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Theoretical and experimental study on determining the reasonable cropping process parameters of precision cropping system 确定精耕细作系统合理耕作过程参数的理论与试验研究
IF 6 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-08-11 DOI: 10.1016/j.asej.2024.102958

A new controllable rotary bending cracking cropping method, based on V-notch stress concentration, is proposed to address the drawbacks of the metal bar separation process, such as poor cross-section quality and low material utilization. The controlled rotary bending cracking cropping experimental device is developed to implement this method. Subsequently, a mechanical model for the precision cropping process is established using material strength theory, and a load control strategy based on fracture mechanics theory is applied to predict cropping efficiency. Experimental verification is then conducted, with results indicating that increasing notch depth improves cropping efficiency and cross-section quality. Additionally, maintaining constant stress intensity factor amplitude (ΔK = 0.4Kc) and notch depth of 5 mm yields optimal cropping effects. The precision cropping process leverages the fatigue crack propagation mechanism to explain the cropping process, offering theoretical guidance for selecting appropriate parameters in subsequent precision cropping processes.

针对金属棒分离过程中存在的截面质量差、材料利用率低等缺点,提出了一种基于 V 型缺口应力集中的新型可控旋转弯曲开裂裁剪方法。为实现该方法,开发了可控旋转弯曲开裂裁剪实验装置。随后,利用材料强度理论建立了精密剪切过程的力学模型,并应用基于断裂力学理论的载荷控制策略来预测剪切效率。然后进行实验验证,结果表明,增加缺口深度可提高种植效率和横截面质量。此外,保持恒定的应力强度因子振幅(ΔK = 0.4Kc)和 5 毫米的切口深度可获得最佳种植效果。精确裁剪过程利用疲劳裂纹扩展机制解释了裁剪过程,为后续精确裁剪过程中选择适当参数提供了理论指导。
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引用次数: 0
Optimized quantum LSTM using modified electric Eel foraging optimization for real-world intelligence engineering systems 利用改进的电鳗觅食优化技术优化量子 LSTM,用于真实世界的智能工程系统
IF 6 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-08-02 DOI: 10.1016/j.asej.2024.102982
Mohammed A.A. Al-qaness, Mohamed Abd Elaziz, Abdelghani Dahou, Ahmed A. Ewees, Mohammed Azmi Al-Betar, Mansour Shrahili, Rehab Ali Ibrahim
The integration of metaheuristics with machine learning methodologies presents significant advantages, particularly in optimization and computational intelligence. This amalgamation leverages the global search capabilities of metaheuristics alongside the pattern recognition and predictive prowess of machine learning, facilitating enhanced convergence rates and solution quality in complex problem spaces. The Quantum Long Short-Term Memory (QLSTM) emerges as a highly efficient deep learning model tailored to tackle such intricate engineering problems. The QLSTM's architecture, comprising data encoding, variational, and quantum measurement layers, facilitates the effective encoding and processing of civil engineering data, leading to heightened prediction accuracy. However, the task of determining optimal values for QLSTM parameters presents challenges due to its NP-problem nature and time-consuming characteristics. To address this, we propose an alternative technique to optimize the QLSTM based on a modified Electric Eel Foraging Optimization (MEEFO). The MEEFO is a modified version of the original EEFO that applies triangular mutation operators to boost the search capability of the traditional EEFO. Thus, the MEEFO optimizes the QLSTM and boosts its prediction performance. To validate the efficacy of our proposed method, we conduct comprehensive experiments utilizing five real-world engineering datasets related to construction and structure engineering. The evaluation outcomes unequivocally demonstrate that the MMEFO significantly enhances the performance of the QLSTM.
元启发式方法与机器学习方法的结合具有显著优势,尤其是在优化和计算智能方面。这种融合利用了元启发式的全局搜索能力以及机器学习的模式识别和预测能力,有助于提高复杂问题空间的收敛速度和解决方案的质量。量子长短期记忆(QLSTM)是为解决此类复杂工程问题而量身定制的高效深度学习模型。QLSTM 的架构包括数据编码层、变异层和量子测量层,有助于有效编码和处理土木工程数据,从而提高预测精度。然而,由于其 NP 问题的性质和耗时的特点,确定 QLSTM 参数最佳值的任务面临着挑战。针对这一问题,我们提出了一种基于改进的电鳗觅食优化(MEEFO)的 QLSTM 优化替代技术。MEEFO 是原始 EEFO 的改进版,它应用三角突变算子来提高传统 EEFO 的搜索能力。因此,MEEFO 可优化 QLSTM 并提高其预测性能。为了验证我们提出的方法的有效性,我们利用五个与建筑和结构工程相关的实际工程数据集进行了综合实验。评估结果清楚地表明,MMEFO 显著提高了 QLSTM 的性能。
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引用次数: 0
Flow analysis in different geometries for optimization of exhaust manifold in a locomotive diesel engine 优化机车柴油发动机排气歧管的不同几何形状流动分析
IF 6 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-08-02 DOI: 10.1016/j.asej.2024.102974

A well-designed exhaust manifold has a positive effect on the efficiency of an engine and exhaust emissions. If the dimensions and geometric structure of the exhaust manifold are not designed in accordance with the pressure fluctuations of the fluid, this will have a negative effect on the velocity, temperature, density and pressure of the flow. In view of this and the high production costs of locomotive diesel engines, the pressure and velocity distributions in the exhaust manifold of a six-cylinder locomotive engine are investigated numerically in this study. Two different designs for the diesel engine are studied, taking into consideration the area in which the exhaust manifold will be mounted and the other engine parts. The pressure and velocity variations of the exhaust manifolds are compared via a computational fluid dynamics analysis, and analyses are performed using test data from a heavy-duty diesel engine at different power values (225, 450, 675, and 900 HP) and 1500 rpm, with the aim of finding the optimal design. Since the diameters at the cylinder outlets cannot be changed, the designs are created to fit within the existing area of the engine area The exhaust outlet is located in the middle of the manifold in the first model examined here, and is positioned close to the right-hand side of the manifold in the second model (the existing configuration). It is found that the flow becomes more efficient in the model in which the outlet is in the middle of the exhaust manifold.

设计合理的排气歧管对发动机的效率和废气排放有积极影响。如果排气歧管的尺寸和几何结构设计不符合流体的压力波动,则会对气流的速度、温度、密度和压力产生负面影响。鉴于此以及机车柴油发动机的高生产成本,本研究对一台六缸机车发动机排气歧管中的压力和速度分布进行了数值研究。考虑到排气歧管的安装区域和发动机的其他部件,研究了柴油发动机的两种不同设计。通过计算流体动力学分析比较了排气歧管的压力和速度变化,并使用重型柴油发动机在不同功率值(225、450、675 和 900 HP)和 1500 转/分转速下的测试数据进行了分析,目的是找到最佳设计。由于气缸出口的直径无法改变,因此设计时要考虑到发动机现有的面积。结果发现,在排气口位于排气歧管中间的模型中,流量效率更高。
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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 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-08-01 DOI: 10.1016/j.asej.2024.102882

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.

在这篇理论论文中,对含有移动陀螺仪微生物的双曲切线纳米流体的蠕动转变进行了研究。本研究探讨了磁流体动力学(MHD)流动和热传输所产生的熵。分析包括一个各向异性的狭窄内窥镜,它受到离子滑移、活化能、粘性耗散、霍尔效应、焦耳加热和熵产生的影响。采用索雷特和杜富尔方案研究了非线性热辐射和化学过程的影响。多孔介质使用涉及福赫海默(Forchheimer)框架的达西原理修正形式进行描述。假设涉及扩展波长贝斯特斯缩小雷诺数。采用同调扰动策略求解所得方程。结果表明,临界速度随着局部温度格拉肖夫数的增加而上升。此外,这项研究还有助于深入了解内窥镜在小肠内移动时消化胃液的运动情况。
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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 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-07-25 DOI: 10.1016/j.asej.2024.102973

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.

如今,互联网技术发展非常迅速,因此产生的网页也呈指数级增长。要根据用户的查询探索和搜索相关网页,就必须对网页内容进行分类,这已成为一项枯燥乏味的工作。大多数网页内容分类方法都忽略了网页的上下文知识和语义特征。色情网页过滤系统无法从非结构化网页内容中完美提取有利数据集。这种机制不具备推理能力,无法从智力上过滤网页内容,从而将医疗网站归类到成人内容网页中。本研究介绍了一种基于树枝状神经网络的网络内容分类语义特征提取(TFODNN-SFEWCC)方法。该方法主要侧重于检测不同类型的网页内容和屏蔽色情内容。它使用 DNN 模型从网页中提取有用的关键词,并剔除不需要的关键词。此外,该技术还采用了 2 类模糊本体,将网页内容自动分类为多个类别。鸽群优化算法用于优化树枝状神经网络方法的性能,以进行超参数调整。利用网络数据库对所提出的方法进行了实验评估,并对结果进行了多方面的研究。综合比较研究凸显了所提出的技术优于其他现有方法。
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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 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-07-24 DOI: 10.1016/j.asej.2024.102948

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.

微极流体因其独特的微观结构而在工业应用中备受关注。人们发现,在许多工业过程中,可收缩弯曲表面诱导的微极性材料的热量和质量传输过程得到了多样化的利用,从而提高了效率。例如,挤压过程、纤维技术、聚合物提取等。进行本研究的主要动机是探索微波(非牛顿)流体在弯曲的拉伸/收缩板上流动时的热量和质量传输,该流体处理过程中存在涡流粘度和微惯性问题。热传输包括不规则热生成/吸收率和线性辐射热通量等物理因素,而质量扩散则涉及阿伦尼乌斯动力学和化学反应物种的影响。基本构成方程是在曲线坐标中根据强制守恒定律建模的。通过使用一组相似变量,可将支配公式转换为无量纲格式。通过 bvp4c 程序获得多分支解。相关分布(速度、微观旋转、温度和浓度)与两个分支的各种参数相对应,并通过草图进行解释。此外,还通过表格数据了解不同参数的相关数量。计算结果的可信度是通过与之前的研究相一致来确定的。在深入了解这项工作后,可以推断出吸力和材料参数的不同值会产生多种解决方案。
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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 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-07-24 DOI: 10.1016/j.asej.2024.102975

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.

建筑业正朝着可持续发展的方向转变,强调对创新材料的需求。再生骨料混凝土(RAC)利用再生骨料,是一种有前途的生态友好型解决方案,可最大限度地减少废物和资源利用。然而,由于其成分和性能各不相同,准确预测其抗压强度(CS)具有挑战性。本研究采用机器学习模型,特别是五种梯度提升算法来解决这一问题:梯度提升机(GBM)、LightGBM、XGBoost、分类梯度提升(CGB)和 HistGradientBoosting(HGB)。为了训练这些模型,我们汇总了相关发表文献中的 314 种混合数据。这些模型通过超参数优化进行了细致的微调,以获得最佳预测性能。研究还引入了 SHAP(SHapley Additive exPlanations)算法,以提高模型的可解释性,阐明特征对预测的贡献。结果显示,在五个梯度提升模型中,CGB 在测试集上的 R2 值最高,达到 92%,而 LightGBM 的判定系数 (R2) 值最低,为 88%。此外,CGB 的均方根误差(RMSE)最低,约为 4.05,而 XGBoost 的 RMSE 最高,约为 4.8。此外,在平均绝对误差 (MAE) 方面,LightGBM 的值最低,约为 3.16,而 HGB 的 MAE 最高,约为 3.8。SHAP 分析揭示了对 RAC 强度有影响的特征,突出了水泥、水、砂和再生骨料吸水率在预测 RAC 抗压强度方面的重要性。
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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 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-07-24 DOI: 10.1016/j.asej.2024.102968

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.

本研究通过提出一种基于半有限编程(SDP)的凸近似方法来解决多端高压直流(MT-HVDC)系统中的经济环境调度问题(EEDP)。由于电压变量之间的乘积存在非线性二次约束,EEDP 的精确表述相当于一个非凸非线性编程问题。热电厂的经济和目标函数采用典型的二次函数建模。采用 SDP 方法可以获得凸近似值,确保每个目标函数都能独立获得全局最优解,或通过权重系数优化方法构建最优帕累托前沿。所提出的 SDP 方法还考虑了需求和可再生能源可用功率的不确定性,因此具有很强的鲁棒性。本研究的主要贡献在于包含大规模可再生能源发电的多期分析,以及对需求和可再生能源发电变化的稳健分析。两个 MT-HVDC 系统的数值结果表明,与组合优化算法相比,所提出的 SDP 方法非常有效。所有数值模拟均在 MATLAB 编程环境中使用 CVX 凸约束工具,并在 SEDUMI 和 SDPT 求解器的帮助下进行。
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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 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-07-24 DOI: 10.1016/j.asej.2024.102963

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 i,i=1,2 can approach the station i,i=1,2 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.

本文探讨了随机建模中互联排队系统和排队-库存系统(IQSQIS)的性能。IQSQIS 的特点是两类服务设施具有双服务站:一类服务站通过多服务器提供非商品服务,另一类服务站通过单服务器处理商品销售。根据指示,i,i=1,2 类型的客户可以接近服务站 i,i=1,2,其到达模式遵循标记马尔可夫到达过程(MMAP),因为我们假设两个服务站的到达阶段相同。IQSQIS 向第 2 类客户提供了在服务结束时选择第 1 类服务的提议。数值结果表明,该方案减少了客户等待时间、轨道大小和整体系统成本。利用数值结果,对站点-1 的异构和同构服务器以及站点-2 的依赖队列和不依赖队列的服务设施进行了比较分析和研究。
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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 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-07-24 DOI: 10.1016/j.asej.2024.102946

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 (R2 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.

本研究的主要目的是开发一种基于绿色加工的数据驱动方法,用于估算药物在超临界二氧化碳溶剂中的溶解度。本研究利用几种机器学习算法模拟卡培他滨在超临界二氧化碳中的溶解度,用于绿色制药应用,通过这种加工方法提高药物的溶解度。在模型中,输入为压力(P)和温度(T),目标输出(Y)为溶解度。本研究选择了 RF(随机森林)、ET(额外树)和 GB(梯度提升)等基于树的集合模型,并结合优化器对过程进行建模。对模型的超参数进行了优化,以减少拟合误差。ET 模型、GB 模型和 RF 模型的判定系数(R2 值)大于 0.96,RMSE(均方根误差)分别为 2.91、2.37 和 4.45。基于精确的分析结果,本研究选择梯度提升作为主要模型。这些模型能够估算药物溶解度,可用于估算大范围的溶解度,从而节省测量时间和成本。
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引用次数: 0
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