&pid=1-s2.0-S209044792400323X-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141960720","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
An economic-environmental energy management system design for MT-HVDC networks via a semi-definite programming approximation with robust analysis 通过半有限编程近似和稳健分析,为 MT-HVDC 电网设计经济-环境能源管理系统
IF 6 2区 工程技术
Ain Shams Engineering Journal Pub Date : 2024-07-24 DOI: 10.1016/j.asej.2024.102968
Wilmar Contreras-Sepúlveda , Oscar Danilo Montoya , Walter Gil-González
{"title":"An economic-environmental energy management system design for MT-HVDC networks via a semi-definite programming approximation with robust analysis","authors":"Wilmar Contreras-Sepúlveda ,&nbsp;Oscar Danilo Montoya ,&nbsp;Walter Gil-González","doi":"10.1016/j.asej.2024.102968","DOIUrl":"10.1016/j.asej.2024.102968","url":null,"abstract":"<div><p>This research deals with the economic-environmental dispatch problem (EEDP) in multi-terminal high-voltage direct-current (MT-HVDC) systems by proposing a convex approximation based on semi-definite programming (SDP). The exact formulation of the EEDP corresponds to a non-convex, nonlinear programming problem due to the presence of a nonlinear quadratic constraint regarding the products between voltage variables. The thermal plants' economic and objective functions are modeled using typical quadratic functions. The SDP approach allows reaching a convex approximation that ensures the global optimal solution for each objective function independently or the construction of the optimal Pareto front via the weighting-factor optimization methodology. The proposed SDP approach also considers uncertainties in the demand and in the available power of renewable sources, which makes it robust. The main contribution of this research is a multi-period analysis that includes large-scale renewable generation sources and a robust analysis regarding demand and variations in renewable generation. Numerical results in two MT-HVDC systems demonstrate the effectiveness of the proposed SDP approach when compared to combinatorial optimization algorithms. All numerical simulations were carried out using the CVX convex disciplined tool, with the help of the SEDUMI and SDPT solvers, in the MATLAB programming environment.</p></div>","PeriodicalId":48648,"journal":{"name":"Ain Shams Engineering Journal","volume":"15 9","pages":"Article 102968"},"PeriodicalIF":6.0,"publicationDate":"2024-07-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2090447924003435/pdfft?md5=aab280cbad45b78447e4ece7e61e3d2a&pid=1-s2.0-S2090447924003435-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141960721","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Two-types of service facilities in interconnected stochastic queueing and queueing-inventory system with marked Markovian arrival process 具有标记马尔可夫到达过程的互联随机排队和排队-库存系统中的两类服务设施
IF 6 2区 工程技术
Ain Shams Engineering Journal Pub Date : 2024-07-24 DOI: 10.1016/j.asej.2024.102963
K. Jeganathan , S. Selvakumar , Krishnasamy Srinivasan , N. Anbazhagan , Gyanendra Prasad Joshi , Woong Cho
{"title":"Two-types of service facilities in interconnected stochastic queueing and queueing-inventory system with marked Markovian arrival process","authors":"K. Jeganathan ,&nbsp;S. Selvakumar ,&nbsp;Krishnasamy Srinivasan ,&nbsp;N. Anbazhagan ,&nbsp;Gyanendra Prasad Joshi ,&nbsp;Woong Cho","doi":"10.1016/j.asej.2024.102963","DOIUrl":"10.1016/j.asej.2024.102963","url":null,"abstract":"<div><p>This article explores the performance of interconnected queueing systems and queueing-inventory systems (IQSQIS) in stochastic modeling. IQSQIS features two types of service facilities with dual service stations: one providing non-commodity service with a multi-server, and another handling commodity sales with a single server. As directed, a customer type <span><math><mi>i</mi><mo>,</mo><mi>i</mi><mo>=</mo><mn>1</mn><mo>,</mo><mn>2</mn></math></span> can approach the station <span><math><mi>i</mi><mo>,</mo><mi>i</mi><mo>=</mo><mn>1</mn><mo>,</mo><mn>2</mn></math></span> whose arrival pattern follows the marked Markovian arrival process (MMAP) since we assume that both service stations have an equal arrival phase. The IQSQIS gives an offer to the type-2 customer to choose type-1 service at the end of their service completion. Numerical results suggest that this option reduces customer wait times, orbit size, and overall system costs. The comparative analysis of heterogeneous and homogeneous servers in station-1 and queue-dependent and non-queue-dependent service facilities in station-2 is presented and investigated using the numerical outputs.</p></div>","PeriodicalId":48648,"journal":{"name":"Ain Shams Engineering Journal","volume":"15 9","pages":"Article 102963"},"PeriodicalIF":6.0,"publicationDate":"2024-07-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2090447924003381/pdfft?md5=5584813866a7cf5f8ef40c9886a17905&pid=1-s2.0-S2090447924003381-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141960309","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Determination of nanoparticle solubility through green nanonization process using machine learning approach: Computational modeling and optimization 利用机器学习方法通过绿色纳米化过程确定纳米粒子的溶解度:计算建模与优化
IF 6 2区 工程技术
Ain Shams Engineering Journal Pub Date : 2024-07-24 DOI: 10.1016/j.asej.2024.102946
Ahmad J. Obaidullah , Abdulrahman A. Almehizia
{"title":"Determination of nanoparticle solubility through green nanonization process using machine learning approach: Computational modeling and optimization","authors":"Ahmad J. Obaidullah ,&nbsp;Abdulrahman A. Almehizia","doi":"10.1016/j.asej.2024.102946","DOIUrl":"10.1016/j.asej.2024.102946","url":null,"abstract":"<div><p>The major aim of the current study is to develop a data-driven methodology based on green processing for estimation of drug solubility in supercritical carbon dioxide as the solvent. Several machine learning algorithms were utilized to simulate Capecitabine solubility in supercritical carbon dioxide for green pharmaceutical manufacturing applications which can enhance the solubility of drugs by this method of processing. In the models, the inputs are pressure (P) and temperature (T), and the target output (Y) is solubility. Tree-based ensemble models of RF (Random Forest), ET (Extra Tree), and GB (Gradient Boosting) were selected for modeling in this research in combination with the optimizer to model the process. The hyper-parameters of models were optimized to reduce the error in the fitting. The coefficient of determination (R<sup>2</sup> score) values obtained more than 0.96 and RMSE (root mean square error) for ET, GB, and RF models are 2.91, 2.37, and 4.45, respectively. Based on accurate analyses of results Gradient Boosting selected for primary model in this research. The models were able to estimate the drug solubility which can be used to estimate solubility for a wide range, thereby saving time and costs of measurements.</p></div>","PeriodicalId":48648,"journal":{"name":"Ain Shams Engineering Journal","volume":"15 9","pages":"Article 102946"},"PeriodicalIF":6.0,"publicationDate":"2024-07-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2090447924003216/pdfft?md5=2337c8c47a3c08c4bcdcf2da6ac93a16&pid=1-s2.0-S2090447924003216-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141960307","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Flow in a channel of porous parallel and inclined walls: Carreau fluid of variable density 多孔平行倾斜壁通道中的流动:密度可变的卡诺流体
IF 6 2区 工程技术
Ain Shams Engineering Journal Pub Date : 2024-07-24 DOI: 10.1016/j.asej.2024.102953
Muhammad Hamza, Dil Nawaz Khan Marwat
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