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基于LIME模型的海州湾小眼绿鳍鱼资源评估
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作者 郭灏贤 王琨 +1 位作者 解先旭 张崇良 《水产学报》 北大核心 2026年第2期91-101,共11页
【目的】利用基于体长的集成混合效应模型(LIME)对数据有限的海州湾小眼绿鳍鱼资源状况进行评估,并对模型关键参数进行敏感性分析。【方法】本实验利用2013—2023年海州湾渔业资源调查获取的小眼绿鳍鱼体长频率数据,运用LIME模型评估该... 【目的】利用基于体长的集成混合效应模型(LIME)对数据有限的海州湾小眼绿鳍鱼资源状况进行评估,并对模型关键参数进行敏感性分析。【方法】本实验利用2013—2023年海州湾渔业资源调查获取的小眼绿鳍鱼体长频率数据,运用LIME模型评估该种群的捕捞死亡系数和相对生物量等参数。通过对参数h(陡度)和M(自然死亡系数)分别设置±25%的误差,以及以短时间序列开展模型敏感性分析,评估产卵潜力比(SPR)及捕捞死亡系数(F)的变化,利用平均相对误差(MRE)指标指示评估结果受影响的大小。【结果】2013—2023年海州湾小眼绿鳍鱼的捕捞死亡系数较高(F=2.09~2.72),显著高于其生物学参考点F_(30)=0.81。其补充量呈波动下降趋势,SPR为0.106~0.129,表明资源已处于过度利用状态。敏感性分析表明,M对评估结果影响显著,h则影响较小。时间序列的长度对LIME模型的估算结果具有重要影响,且对F的影响大于SPR。【结论】海州湾小眼绿鳍鱼资源已处于过度捕捞状态。LIME模型能够利用体长频率数据评估资源开发状态,但对自然死亡系数和数据时间长度等条件的敏感性较高,使用时需谨慎估算相关参数并考虑鱼种生活史特性和数据适用性。 展开更多
关键词 小眼绿鳍鱼 资源评估 lime模型 产卵潜力比 敏感性分析
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基于SHAP与LIME融合的普惠金融算法偏见治理框架研究
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作者 王书畅 许永峰 《中国集体经济》 2026年第12期141-144,共4页
人工智能在普惠金融信贷场景的深度渗透,可能引发对弱势群体的系统性歧视,进而削弱普惠金融的公平性与包容性。文章比较可解释人工智能中SHAP与LIME两种主流解释方法,提出以SHAP为主导开展群体与全局偏见检测,以LIME补充个体级审计与可... 人工智能在普惠金融信贷场景的深度渗透,可能引发对弱势群体的系统性歧视,进而削弱普惠金融的公平性与包容性。文章比较可解释人工智能中SHAP与LIME两种主流解释方法,提出以SHAP为主导开展群体与全局偏见检测,以LIME补充个体级审计与可行性建议的融合治理框架,该框架为算法偏见的定位、归因与修复提供可解释的技术依据,有助于推动负责任的普惠金融创新实践。 展开更多
关键词 普惠金融 算法偏见 SHAP lime 可解释性 模型审计
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Effect of Cr_(2)O_(3) on properties of CaO-SiO_(2)-Fe_(t)O-MgO system and dissolution behavior of lime 被引量:2
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作者 Shan-nan Li Jian-li Li +1 位作者 Yue Yu Hang-yu Zhu 《Journal of Iron and Steel Research International》 SCIE EI CAS CSCD 2024年第4期870-881,共12页
The productivity of the chrome-containing semi-steel converter smelting process is directly affected by the slag-forming speed during the converter preliminary stage.The effects of Cr_(2)O_(3) content on the physicoch... The productivity of the chrome-containing semi-steel converter smelting process is directly affected by the slag-forming speed during the converter preliminary stage.The effects of Cr_(2)O_(3) content on the physicochemical properties of the CaO-SiO_(2)-Fe_(t)O-MgO system,such as melting temperature,solidification behavior,mineral composition,and lime dissolution rate,were studied.The results showed that the slag was an amorphous phase at 1500℃.When Cr_(2)O_(3) was added,Ca(Fe,Mg)Si_(2)O_(6) and spinel were formed in the slag.With the increase in Cr_(2)O_(3) content,the amount of spinel precipitation increased,and the dendritic FegO_(4) crystal gradually changed into the granular(Fe,Mg)(Fe,Cr)2O_(4) crystal.As the Cr_(2)O_(3) content increased from O to 2.91 wt.%,the melting temperature of the slag rose,and the melting range of the slag expanded slightly,but the lime dissolution rate did not change.When the Cr_(2)O_(3) content further increased to 9.09 wt.%,the melting temperature continued to rise,the melting range rapidly expanded,and the lime dissolution rate decreased. 展开更多
关键词 Cr_(2)O_(3) Vanadium-titanium magnetite Converter SLAG lime dissolution
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Effect of Progressive Substitution of Cement and Lime by Powdered Shells Used as a Curing Agent for Dredged Soil in a Port Area 被引量:1
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作者 SUN Yang WANG Faxin +2 位作者 SU Yaying LI Yiwei HE Feng 《Journal of Wuhan University of Technology(Materials Science)》 SCIE EI CAS 2025年第1期88-102,共15页
This study aimed to address the challenges of solid waste utilization,cost reduction,and carbon reduction in the treatment of deep-dredged soil at Xuwei Port in Lianyungang city of China.Past research in this area was... This study aimed to address the challenges of solid waste utilization,cost reduction,and carbon reduction in the treatment of deep-dredged soil at Xuwei Port in Lianyungang city of China.Past research in this area was limited.Therefore,a curing agent made from powdered shells was used to solidify the dredged soil in situ.We employed laboratory orthogonal tests to investigate the physical and mechanical properties of the powdered shell-based curing agent.Data was collected by conducting experiments to assess the role of powdered shells in the curing process and to determine the optimal ratios of powdered shells to solidified soil for different purposes.The development of strength in solidified soil was studied in both seawater and pure water conditions.The study revealed that the strength of the solidified soil was influenced by the substitution rate of powdered shells and their interaction with cement.Higher cement content had a positive effect on strength.For high-strength solidified soil,the recommended ratio of wet soil:cement:lime:powdered shells were 100:16:4:4,while for low-strength solidified soil,the recommended ratio was 100:5.4:2.4:0.6.Seawater,under appropriate conditions,improved short-term strength by promoting the formation of expansive ettringite minerals that contributed to cementation and precipitation.These findings suggest that the combination of cement and powdered shells is synergistic,positively affecting the strength of solidified soil.The recommended ratios provide practical guidance for achieving desired strength levels while considering factors such as cost and carbon emissions.The role of seawater in enhancing short-term strength through crystal formation is noteworthy and can be advantageous for certain applications.In conclusion,this research demonstrates the potential of using a powdered shell-based curing agent for solidifying dredged soil in an environmentally friendly and cost-effective manner.The recommended ratios for different strength requirements offer valuable insights for practical applications in the field of soil treatment,contributing to sustainable and efficient solutions for soil management. 展开更多
关键词 carbon reduction and solidification dredged soil abandoned shells orthogonal test chemical additives(lime and cement) unconfined compressive strength(UCS)
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Study on Pressure⁃Sensitive Properties of Carbon Fiber Powder Reinforced Lime⁃Improved Silty Sand 被引量:1
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作者 Lixia Wang Zilin Hu +1 位作者 Qing Wang Yunlong Zhang 《Journal of Harbin Institute of Technology(New Series)》 2025年第2期14-23,共10页
This study tested the electrical conductivity and pressure sensitivity of lime⁃improved silty sand reinforced with Carbon Fiber Powder(CFP)as the conductive medium.The influence of CFP dosage,moisture content and curi... This study tested the electrical conductivity and pressure sensitivity of lime⁃improved silty sand reinforced with Carbon Fiber Powder(CFP)as the conductive medium.The influence of CFP dosage,moisture content and curing duration on the unconfined compressive strength,initial resistivity and pressure sensitivity of the improved soil was systematically analysed.The results showed that the unconfined compressive strength varied non⁃monotonically with increasing CFP dosage,reaching a peak at a dosage of 1.6%.Furthermore,the initial resistivity showed slight variations under different moisture conditions but eventually converged towards the conductive percolation threshold at a dosage of 2.4%.It is worth noting that CFP reinforced lime⁃improved silty sand(CRLS)exhibit a clear dynamic synchronization of strain with stress and resistivity rate of variation.The pressure sensitivity was optimized with CFP dosages ranging from 1.6%to 2.0%.Both insufficient and excessive dosages had a negative impact on pressure sensitivity.It is important to consider the weakening effect of high moisture content on the pressure sensitivity of the specimens in practical applications. 展开更多
关键词 lime⁃improved silty sand CFP unconfined compressive strength RESISTIVITY pressure⁃sensitivity
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Impact of Natural Fiber and Fatty Acid Organic Additives on the Permeability of Lime Mortars for Architectural Conservation
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作者 Parsa Pahlavan 《Journal of Building Material Science》 2025年第1期20-29,共10页
Lime mortars have a rich history of being blended with organic additives to address weaknesses such as low setting time and hydric properties.This study specifically investigates the impact of incorporating straw and ... Lime mortars have a rich history of being blended with organic additives to address weaknesses such as low setting time and hydric properties.This study specifically investigates the impact of incorporating straw and sesame oil into lime mortar mixes,focusing on their influence on open porosity,permeability,water absorption,and durability.While previous studies explored the effects of natural fibers and fatty acid additives on lime mortars separately,this study examines their simultaneous incorporation in mortars.The results demonstrated that the simultaneous addition of sesame oil and straw decreased the water absorption values of the mortars to 77%.Furthermore,the inclusion of sesame oil resulted in a significant 30%increase in impermeability values.However,when both sesame oil and straw were added together,the increase in impermeability was less than 20%compared to the reference mortar with no additives.These findings highlights that the combined addition of sesame oil and straw has a lesser impact on the permeability values of mortars,which is a positive outcome,as maintaining optimal permeability is essential for the long-term preservation of historical substrates.The combination of straw and sesame oil enhances hydric properties without undermining the mortar’s structure and permeability.These results emphasize the sustainable nature of lime mortars in restoration projects,showcasing their compatibility with traditional masonry practices.By combining natural fibers with fatty acids,mortars demonstrate improved durability,offering a promising avenue for enhancing performance while retaining essential properties. 展开更多
关键词 Air lime Reinforced lime Mortars Natural Fibers Restorative Mortars PERMEABILITY
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Rapid lime dissolution for efficient dephosphorization by self-disintegrating effect of core–shell structured lime in converter slag
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作者 Jia-xin Zhang Yu-feng Tian +1 位作者 Guang-qiang Li Yu Liu 《Journal of Iron and Steel Research International》 2025年第9期3089-3095,共7页
The dissolution behaviors of lime,limestone,and core–shell structured lime,as well as their effects on dephosphorization behavior were studied.The results show that the slow dissolution of lime in converter slag is m... The dissolution behaviors of lime,limestone,and core–shell structured lime,as well as their effects on dephosphorization behavior were studied.The results show that the slow dissolution of lime in converter slag is mainly attributed to the calcium silicate layer at the lime/slag interface.CO_(2)generated by CaCO_(3)decomposition can destroy the calcium silicate layer,and thus accelerates the dissolution of limestone and core–shell structured lime.However,in the initial stage,a large amount of CO_(2)emission generated by limestone decomposition results in the poor contact between molten slag and limestone,and the dissolution rate is slower in the test of limestone than that of lime.For core–shell structured lime,the initial dissolution rate is not affected due to the lime surface,and is accelerated by the appropriate CO_(2)emission.Rapid CaO pickup in molten slag by fast dissolution of the lime sample can remarkably accelerate the dephosphorization reaction.Because of the fastest dissolution rate,the core–shell structured lime slagging mode shows the most promising prospects for the efficient dephosphorization. 展开更多
关键词 lime dissolution DEPHOSPHORIZATION Slag-metal interaction Core-shell structured lime CaCO_(3)decomposition
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Thermophysical Characterization, Thermogravimetric Analysis and Determination of the Specific Surface Area of a Clay-Diatomite Mixture Treated with Quicklime
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作者 Abdallah Ban-Nah Mahamat Abdallah Dadi Mahamat +3 位作者 Abakar Ali Bezei André Donnot Mahamat Barka Sali Gaye 《Journal of Environmental Science and Engineering(B)》 2025年第6期283-293,共11页
This study aims to perform thermophysical characterization,thermogravimetric analysis,and specific surface area determination of a lime-stabilized mixture composed of previously studied Gaoui clay and Michemirédi... This study aims to perform thermophysical characterization,thermogravimetric analysis,and specific surface area determination of a lime-stabilized mixture composed of previously studied Gaoui clay and Michemirédiatomite.Lime stabilization of clay is a widespread technique;the addition of diatomite significantly reduced the mixture’s thermophysical properties due to its porous structure.The absolute density was determined using a helium pycnometer,and the specific surface area,air permeability test,was also determined using a Blaine permeabilimeter.Experimental results showed that the thermal conductivity and thermal effusivity of the clay decreased significantly with the addition of the other two materials.They decreased from 0.74 W/m·K to 0.338 W/m·K and from 985.5 W/s^(1/2)/m^(2)/K to 519.6 W/s^(1/2)/m^(2)/K respectively,for the 100%clay and 50%clay+35%diatomite+15%lime formulations,at a compaction pressure of 3 MPa.Thermogravimetric analysis showed that at low temperatures(0 to 150℃),free water from the materials began to evaporate.From medium temperatures(400 to 600℃)to high temperatures(1,000℃),the results showed a mass loss of 6%for Gaoui clay,2%for Michemirédiatomite,and 1.5%for lime.The results of the Blaine test and air permeability tests demonstrated that the specific surface area of 100%clay is high at 0.355 m^(2)/kg,followed by that of 100%diatomite at 0.305 m^(2)/kg and that of 100%lime at 0.273 m^(2)/kg. 展开更多
关键词 CLAY DIATOMITE lime thermophysical characterization thermogravimetric analysis Blaine fineness
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Effects of nano-metakaolin on the enhanced properties and microstructure development of natural hydraulic lime
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作者 Zirui Zhu Peng Liu +2 位作者 Jinhua Wang Hongbin Zhang Wei Luo 《Chinese Chemical Letters》 2025年第4期516-521,共6页
Natural hydraulic lime(NHL) has garnered increasing attention for its sustainable and suitable performance in the field of historical building restoration. However, the prolonged hardening time and sluggish hydration ... Natural hydraulic lime(NHL) has garnered increasing attention for its sustainable and suitable performance in the field of historical building restoration. However, the prolonged hardening time and sluggish hydration rate of NHL infiuence the workability, strength development, and durability of construction structures in which it is used. In this study, nano-metakaolin(NMK) was applied as a highly reactive supplementary cementitious material(SCM) for NHL-based mortars to enhance their properties with various ratios. Meanwhile, the effects of NMK and its related enhancement mechanism on the physical properties and chemical structures of NHL composites were systematically investigated, mainly involving the modifications in their microstructure, chemical composition, and C-S-H structure. Results demonstrated that NMK-modified samples showed distinct and superior properties to pure NHL sample, such as shorter initial/final setting times(15.1%–49.1%, 27.1%–50.0%), and higher compactness(67.8%–81.4%, 38.1%–44.8%),lower shrinkage(25.0%–56.3%, 12.5%–25.0%), enhanced compressive strength(404.5%–546.0%, 180.8%–354.1%) and fiexural strength(227.5%–351.1%, 59.9%–125.7%) for both early and late curing times(7 and28 days). The inclusion of NMK not only acts as a fine filler, but also promotes NHL's hydrate rate by its super high pozzolanic activity, thus optimizing the pore structures and increasing the content and the average silicate chain length of hydration gel in NHL. Overall, this study can contribute to a deeper understanding of the enhancement mechanism of NMK on the physical properties and chemical structures of NHL from a meso/microscopic perspective, with a view to broadening NHL's potential applications. 展开更多
关键词 Natural hydraulic lime Nano-metakaolin Pozzolanic reaction PROPERTIES Microstructures
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Assessment of Quicklime and Aluminum Sulfate for pH Neutralization and Organic Matter Reduction in Dug Well Water in Jongaya,Indonesia
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作者 Ronny Aidil Cahyadi 《Journal of Environmental & Earth Sciences》 2025年第8期239-249,共11页
Dug well water in the working area of the Jongaya Community Health Center often fails to meet clean water quality standards due to low pH(6.1)and high organic matter content(14 mg/L),exceeding the limits set by Indone... Dug well water in the working area of the Jongaya Community Health Center often fails to meet clean water quality standards due to low pH(6.1)and high organic matter content(14 mg/L),exceeding the limits set by Indonesian Ministry of Health Regulation No.32 of 2017,which poses a risk of digestive disorders and skin diseases.Addressing this gap,this study evaluates the effectiveness of quicklime(CaO)and aluminum sulfate[Al_(2)(SO_(4))_(3)]in improving dug well water quality through a quasi-experimental pretest-posttest control group design.Water samples were purposively collected from contaminated wells and treated using quicklime,aluminum sulfate,and their combination at doses of 1 g,10 g,and 20 g,each replicated three times,with pH and organic matter content measured before and after treatment and analyzed using a paired t-test.Results showed that 1 g of CaO significantly increased pH from 6.1 to 7.88(p<0:05),meeting the clean water quality threshold(≥6:5),while 20 g of Al_(2)(_(S)O_(4))_(3)reduced organic matter content from 170.91 mg/L to 126.11 mg/L,and the combined treatment achieved the best outcome,with a 46.75%reduction in organic matter and a pH increase to 8.63,both meeting standards.All treatments were statistically significant(p<0:05),indicating that CaO and Al_(2)(SO_(4))_(3)are effective for improving dug well water quality in at-risk communities.The findings highlight the urgency of promoting proper application and optimal dosing,supported by long-term monitoring,and provide novel evidence on the combined use of these chemicals for addressing a local public health challenge. 展开更多
关键词 Natural Antiseptics lime Peel Germ Number(ALT) SPOON
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基于SPMA框架的数据集结构对链接预测性能影响机制研究
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作者 姜小波 邓亚东 邱崧 《计算机学报》 北大核心 2026年第3期520-534,共15页
针对知识图谱链接预测任务中数据去冗余操作(剔除逆向与对称关系三元组)导致的模型性能显著下降及优化困难问题,本研究提出结构扰动与多视角分析框架SPMA(Structural Perturbation and Multi-view Analysis Framework),系统探究数据结... 针对知识图谱链接预测任务中数据去冗余操作(剔除逆向与对称关系三元组)导致的模型性能显著下降及优化困难问题,本研究提出结构扰动与多视角分析框架SPMA(Structural Perturbation and Multi-view Analysis Framework),系统探究数据结构特征对模型性能的作用机制。以FB15k-237为基准数据集,该框架构建“结构特征-性能指标-作用机制”三维分析体系,整合结构扰动生成、量化评估及多视角解释方法,形成可迁移的通用分析范式。研究首先开发基于启发式广度优先搜索的连通子图采样算法,构建结构特征差异化子图集合。通过敏感性实验发现,关系类别分布不均衡构成关键结构性瓶颈,其负向影响在不同采样场景下呈现显著相关性。进一步通过收敛动态分析、梯度分布解析和嵌入空间可视化等多维度方法,揭示不同关系类别对优化强度、梯度贡献度及空间结构需求存在显著差异,这种内在冲突导致模型难以达成多目标优化平衡。TransE、ComplEx、SEGNN等主流模型上的系统性验证表明:性能制约主要源于数据结构固有特征而非模型架构限制。本研究建立的SPMA框架为知识图谱数据质量评估、结构优化及模型训练策略设计提供了新的理论工具。 展开更多
关键词 知识图谱嵌入 链接预测 机制研究 关系类别分布 lime模型
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The Electrical Resistivity Characteristics of Cement-Soil and Flyash-Lime-Soil 被引量:2
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作者 于小军 缪林昌 刘松玉 《Journal of Southeast University(English Edition)》 EI CAS 2001年第1期55-58,共4页
The electrical resistivity characteristics of cement soil and flyash lime soil are investigated in the laboratory and the field. It is shown that the electrical resistivities of the cement soil and flyash lime s... The electrical resistivity characteristics of cement soil and flyash lime soil are investigated in the laboratory and the field. It is shown that the electrical resistivities of the cement soil and flyash lime soil are sensitive to water content, degree of saturation and unconfined strength. The cement soil and flyash lime soil with higher water content, greater degree of saturation, lower unconfined strength has lower electrical resistivity. Electrical resistivity is also correlated with additives. Based on the tests, it is concluded that the electrical resistivity method is available for checking the effectiveness of the soil improvement by the cement soil and flyash lime soil mixing pile in terms of engineering practice. 展开更多
关键词 electrical resistivity cement soil flyash lime soil
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Study on Food-making Quality of Strong-gluten Wheat Varieties from Lime Concretion Black Soil Area in the Huanghuai Wheat Region 被引量:1
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作者 刘爱峰 程敦公 +4 位作者 李豪圣 宋健民 曹新有 赵振东 刘建军 《Agricultural Science & Technology》 CAS 2016年第6期1429-1431,1445,共4页
In this study, 13 strong-gluten wheat varieties screened by the Key Project of Modern Agricultural Industry Technology System "Study on Industrial Technology for Strong-gluten Wheat from Lime Concretion Black Soil Ar... In this study, 13 strong-gluten wheat varieties screened by the Key Project of Modern Agricultural Industry Technology System "Study on Industrial Technology for Strong-gluten Wheat from Lime Concretion Black Soil Area in the Huanghuai Wheat Region" were used as experimental materials to investigate their bread-making quality, noodle-making quality and other related characteristics. The results showed that more than half of the wheat varieties had better bread-making quality; the bread made from wheat with longer dough mixing time than 3.0 min had better texture, lighter color, and better taste. All these 13 strong-gluten wheat varieties showed good noodle-making quality in color, appearance, smoothness and taste; the differences between varieties were mainly found in palatability and viscoelasticity. Jimai 20, Xinong 979, Zhengmai 7698, Ji'nan 17 and Zhengmai 9023 exhibited excellent bread-making quality; Zhengmai 366, Jimai 20 and Xinong 979 displayed excellent noodle-making quality. Fresh dough sheets made from Zhengmai 366, Jimai 20 and Xinong 979 exhibited slight color variation within 24 h and high peak starch paste viscosity; dry and cooked noodles made from Zhengmai 366, Jimai 20 and Xinong 979 had good quality. 展开更多
关键词 lime concretion black soil Strong-gluten wheat BREAD NOODLE QUALITY
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铝酸盐水泥-石膏-石灰三元体系水泥基注浆材料研究
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作者 杨茂生 张海波 《硅酸盐通报》 北大核心 2026年第1期246-255,共10页
铝酸盐水泥(CAC)在水化过程中易生成亚稳态相导致力学性能不稳定,限制了其在注浆加固工程中的应用。本文将CAC与石膏和石灰复配,以优化其水化行为并增强注浆材料的力学性能与稳定性,并通过水化温度测试、XRD、TG-DTG和SEM等方法揭示了C... 铝酸盐水泥(CAC)在水化过程中易生成亚稳态相导致力学性能不稳定,限制了其在注浆加固工程中的应用。本文将CAC与石膏和石灰复配,以优化其水化行为并增强注浆材料的力学性能与稳定性,并通过水化温度测试、XRD、TG-DTG和SEM等方法揭示了CAC-石膏-石灰三元体系水泥基材料水化产物种类、含量及形貌的演化规律与机理。结果表明,可实现早期高强的最佳配合比范围为55%<m(CAC)<65%,5%<m(石灰)<15%,m(石膏)<30%。在该配合比范围内,固定CAC掺量条件下,随着石膏与石灰质量比的降低,试样抗压强度呈先升高后降低的趋势。此外,随着石膏掺量降低,片状水化铝酸二钙(2CaO·Al_(2)O_(3)·8H_(2)O,C_(2)AH_(8))由堆叠分布转变为与钙矾石晶体错落分布,致使试样的结构致密性下降,抗折与抗压强度均降低。研究结果为铝酸盐水泥基注浆材料在复杂工程环境中的应用提供了理论依据和技术支持。 展开更多
关键词 注浆材料 铝酸盐水泥 石膏 石灰 三元体系 相转化
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开源软件无线电在LabVIEW中的信号采集应用研究
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作者 霍晓磊 李召瑞 +1 位作者 郭宝锋 李擎 《现代电子技术》 北大核心 2026年第1期174-178,共5页
为解决开源软件无线电的开源软件代码质量、版本一致性和可靠性较差,严重阻碍软件无线电技术推广应用的问题,文中以Lime SDR为例,介绍了该设备的主要技术特点以及系统驱动安装、参数配置的方法及过程,并给出该模块通过LabVIEW生产者/消... 为解决开源软件无线电的开源软件代码质量、版本一致性和可靠性较差,严重阻碍软件无线电技术推广应用的问题,文中以Lime SDR为例,介绍了该设备的主要技术特点以及系统驱动安装、参数配置的方法及过程,并给出该模块通过LabVIEW生产者/消费者模型进行信号采集的应用案例。案例运行结果表明,依托API库,LabVIEW能够稳定、可靠地支持开源软件无线电设备进行信号采集及数据处理等应用,研究结果有助于规范和统一该设备的软件开发工作,对该设备的工程化推广具有较强的参考意义。 展开更多
关键词 软件无线电 开源 lime SDR LABVIEW 生产者 消费者 信号采集 驱动
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原石灰配制石灰乳智能控制系统的设计
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作者 吴丽萍 黄宋魏 +2 位作者 程贯瑞 何济帆 唐浩珀 《化工自动化及仪表》 2026年第1期8-14,共7页
针对国内选矿过程石灰乳配制存在的共性问题,设计开发了可直接采用原石灰配制石灰乳的智能控制系统,以模糊控制和专家控制构成的模糊专家控制系统为核心,多个外围控制模块相配合,实现了石灰乳配制的智能控制。不仅大幅提高了石灰乳配制... 针对国内选矿过程石灰乳配制存在的共性问题,设计开发了可直接采用原石灰配制石灰乳的智能控制系统,以模糊控制和专家控制构成的模糊专家控制系统为核心,多个外围控制模块相配合,实现了石灰乳配制的智能控制。不仅大幅提高了石灰乳配制的精确性和稳定性,而且利用原石灰夹带的顽石作为辅助研磨介质减少了钢耗,具有很高的实用价值。 展开更多
关键词 模糊专家控制系统 石灰乳配制 控制模块 混合控制
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预测再生混凝土弹性模量的可解释性机器学习模型
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作者 楚瑞锋 崔艳 《建筑机械》 2026年第1期172-177,共6页
为解决现有预测方法在预测混凝土弹性模量方面存在的问题,文章引入了XGBoost集成学习的框架,用于预测再生混凝土的弹性模量,并先后借助K折交叉验证的方法与树结构Parzen估计器,实现超参数调优,显著提升了模型的精度与适用性。对比传统... 为解决现有预测方法在预测混凝土弹性模量方面存在的问题,文章引入了XGBoost集成学习的框架,用于预测再生混凝土的弹性模量,并先后借助K折交叉验证的方法与树结构Parzen估计器,实现超参数调优,显著提升了模型的精度与适用性。对比传统的机器学习算法,XGBoost预测模型在预测精度和抗过拟合性能方面均表现优异。此外,还采用多尺度的分析方法,揭示了各主要参数的影响程度,用LIME方法为每个样本提供了样本级解释。 展开更多
关键词 再生混凝土 弹性模量 XGBoost 机器学习 lime
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Explainable Ensemble Learning Framework for Early Detection of Autism Spectrum Disorder:Enhancing Trust,Interpretability and Reliability in AI-Driven Healthcare
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作者 Menwa Alshammeri Noshina Tariq +2 位作者 NZ Jhanji Mamoona Humayun Muhammad Attique Khan 《Computer Modeling in Engineering & Sciences》 2026年第1期1233-1265,共33页
Artificial Intelligence(AI)is changing healthcare by helping with diagnosis.However,for doctors to trust AI tools,they need to be both accurate and easy to understand.In this study,we created a new machine learning sy... Artificial Intelligence(AI)is changing healthcare by helping with diagnosis.However,for doctors to trust AI tools,they need to be both accurate and easy to understand.In this study,we created a new machine learning system for the early detection of Autism Spectrum Disorder(ASD)in children.Our main goal was to build a model that is not only good at predicting ASD but also clear in its reasoning.For this,we combined several different models,including Random Forest,XGBoost,and Neural Networks,into a single,more powerful framework.We used two different types of datasets:(i)a standard behavioral dataset and(ii)a more complex multimodal dataset with images,audio,and physiological information.The datasets were carefully preprocessed for missing values,redundant features,and dataset imbalance to ensure fair learning.The results outperformed the state-of-the-art with a Regularized Neural Network,achieving 97.6%accuracy on behavioral data.Whereas,on the multimodal data,the accuracy is 98.2%.Other models also did well with accuracies consistently above 96%.We also used SHAP and LIME on a behavioral dataset for models’explainability. 展开更多
关键词 Autism spectrum disorder(ASD) artificial intelligence in healthcare explainable AI(XAI) ensemble learning machine learning early diagnosis model interpretability SHAP lime predictive analytics ethical AI healthcare trustworthiness
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数据故事化解释中分类型预测结果的反转点识别方法研究——基于LIME算法 被引量:5
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作者 靳庆文 朝乐门 张晨 《情报理论与实践》 CSSCI 北大核心 2024年第2期170-177,共8页
[目的/意义]实现数据故事化中的反转点识别,有助于非专业人士理解分类型预测结果的产生原因,同时对于推动故事情节发展并使其快速到达故事高潮点具有促进作用。[方法/过程]提出故事点与反转点概念,基于LIME解释技术和反转点识别过程,设... [目的/意义]实现数据故事化中的反转点识别,有助于非专业人士理解分类型预测结果的产生原因,同时对于推动故事情节发展并使其快速到达故事高潮点具有促进作用。[方法/过程]提出故事点与反转点概念,基于LIME解释技术和反转点识别过程,设计了用于数据故事化中反转点识别的算法方案,并提出了面向分类模型的反转点识别流程。[结果/结论]将反转点识别算法应用到贷款数据集,证明此算法在数据故事化过程中寻找反转点的有效性,在获得用户期望的预测结果和快速识别反转点方面具有应用价值。 展开更多
关键词 数据故事化 分类模型 反转点 lime算法
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利用LIME对脓毒症预测模型进行可解释性分析 被引量:10
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作者 黄艺龙 秦小林 +2 位作者 陈芋文 张力戈 易斌 《计算机应用》 CSCD 北大核心 2021年第S01期332-335,共4页
针对机器学习应用于脓毒症预测存在预测准确率低和可解释性不足的问题,提出了利用LIME对基于机器学习的脓毒症预测模型进行可解释性分析。模型由预测和解释两部分组成:预测部分使用XGBoost和线性回归(LR),首先通过XGBoost进行特征提取,... 针对机器学习应用于脓毒症预测存在预测准确率低和可解释性不足的问题,提出了利用LIME对基于机器学习的脓毒症预测模型进行可解释性分析。模型由预测和解释两部分组成:预测部分使用XGBoost和线性回归(LR),首先通过XGBoost进行特征提取,再利用LR对提取到的特征进行分类;解释部分使用LIME模型提取出关键的预测指标对模型进行解释。实验结果表明,通过XGBoost+LR模型进行脓毒症预测的准确率为99%,受试者工作特征曲线下面积(AUROC)为0.984,优于单独使用XGBoost(准确率:95%,AUROC:0.953)和LR(准确率:53%,AUROC:0.556)或者LGBM(准确率:90%,AUROC:0.974),同时通过LIME能有效地提取出前10个最重要的指标,对脓毒症预测模型进行可解释性分析,提高了模型的可信度。 展开更多
关键词 脓毒症 机器学习 XGBoost 模型可解释性 lime
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