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Conditional Generative Adversarial Network-Based Travel Route Recommendation
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作者 Sunbin Shin Luong Vuong Nguyen +3 位作者 Grzegorz J.Nalepa Paulo Novais Xuan Hau Pham Jason J.Jung 《Computers, Materials & Continua》 2026年第1期1178-1217,共40页
Recommending personalized travel routes from sparse,implicit feedback poses a significant challenge,as conventional systems often struggle with information overload and fail to capture the complex,sequential nature of... Recommending personalized travel routes from sparse,implicit feedback poses a significant challenge,as conventional systems often struggle with information overload and fail to capture the complex,sequential nature of user preferences.To address this,we propose a Conditional Generative Adversarial Network(CGAN)that generates diverse and highly relevant itineraries.Our approach begins by constructing a conditional vector that encapsulates a user’s profile.This vector uniquely fuses embeddings from a Heterogeneous Information Network(HIN)to model complex user-place-route relationships,a Recurrent Neural Network(RNN)to capture sequential path dynamics,and Neural Collaborative Filtering(NCF)to incorporate collaborative signals from the wider user base.This comprehensive condition,further enhanced with features representing user interaction confidence and uncertainty,steers a CGAN stabilized by spectral normalization to generate high-fidelity latent route representations,effectively mitigating the data sparsity problem.Recommendations are then formulated using an Anchor-and-Expand algorithm,which selects relevant starting Points of Interest(POI)based on user history,then expands routes through latent similarity matching and geographic coherence optimization,culminating in Traveling Salesman Problem(TSP)-based route optimization for practical travel distances.Experiments on a real-world check-in dataset validate our model’s unique generative capability,achieving F1 scores ranging from 0.163 to 0.305,and near-zero pairs−F1 scores between 0.002 and 0.022.These results confirm the model’s success in generating novel travel routes by recommending new locations and sequences rather than replicating users’past itineraries.This work provides a robust solution for personalized travel planning,capable of generating novel and compelling routes for both new and existing users by learning from collective travel intelligence. 展开更多
关键词 Travel route recommendation conditional generative adversarial network heterogeneous information network anchor-and-expand algorithm
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Development of Patient-Derived Conditionally Reprogrammed 3D Breast Cancer Culture Models for Drug Sensitivity Evaluation
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作者 Jing Cai Haoyun Zhu +4 位作者 Weiling Guo Ting Huang Pangzhou Chen Wen Zhou Ziyun Guan 《Oncology Research》 2026年第1期500-520,共21页
Background:Therapeutic responses of breast cancer vary among patients and lead to drug resistance and recurrence due to the heterogeneity.Current preclinical models,however,are inadequate for predicting individual pat... Background:Therapeutic responses of breast cancer vary among patients and lead to drug resistance and recurrence due to the heterogeneity.Current preclinical models,however,are inadequate for predicting individual patient responses towards different drugs.This study aimed to investigate the patient-derived breast cancer culture models for drug sensitivity evaluations.Methods:Tumor and adjacent tissues from female breast cancer patients were collected during surgery.Patient-derived breast cancer cells were cultured using the conditional reprogramming technique to establish 2D models.The obtained patient-derived conditional reprogramming breast cancer(CRBC)cells were subsequently embedded in alginate-gelatin methacryloyl hydrogel microspheres to form 3D culture models.Comparisons between 2D and 3D models were made using immunohistochemistry(tumor markers),MTS assays(cell viability),flow cytometry(apoptosis),transwell assays(migration),and Western blotting(protein expression).Drug sensitivity tests were conducted to evaluate patient-specific responses to anti-cancer agents.Results:2D and 3D culture models were successfully established using samples from eight patients.The 3D models retained histological and marker characteristics of the original tumors.Compared to 2D cultures,3D models exhibited increased apoptosis,enhanced drug resistance,elevated stem cell marker expression,and greater migration ability—features more reflective of in vivo tumor behavior.Conclusion:Patient-derived 3D CRBC models effectively mimic the in vivo tumor microenvironment and demonstrate stronger resistance to anti-cancer drugs than 2D models.These hydrogel-based models offer a cost-effective and clinically relevant platform for drug screening and personalized breast cancer treatment. 展开更多
关键词 Patient-derived breast cancer cells conditional reprogramming hydrogel microsphere 3D culture model drug screening
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Existence and Uniqueness Theorem for the Cauchy Problem of Fuzzy Differential Equations under Non-Lipschitz Conditions
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作者 冯玉瑚 朱凡昌 《Journal of Donghua University(English Edition)》 EI CAS 2004年第4期139-142,共4页
Solutions of fuzzy differential equations provide a noteworthy example of time-dependent fuzzy sets The purpose of this paper is to introduce functions of a suitable Lyapunov-like type and to show the existence and ... Solutions of fuzzy differential equations provide a noteworthy example of time-dependent fuzzy sets The purpose of this paper is to introduce functions of a suitable Lyapunov-like type and to show the existence and uniqueness theorem for the Cauchy problem of fuzzy differential equations under non-Lipschitz conditions The comparison principles and the existence and uniqueness theorems of this paper generalize many well-known results up to now 展开更多
关键词 Fuzzy set fuzzy differential equation existence and uniqueness non-lipschitz condition.
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Lipschitz条件下带参数的加权Ostrowski型不等式
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作者 时统业 董芳芳 《河南财政金融学院学报(自然科学版)》 2025年第4期1-6,共6页
针对其高阶导数满足Lipschitz条件的函数,利用Taylor公式和引入参数求最值的方法,建立了带有参数的加权Ostrowski型不等式。
关键词 Ostrowski型不等式 lipschitz条件 权函数 TAYLOR公式 可微函数
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Lipschitz条件下由Fejér型不等式生成的差值的估计
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作者 时统业 《衡阳师范学院学报》 2025年第3期54-60,共7页
考虑由一个已有文献建立的Fejér型不等式生成的两个差值。通过建立含有参数的积分恒等式,用引入参数求最值的方法,在Lipschitz条件下给出这两个差值的估计。
关键词 Fejér不等式 Fejér型不等式 lipschitz条件 凸函数 积分不等式
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Existence and Uniqueness of the Nonlinear BSDEs with a Small Parameter under Locally Lipschitz Condition 被引量:1
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作者 XIE Zhen-yun XIA Ning-mao 《Chinese Quarterly Journal of Mathematics》 CSCD 2010年第3期344-351,共8页
In this paper we study the following nonlinear BSDE:y(t) + ∫1 t f(s,y(s),z(s))ds + ∫1 t [z(s) + g 1 (s,y(s)) + εg 2 (s,y(s),z(s))]dW s=ξ,t ∈ [0,1],where ε is a small parameter.The coeffi... In this paper we study the following nonlinear BSDE:y(t) + ∫1 t f(s,y(s),z(s))ds + ∫1 t [z(s) + g 1 (s,y(s)) + εg 2 (s,y(s),z(s))]dW s=ξ,t ∈ [0,1],where ε is a small parameter.The coefficient f is locally Lipschitz in y and z,the coefficient g 1 is locally Lipschitz in y,and the coefficient g 2 is uniformly Lipschitz in y and z.Let L N be the locally Lipschitz constant of the coefficients on the ball B(0,N) of R d × R d×r.We prove the existence and uniqueness of the solution when L N ~ √ log N and the parameter ε is small. 展开更多
关键词 nonlinear BSDE locally lipschitz condition a small parameter
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New LMI Conditions for Reduced-order Observer of Lipschitz Discrete-time Systems: Numerical and Experimental Results
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作者 Noussaiba Gasmi Assem Thabet Mohamed Aoun 《International Journal of Automation and computing》 EI CSCD 2019年第5期644-654,共11页
The objective of this paper is to propose a reduced-order observer for a class of Lipschitz nonlinear discrete-time systems.The conditions that guarantee the existence of this observer are presented in the form of lin... The objective of this paper is to propose a reduced-order observer for a class of Lipschitz nonlinear discrete-time systems.The conditions that guarantee the existence of this observer are presented in the form of linear matrix inequalities(LMIs). To handle the Lipschitz nonlinearities, the Lipschitz condition and the Young′s relation are adequately operated to add more degrees of freedom to the proposed LMI. Necessary and sufficient conditions for the existence of the unbiased reduced-order observer are given. An extension to H_∞ performance analysis is considered in order to deal with H_∞ asymptotic stability of the estimation error in the presence of disturbances that affect the state of the system. To highlight the effectiveness of the proposed design methodology, three numerical examples are considered. Then, high performances are shown through real time implementation using the ARDUINO MEGA 2560 device. 展开更多
关键词 Reduced-order observer DISCRETE-TIME SYSTEMS lipschitz SYSTEMS H_∞ ARDUINO MEGA 2560 device
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LOCAL CONVERGENCE OF INEXACT NEWTON-LIKE METHOD UNDER WEAK LIPSCHITZ CONDITIONS
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作者 Ioannis KARGYROS Yeol Je CHO +1 位作者 Santhosh GEORGE Yibin XIAO 《Acta Mathematica Scientia》 SCIE CSCD 2020年第1期199-210,共12页
The paper develops the local convergence of Inexact Newton-Like Method(INLM)for approximating solutions of nonlinear equations in Banach space setting.We employ weak Lipschitz and center-weak Lipschitz conditions to p... The paper develops the local convergence of Inexact Newton-Like Method(INLM)for approximating solutions of nonlinear equations in Banach space setting.We employ weak Lipschitz and center-weak Lipschitz conditions to perform the error analysis.The obtained results compare favorably with earlier ones such as[7,13,14,18,19].A numerical example is also provided. 展开更多
关键词 INEXACT NEWTON method BANACH space semilocal convergence WEAK and center-weak lipschitz condition recurrent functions KANTOROVICH hypotheses
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局部Lipschitz泛函的CPS型条件与强制性条件之间的关系
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作者 张馨予 张世清 《四川大学学报(自然科学版)》 北大核心 2025年第2期325-327,共3页
本文基于Ekeland变分原理及非光滑局部Lipschitz泛函的Clarke广义梯度理论研究了经典强制性条件与张恭庆推广的PS型条件之间的关系.特别地,本文证明:若X是Banach空间且令L_(λ)(f)■{x∈X:f(x)≤λ},λ_(0)■sup{λ∈R:L_(λ)(f)有界},f... 本文基于Ekeland变分原理及非光滑局部Lipschitz泛函的Clarke广义梯度理论研究了经典强制性条件与张恭庆推广的PS型条件之间的关系.特别地,本文证明:若X是Banach空间且令L_(λ)(f)■{x∈X:f(x)≤λ},λ_(0)■sup{λ∈R:L_(λ)(f)有界},f∈C^(1-0)(X,R)有下界且满足(CPS)_(λ_(0))条件,则f是强制的. 展开更多
关键词 EKELAND变分原理 局部lipschitz泛函 CPS条件 强制性条件
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非Lipschitz条件下Lévy噪声扰动的随机比例型微分方程的数值解
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作者 梁飞 张丽洁 《河南科技大学学报(自然科学版)》 北大核心 2025年第2期95-104,M0008,共11页
针对满足非Lipschitz条件的Lévy噪声扰动的随机比例型微分方程,首先证明了方程的精确解在非Lipschitz条件下以大概率存在于紧集中;其次运用Euler方法构造出方程的数值解,并证明了数值解在均方意义下依概率收敛于精确解;最后通过一... 针对满足非Lipschitz条件的Lévy噪声扰动的随机比例型微分方程,首先证明了方程的精确解在非Lipschitz条件下以大概率存在于紧集中;其次运用Euler方法构造出方程的数值解,并证明了数值解在均方意义下依概率收敛于精确解;最后通过一个例子验证了结论的有效性。 展开更多
关键词 随机比例型微分方程 Lévy噪声 lipschitz条件 EULER方法 数值解
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Common Fixed Points for Mappings with Quasi-Lipschitz Conditions on TVS-valued Cone Metric Spaces
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作者 朴勇杰 金哲植 《Chinese Quarterly Journal of Mathematics》 2016年第4期390-398,共9页
A new unique common fixed point result for a pair of mappings satisfying certain quasi-Lipschitz type conditions on a topological vector space-valued cone metric space is obtained, and its particular forms and a more ... A new unique common fixed point result for a pair of mappings satisfying certain quasi-Lipschitz type conditions on a topological vector space-valued cone metric space is obtained, and its particular forms and a more general form are given. Our main results generalize and improve some well-known recent results in the literature. 展开更多
关键词 TVS-valued cone metric space quasi-lipschitz type condition common fixed point
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Combining Self-Organizing Map and Lipschitz Condition for Estimation in Direction of Arrival
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作者 Xiuhui Tan Peng Wang +2 位作者 Hongping Hu Rong Cheng Yanping Bai 《Open Journal of Applied Sciences》 2023年第7期1012-1028,共17页
There are many DOA estimation methods based on different signal features, and these methods are often evaluated by experimental results, but lack the necessary theoretical basis. Therefore, a direction of arrival (DOA... There are many DOA estimation methods based on different signal features, and these methods are often evaluated by experimental results, but lack the necessary theoretical basis. Therefore, a direction of arrival (DOA) estimation system based on self-organizing map (SOM) and designed for arbitrarily distributed sensor array is proposed. The essential principle of this method is that the map from distance difference of arrival (DDOA) to DOA is Lipschitz continuity, it indicates the similar topology between them, and thus Kohonen SOM is a suitable network to classify DOA through DDOA. The simulation results show that the DOA estimation errors are less than 1° for most signals between 0° to 180°. Compared to MUSIC, Root-MUSIC, ESPRIT, and RBF, the errors of signals under signal-to-noise ratios (SNR) declines from 20 dB to 2 dB are robust, SOM is better than RBF and almost close to MUSIC. Further, the network can be trained in advance, which makes it possible to be implemented in real-time. 展开更多
关键词 DOA Estimation Kohonen SOM Distance Difference of Arrival Topological Order lipschitz condition
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Erosion-Corrosion of Ti(C,N)-Mo_(2)C-Ni Cermet and WC-Co Cemented Carbide in Alkaline Conditions 被引量:1
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作者 Deng Chengjun Lin Fukai +4 位作者 Yang Tianen Hong Huaping Liang Lei Peng Huabei Xiong Ji 《稀有金属材料与工程》 北大核心 2025年第4期886-897,共12页
Ti(C,N)-Mo_(2)C-Ni cermet as alternative materials was explored for use in alkaline conditions,replacing the WC-Co cemented carbides,since Co is classified as a potentially carcinogenic substance and there is potentia... Ti(C,N)-Mo_(2)C-Ni cermet as alternative materials was explored for use in alkaline conditions,replacing the WC-Co cemented carbides,since Co is classified as a potentially carcinogenic substance and there is potential hazard of“hard metal disease”under the exposure to cobalt dust.The changes in microstructure,corrosion rate and volumetric loss rate of the two materials were compared under electrochemical corrosion and erosion-corrosion in alkaline environment.The results demonstrates that Ti(C,N)-Mo_(2)C-Ni cermet undergoes passivation when exposed to electrochemical corrosion of NaOH solution,resulting in a significant increase in oxygen content on the corroded surface.The corrosion rate of cermet is approximately one order of magnitude lower than that of the cemented carbide.Under the erosion-corrosion of an alkaline sand-water mixture,both the cermet and cemented carbide experience a gradual increase in volumetric loss rate with prolonging the erosion time.During erosion,the rim phase in cermet is fragile,so cracks easily penetrate it while the core phase remains intact.The medium-grained cemented carbide commonly demonstrates transgranular fracture mode,while in the fine-grained cemented carbide,cracks tend to propagate along phase boundaries.The erosive wear and damage caused by sand particles play a predominant role in the erosion-corrosion process of alkaline sand-water mixtures.This process represents an accelerated destructive phenomenon influenced and intensified by the combined effects of corrosion and erosion.It is confirmed that using cermet as an alternative anti-wear material to cemented carbides is feasible under alkaline conditions,and even better. 展开更多
关键词 CERMET cemented carbide EROSION-CORROSION electrochemical corrosion alkaline conditions
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基于小波变换与Lipschitz指数的水电站传感器异常数据检测与分类方法研究
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作者 李宝新 陈辉 《西北水电》 2025年第5期132-136,141,共6页
结构健康监测自诊断和状态评估都是建立在数据分析的基础上,但传感器所获取的数据不可避免会出现诸多异常值,一定程度上会影响了损伤信息的识别。为了检测和分类水电站传感器监测数据中的异常值,提出一种基于小波变换模极大值法的传感... 结构健康监测自诊断和状态评估都是建立在数据分析的基础上,但传感器所获取的数据不可避免会出现诸多异常值,一定程度上会影响了损伤信息的识别。为了检测和分类水电站传感器监测数据中的异常值,提出一种基于小波变换模极大值法的传感器异常数据检测方法,通过挖掘数据的时频域局部特征,识别异常数据的奇异点位置与强度,结合现场异常监测数据进行应用验证。结果表明:小波变换能够有效区分不同类型的异常数据,且通过多尺度模极大值追踪与Lipschitz指数计算,可实现对异常点的精确定位与分类,且本文方法优于传统的滑动窗口滤波法和统计离群值检测法。研究成果可为传感器异常检测提供了一种高精度、低成本的解决方案。 展开更多
关键词 结构健康监测 小波变换 奇异值 lipschitz指数 异常检测
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The potential mechanism and clinical application value of remote ischemic conditioning in stroke 被引量:3
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作者 Yajun Zhu Xiaoguo Li +6 位作者 Xingwei Lei Liuyang Tang Daochen Wen Bo Zeng Xiaofeng Zhang Zichao Huang Zongduo Guo 《Neural Regeneration Research》 SCIE CAS 2025年第6期1613-1627,共15页
Some studies have confirmed the neuroprotective effect of remote ischemic conditioning against stroke. Although numerous animal researches have shown that the neuroprotective effect of remote ischemic conditioning may... Some studies have confirmed the neuroprotective effect of remote ischemic conditioning against stroke. Although numerous animal researches have shown that the neuroprotective effect of remote ischemic conditioning may be related to neuroinflammation, cellular immunity, apoptosis, and autophagy, the exact underlying molecular mechanisms are unclear. This review summarizes the current status of different types of remote ischemic conditioning methods in animal and clinical studies and analyzes their commonalities and differences in neuroprotective mechanisms and signaling pathways. Remote ischemic conditioning has emerged as a potential therapeutic approach for improving stroke-induced brain injury owing to its simplicity, non-invasiveness, safety, and patient tolerability. Different forms of remote ischemic conditioning exhibit distinct intervention patterns, timing, and application range. Mechanistically, remote ischemic conditioning can exert neuroprotective effects by activating the Notch1/phosphatidylinositol 3-kinase/Akt signaling pathway, improving cerebral perfusion, suppressing neuroinflammation, inhibiting cell apoptosis, activating autophagy, and promoting neural regeneration. While remote ischemic conditioning has shown potential in improving stroke outcomes, its full clinical translation has not yet been achieved. 展开更多
关键词 Akt apoptosis autophagy cerebral perfusion cerebral vascular stenosis clinical transformation hemorrhagic stroke ischemic stroke NEUROINFLAMMATION neuroprotection Notch1 PI3K remote ischemic conditioning STROKE
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基于Lipschitz条件改进的分布式CM稳健估计方法
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作者 李气芳 王小舟 +1 位作者 张成长 张日权 《应用概率统计》 北大核心 2025年第4期513-544,共32页
本文在中心化的分布式系统框架下,针对同质数据集和异质数据集的“拜占庭失败”问题分别提出了改进的稳健估计方法.首先使用Lipschitz条件对经典的按维度取中位数(CM)方法进行改进,提出适用于同质数据集下的Lipschitz-CM方法,并证明了... 本文在中心化的分布式系统框架下,针对同质数据集和异质数据集的“拜占庭失败”问题分别提出了改进的稳健估计方法.首先使用Lipschitz条件对经典的按维度取中位数(CM)方法进行改进,提出适用于同质数据集下的Lipschitz-CM方法,并证明了其收敛速度形式;数值实验和实际数据分析结果均表明,Lipschitz-CM方法相比于已有的几何中位数方法和按维度取中位数方法具有更好的稳健性和有效性.针对异质数据集的情况,本文使用分桶操作对Lipschitz-CM方法加以改进,提出分桶Lipschitz-CM方法,并证明了分桶Lipschitz-CM方法与Lipschitz-CM方法具有相同的收敛速度,但并不会带来额外的计算复杂度;数值实验和实际数据分析结果表明,分桶Lipschitz-CM方法在异质数据集上具有更好的表现效果. 展开更多
关键词 分布式系统 拜占庭失败 稳健估计 lipschitz条件
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Actuator fault diagnosis and severity identification of turbofan engines for steady-state and dynamic conditions 被引量:1
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作者 Yuzhi CHEN Weigang ZHANG +4 位作者 Zhiwen ZHAO Elias TSOUTSANIS Areti MALKOGIANNI Yanhua MA Linfeng GOU 《Chinese Journal of Aeronautics》 2025年第1期427-443,共17页
Actuator faults can be critical in turbofan engines as they can lead to stall,surge,loss of thrust and failure of speed control.Thus,fault diagnosis of gas turbine actuators has attracted considerable attention,from b... Actuator faults can be critical in turbofan engines as they can lead to stall,surge,loss of thrust and failure of speed control.Thus,fault diagnosis of gas turbine actuators has attracted considerable attention,from both academia and industry.However,the extensive literature that exists on this topic does not address identifying the severity of actuator faults and focuses mainly on actuator fault detection and isolation.In addition,previous studies of actuator fault identification have not dealt with multiple concurrent faults in real time,especially when these are accompanied by sudden failures under dynamic conditions.This study develops component-level models for fault identification in four typical actuators used in high-bypass ratio turbofan engines under both dynamic and steady-state conditions and these are then integrated with the engine performance model developed by the authors.The research results reported here present a novel method of quantifying actuator faults using dynamic effect compensation.The maximum error for each actuator is less than0.06%and 0.07%,with average computational time of less than 0.0058 s and 0.0086 s for steady-state and transient cases,respectively.These results confirm that the proposed method can accurately and efficiently identify concurrent actuator fault for an engine operating under either transient or steady-state conditions,even in the case of a sudden malfunction.The research results emonstrate the potential benefit to emergency response capabilities by introducing this method of monitoring the health of aero engines. 展开更多
关键词 Turbofan engines Actuators Real time systems Fault identification Steady-state conditions Dynamic conditions
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一类抽象非自治脉冲发展方程的Lipschitz伪轨跟踪性
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作者 肖阳 《吉林大学学报(理学版)》 北大核心 2025年第6期1543-1548,共6页
在Banach空间研究一类抽象非自治脉冲发展方程,用压缩映射原理在较弱条件下证明该问题的Lipschitz伪轨跟踪性.所得结果不仅适用于特殊情形,而且对一般方程也具有普适性.
关键词 脉冲发展方程 lipschitz伪轨跟踪性 指数二分性
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Microstructure deterioration of sandstone under freeze-thaw cycles using CT technology:The effects of different water immersion conditions 被引量:2
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作者 Bei Qiu Lifeng Fan Xiuli Du 《Journal of Rock Mechanics and Geotechnical Engineering》 2025年第3期1599-1611,共13页
In cold regions,rock structures will be weakened by freeze-thaw cycles under various water immersion conditions.Determining how water immersion conditions impact rock deterioration under freeze-thaw cycles is critical... In cold regions,rock structures will be weakened by freeze-thaw cycles under various water immersion conditions.Determining how water immersion conditions impact rock deterioration under freeze-thaw cycles is critical to assess accurately the frost resistance of engineered rock.In this paper,freeze-thaw cycles(temperature range of-20℃-20℃)were performed on the sandstones in different water immersion conditions(fully,partially and non-immersed in water).Then,computed tomography(CT)tests were conducted on the sandstones when the freeze-thaw number reached 0,5,10,15,20 and 30.Next,the effects of water immersion conditions on the microstructure deterioration of sandstone under freezethaw cycles were evaluated using CT spatial imaging,porosity and damage factor.Finally,focusing on the partially immersed condition,the immersion volume rate was defined to understand the effects of immersion degree on the freeze-thaw damage of sandstone and to propose a damage model considering the freeze-thaw number and immersion degree.The results show that with increasing freeze-thaw number,the porosities and damage factors under fully and partially immersed conditions increase continuously,while those under non-immersed condition first increase and then remain approximately constant.The most severe freeze-thaw damage occurs in fully immersed condition,followed by partially immersed condition and finally non-immersed condition.Interestingly,the freeze-thaw number and the immersion volume rate both impact the microstructure deterioration of the partially immersed sandstone.For the same freeze-thaw number,the damage factor increases approximately linearly with increasing immersion volume rate,and the increasing immersion degree exacerbates the microstructure deterioration of sandstone.Moreover,the proposed model can effectively estimate the freeze-thaw damage of partially immersed sandstone with different immersion volume rates. 展开更多
关键词 Freeze-thaw cycles Water immersion condition Computed tomography(CT) Microstructure deterioration SANDSTONE
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Selective flotation of ilmenite from titanaugite under weakly acidic pH conditions using 2-amino-1-propanol as novel depressant 被引量:1
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作者 Chuan DAI Pan CHEN +2 位作者 Yao-hui YANG Wei SUN Hong-bin WANG 《Transactions of Nonferrous Metals Society of China》 2025年第4期1325-1337,共13页
The potential of 2-amino-1-propanol(AP)as a novel depressant in selectively floating ilmenite from titanaugite under weakly acidic conditions was investigated.Micro-flotation results show that AP significantly reduces... The potential of 2-amino-1-propanol(AP)as a novel depressant in selectively floating ilmenite from titanaugite under weakly acidic conditions was investigated.Micro-flotation results show that AP significantly reduces the recovery of titanaugite while having no evident impact on ilmenite flotation.Subsequent bench-scale flotation tests further confirm a remarkable improvement in separation efficiency upon the introduction of AP.Contact angle and adsorption tests reveal a stronger affinity of AP towards the titanaugite surface in comparison to ilmenite.Zeta potential measurements and X-ray photoelectron spectroscopy(XPS)analyses exhibit favorable adsorption characteristics of AP on titanaugite,resulting from a synergy of electrostatic attraction and chemical interaction.In contrast,electrostatic repulsion hinders any significant interaction between AP and the ilmenite surface.These findings highlight the potential of AP as a highly efficient depressant for ilmenite flotation,paving the way for reduced reliance on sulfuric acid in the industry. 展开更多
关键词 ILMENITE titanaugite selective flotation weakly acidic condition depressant
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