Modeling of quantitative relationships between physicochemical properties of active pharmaceutical ingredients and tensile strength of tablets using a boosted tree

Objectives: The aim of this study was to explore the potential of boosted tree (BT) to develop a correlation model between active pharmaceutical ingredient (API) characteristics and a tensile strength (TS) of tablets as critical quality attributes.

Methods: First, we evaluated 81 kinds of API characteristics, such as particle size distribution, bulk density, tapped density, Hausner ratio, moisture content, elastic recovery, molecular weight, and partition coefficient. Next, we prepared tablets containing 50% API, 49% microcrystalline cellulose, and 1% magnesium stearate using direct compression at 6, 8, and 10?kN, and measured TS. Then, we applied BT to our dataset to develop a correlation model. Finally, the constructed BT model was validated using k-fold cross-validation.

Results: Results showed that the BT model achieved high-performance statistics, whereas multiple regression analysis resulted in poor estimations. Sensitivity analysis of the BT model revealed that diameter of powder particles at the 10th percentile of the cumulative percentage size distribution was the most crucial factor for TS. In addition, the influences of moisture content, partition coefficients, and modal diameter were appreciably meaningful factors.

Conclusions: This study demonstrates that BT model could provide comprehensive understanding of the latent structure underlying APIs and TS of tablets.     

碳纳米管改性水泥石力学性能研究

随着非常规油气的勘探开发，超深井、复杂井、页岩气井等对固井质量的要求越来越高，现有水泥基材料性能已经不能满足要求，需要探索新型材料在水泥基材料中的应用以及对水泥石的性能改造。从碳纳米管自身的特点出发，制备稳定性较好的碳纳米管分散液，通过水泥石抗压强度、抗折强度测试、单轴三轴力学性能实验以及微观结构测试对碳纳米管的加量范围、分散效果进行了讨论，分析碳纳米管对水泥石力学性能的影响规律。实验结果表明，0.05%~0.1%碳纳米管加量能够提高水泥石的抗压、抗折性能，并且随着龄期的增长其增强效果更加明显；碳纳米管能够降低水泥石的弹性模量，同时增大塑性形变，使水泥石韧性增加；碳纳米管对微观结构的增强增韧机理表现为拨出、桥联、纳米诱导效应和网状填充效应，经过分散的碳纳米管与基体的相容性较好。      

BHA轴向磁干扰对方位测量误差的影响——基于人工磁场模拟方法

井下钻具组合（BHA）磁化形成的轴向磁场干扰是定向组件磁方位测量的一个重要的误差因素。为了对该误差因素进行独立分析，建立了大型三轴亥姆霍兹线圈人工磁场系统作为研究环境，使用不同磁通量的多个磁化组件作为干扰源研究在理想环境中轴向干扰磁场对定向组件的影响，并在此基础上提出了一种估算磁化组件磁极强度和校正轴向干扰的方法，通过改变空间姿态和三轴亥姆霍兹线圈磁场强度，分析了在不同井斜角、方位角和磁倾角的井眼轨迹中，轴向磁干扰对定向组件方位测量误差的影响，最后证明了校正磁性组件的轴向干扰方法，可以有效地提升BHA定向组件的方位测量精度。     

微生物源单宁酶的研究进展

单宁酶可将单宁水解成没食子酸和葡萄糖，是一种重要的工业用酶。植物、动物和微生物中都含单宁酶，其中微生物是单宁酶的主要来源。基于单宁酶的国内外研究成果，该文归纳总结了不同微生物来源的单宁酶、酶学性质、作用机制，阐述了单宁酶在食品、饲料、制革、精细化工等实际生产中的应用，并对单宁酶今后的研究方向和应用前景进行了展望。     

改性防护蜡对轮胎胎侧胶性能的影响

研究改性防护蜡对轮胎胎侧胶性能的影响。结果表明,与传统防护蜡相比,改性防护蜡异构烷烃质量分数较小,结晶尺寸小且致密程度高。改性防护蜡可在不影响胎侧胶硫化特性和物理性能的前提下,大幅提高胎侧胶抗喷霜性能,保证轮胎表面不受臭氧侵蚀,在防止裂纹产生的同时明显改善成品轮胎外观。     

电永磁吸盘在石油套管接箍切断机下料工序中的应用

针对石油套管生产过程中接箍切断岗位人员搬运接箍劳动强度大、存在安全隐患的问题，对生产工艺过程、电磁吸盘的原理和性能进行分析，采用电永磁吸盘设计了一种接箍自动下料装置。该装置可以根据设定进行电磁吸盘的充/退磁，实现整层接箍的抓取和卸料，整个过程实现一键自动下料，全程不需人工干预。现场生产应用表明，使用电永磁吸盘进行整层接箍下料，能大幅降低岗位员工的劳动强度，生产效率提高5%以上，减少了安全隐患，达到了预期目的。     

控锻控冷工艺对GCr15轴承钢力学性能的影响

探究不同控锻控冷热处理工艺对GCr15钢力学性能的影响,测试了它的回火稳定性、冲击性能、滚动接触疲劳寿命。结果表明,采用控锻控冷工艺可提高试样的抗回火稳定性,冲击性能提高50%以上,接触疲劳寿命提高40%以上。     

Microstructural,mechanical, and thermal properties of microwave-sintered KLS-1 lunar regolith simulant

KLS-1 Lunar regolith simulant was microwave sintered to explore its potential applicability in future lunar construction. The effects of sintering temperature on linear shrinkage, density, porosity, and microstructural, mechanical, and thermal properties were investigated. As the sintering temperature increased, linear shrinkage and density increased and porosity decreased. Structural evolution in the sintered samples was characterized by scanning electron microscopy and X-ray diffraction. Unconfined compressive strength testing showed that mechanical strength increased significantly with increasing sintering temperature, with 1120 °C giving the highest strength of 37.0 ± 4.8 MPa. The sintered samples exhibited a coefficient of thermal expansion of approximately 5 × 10⁻⁶ °C⁻¹, which was well-maintained even after cyclic temperature stress between −100 and 200 °C. Therefore, this microwave processing appears promising for the fabrication of building material with sufficient mechanical strength and thermal durability for lunar construction.