联邦学习因具有隐私保护的天然特性,已经逐渐成为一个被广泛认可的分布式机器学习框架。但由于参与方数据分布的差异性,特别是呈现非独立同分布(Non-Independent and Identically Distributed,Non-IID)时,其面临着泛化性能不足、收敛性...联邦学习因具有隐私保护的天然特性,已经逐渐成为一个被广泛认可的分布式机器学习框架。但由于参与方数据分布的差异性,特别是呈现非独立同分布(Non-Independent and Identically Distributed,Non-IID)时,其面临着泛化性能不足、收敛性能下降、数据倾斜等严峻挑战。用预训练基础模型缓解Non-IID问题作为一种新颖的方法,演变出了各种各样的解决方案。对此,从预训练基础模型的角度,对现有工作进行了综述。首先介绍了基础模型方法,对典型的基础模型编码结构进行对比分析。其次从修改输入、基础模型部分结构再训练,以及参数高效微调3个角度,提出了一种新的分类方法。最后探讨了该类工作的核心难题和未来研究方向。展开更多
Lung cancer is one of the malignant tumor diseases with high morbidity and high mortality in the world. Non-small cell lung cancer (NSCLC) is the most common pathological type of lung cancer. Currently, chemotherapy, ...Lung cancer is one of the malignant tumor diseases with high morbidity and high mortality in the world. Non-small cell lung cancer (NSCLC) is the most common pathological type of lung cancer. Currently, chemotherapy, targeted therapy, immunotherapy or combination therapy is the main treatment for NSCLC, but it is still inevitably faced with the challenges of acquired drug resistance and tumor progression. The birth of antibody conjugator provides a new choice for its treatment. Antibody conjugator is a new type of biotherapeutic drug which is connected by monoclonal antibody via linker and cytotoxic drug. It has the characteristics of precision, high efficiency and low toxicity, etc. In recent years, its research and development and clinical trials have been endless. It shows that this new type of drug has great potential in the field of tumor therapy. In this paper, the structural characteristics, mechanism of action, current application, research achievements, challenges, countermeasures and development of ADC in NSCLC treatment are reviewed.展开更多
Background: Non-radiographic axial spondyloarthritis is a progressive and disabling inflammatory disease affecting young adults, with limited treatment options. TNFi are more efficacious than JAKi and IL1-7i in nr-ax ...Background: Non-radiographic axial spondyloarthritis is a progressive and disabling inflammatory disease affecting young adults, with limited treatment options. TNFi are more efficacious than JAKi and IL1-7i in nr-ax SPA and it has a well-known safety profile over a longer duration. Recently, many IL-17i and JAKi were approved for the treatment of nr-ax SPA;however, data comparing IL1-7i and JAKi in terms of efficacy and safety is lacking. This systematized review aimed to compare the existing efficacy and safety data of JAKi vs IL-17i in the treatment of patients with nr-ax SPA. Methods: A systematic literature search was performed using relevant keywords in many databases. According to the Preferred Reporting Items for Systematic reviews and Meta-Analyses (PRISMA, 2020), relevant articles were included and evaluated in this review. Efficacy and safety data were collected, analyzed and compared through week 52. The first check was done by the end of week 14 and week 16 for upadacitinib and IL-17i respectively. Results: Data from four RCTs evaluating upadacitinib, secukinumab, ixekizumab, and bimekizumab comprising 1425 patients were analyzed. Overall, a comparable efficacy and safety profile were observed across different treatment arms through week 52;however, non-significant variations were encountered in some outcome measures. The primary endpoint among these RCTs (ASAS40 response rate) was met and it was higher in patients treated with bimekizumab 160 mg sc Q 4 weeks in TNFi non responders (48%) and lowest in ixekizumab 80 mg sc Q 4 weeks treated patients, (35%) (p Conclusion: The above-mentioned three IL-17i and the only one JAKi demonstrated comparable safety and efficacy profiles with some minor variations. A head-to-head trial comparing the effectiveness and safety characteristics of JAKi vs IL-17i may be needed in patients with active nr-ax SpA.展开更多
A previous paper showed that the real numbers between 0 and 1 could be represented by an infinite tree structure, called the ‘infinity tree’, which contains only a countably infinite number of nodes and arcs. This p...A previous paper showed that the real numbers between 0 and 1 could be represented by an infinite tree structure, called the ‘infinity tree’, which contains only a countably infinite number of nodes and arcs. This paper discusses how a finite-state Turing machine could, in a countably infinite number of state transitions, write all the infinite paths in the infinity tree to a countably infinite tape. Hence it is argued that the real numbers in the interval [0, 1] are countably infinite in a non-Cantorian theory of infinity based on Turing machines using countably infinite space and time. In this theory, Cantor’s Continuum Hypothesis can also be proved. And in this theory, it follows that the power set of the natural numbers P(ℕ) is countably infinite, which contradicts the claim of Cantor’s Theorem for the natural numbers. However, this paper does not claim there is an error in Cantor’s arguments that [0, 1] is uncountably infinite. Rather, this paper considers the situation as a paradox, resulting from different choices about how to represent and count the continuum of real numbers.展开更多
This paper presents an advanced control strategy for DC-DC buck converters utilizing Non-Minimal State Space (NMSS) representation combined with Proportional-Integral-Plus (PIP) control, optimized through Linear Quadr...This paper presents an advanced control strategy for DC-DC buck converters utilizing Non-Minimal State Space (NMSS) representation combined with Proportional-Integral-Plus (PIP) control, optimized through Linear Quadratic Regulator (LQR) design. The proposed approach leverages NMSS to eliminate the need for state observers, enhancing robustness against model mismatch and improving overall system performance. The PIP controller extends traditional PI control by incorporating additional dynamic feedback. Experimental results demonstrate that the NMSS-PIP-LQR controlled buck converter achieves excellent dynamic performance. The design procedure is fully documented, and microcontroller implementation issues are discussed.展开更多
目的评估血清非高密度脂蛋白胆固醇与高密度脂蛋白胆固醇比值(non-high density lipoprotein cholesterol/high density lipoprotein cholesterol,NHHR)、血浆致动脉粥样硬化指数(atherogenic index of plasma,AIP)与慢性肾病(chronic k...目的评估血清非高密度脂蛋白胆固醇与高密度脂蛋白胆固醇比值(non-high density lipoprotein cholesterol/high density lipoprotein cholesterol,NHHR)、血浆致动脉粥样硬化指数(atherogenic index of plasma,AIP)与慢性肾病(chronic kidney disease,CKD)发病风险的关系,为CKD的防治提供依据。方法以金昌队列中25377名未患CKD的参与者作为研究对象,采用Cox比例风险回归模型、限制性立方样条分别评估NHHR和AIP对CKD的发病风险及剂量-反应关系,并进行亚组分析。采用受试者工作特征曲线评估NHHR和AIP对CKD发病风险的预测能力。结果经过平均4.77年的随访调查后,新发CKD患者有1213例,发病密度为10.03/1000人年。调整混杂因素后,相较于Q1组,Q4组人群中NHHR和AIP的CKD发病风险比分别为1.270(95%CI:1.066~1.512)和1.294(95%CI:1.081~1.548),且均存在一定的剂量-反应关系(均P<0.05)。NHHR和AIP预测CKD的AUC值分别为0.750(95%CI:0.736~0.764)和0.735(95%CI:0.721~0.749)。亚组分析发现,吸烟和糖尿病与NHHR、糖尿病和AIP间存在交互作用(均P<0.05)。结论NHHR和AIP是CKD发病的独立危险因素,并对CKD发病风险有一定的预测能力。展开更多
Aiming at prevalent violations of non-motorists at urban intersections in China, this paper intends to clarify the characteristics and risks of non-motorist violations at signalized intersections through questionnaire...Aiming at prevalent violations of non-motorists at urban intersections in China, this paper intends to clarify the characteristics and risks of non-motorist violations at signalized intersections through questionnaires and video recordings, which may serve as a basis for non-motorized vehicle management. It can help improve the traffic order and enhance the degree of safety at signalized intersections. To obtain the perception information, a questionaire survey on the Internet was conducted and 972 valid questionnaires were returned. It is found that academic degree contributes little to non-motorist violations, while electrical bicyclists have a relatively higher frequency of violations compared with bicyclists. The video data of 18 228 non-motorist behaviors indicate that the violation rate of all non-motorists is 26.5%; the number of conflicts reaches 1 938, among which violation conflicts account for 66.8%. The study shows that the violation rates and the violation behavior at three types of surveyed intersections are markedly different. It is also concluded that the conflict rates and the violation rates are positively correlated. Furthermore, signal violation, traveling in the wrong direction, and overspeeding to cross the intersection are the most dangerous among traffic violation behaviors.展开更多
Current methodologies used for the inference of thin film stress through curvature measurements are strictly restricted to stress and curvature states which are assumed to remain uniform over the entire film/substrate...Current methodologies used for the inference of thin film stress through curvature measurements are strictly restricted to stress and curvature states which are assumed to remain uniform over the entire film/substrate system. By considering a circular thin film/substrate system subject to non-uniform, but axisymmetric misfit strain distributions in the thin film, we derived relations between the film stresses and the misfit strain, and between the plate system＇s curvatures and the misfit strain. These relations feature a “local” part which involves a direct dependence of the stress or curvature components on the misfit strain at the same point, and a “non-local” part which reflects the effect of misfit strain of other points on the location of scrutiny. Most notably, we also derived relations between the polar components of the film stress and those of system curvatures which allow for the experimental inference of such stresses from full-field curvature measurements in the presence of arbitrary radial non-uniformities. These relations also feature a “non-local” dependence on curvatures making a full-field measurement a necessity. Finally, it is shown that the interfacial shear tractions between the film and the substrate are proportional to the radial gradients of the first curvature invariant and can also be inferred experimentally.展开更多
[Objective] The characteristic of non-point source pollution of a typical village in Baiyangdian Lake basin was studied.[Method] The discharge of domestic sewage and solid wastes of the typical village was investigate...[Objective] The characteristic of non-point source pollution of a typical village in Baiyangdian Lake basin was studied.[Method] The discharge of domestic sewage and solid wastes of the typical village was investigated,and both pollutant and nutrient element content were monitored,as well as the water quality and quantity of rainfall runoff.[Result] The non-point source pollution of livestock manure was far more serious than the sum of domestic sewage and domestic waste in this village,and the annual emission of total organic carbon(TOC),total nitrogen(TN) and total phosphorus(TP) was 37 794.0,4 102.9 and 1 923.7 kg,respectively.The event mean concentration(EMC)of chemical oxygen demand COD,TN and TP in rainfall runoff was 44.5,78.8,1.3 mg/L,respectively,and annual pollution load was 7.6,13.4 and 0.2 kg/hm2,respectively,while the annual pollution load of COD accounted for 5.1% of standard farmland,and that of TN and TP occupied 4.5% and 0.49% of slope farmland.[Conclusion] Livestock manure was the main source of non-point source pollution in the village and the annual pollution load of non-point source pollution was obtained.展开更多
Predicting the time-varying auto-spectral density of a spacecraft in high-altitude orbits requires an accurate model for the non-stationary random vibration signals with densely spaced modal frequency. The traditional...Predicting the time-varying auto-spectral density of a spacecraft in high-altitude orbits requires an accurate model for the non-stationary random vibration signals with densely spaced modal frequency. The traditional time-varying algorithm limits prediction accuracy, thus affecting a number of operational decisions. To solve this problem, a time-varying auto regressive （TVAR） model based on the process neural network （PNN） and the empirical mode decomposition （EMD） is proposed. The time-varying system is tracked on-line by establishing a time-varying parameter model, and then the relevant parameter spectrum is obtained. Firstly, the EMD method is utilized to decompose the signal into several intrinsic mode functions （IMFs）. Then for each IMF, the PNN is established and the time-varying auto-spectral density is obtained. Finally, the time-frequency distribution of the signals can be reconstructed by linear superposition. The simulation and the analytical results from an example demonstrate that this approach possesses simplicity, effectiveness, and feasibility, as well as higher frequency resolution.展开更多
文摘联邦学习因具有隐私保护的天然特性,已经逐渐成为一个被广泛认可的分布式机器学习框架。但由于参与方数据分布的差异性,特别是呈现非独立同分布(Non-Independent and Identically Distributed,Non-IID)时,其面临着泛化性能不足、收敛性能下降、数据倾斜等严峻挑战。用预训练基础模型缓解Non-IID问题作为一种新颖的方法,演变出了各种各样的解决方案。对此,从预训练基础模型的角度,对现有工作进行了综述。首先介绍了基础模型方法,对典型的基础模型编码结构进行对比分析。其次从修改输入、基础模型部分结构再训练,以及参数高效微调3个角度,提出了一种新的分类方法。最后探讨了该类工作的核心难题和未来研究方向。
文摘Lung cancer is one of the malignant tumor diseases with high morbidity and high mortality in the world. Non-small cell lung cancer (NSCLC) is the most common pathological type of lung cancer. Currently, chemotherapy, targeted therapy, immunotherapy or combination therapy is the main treatment for NSCLC, but it is still inevitably faced with the challenges of acquired drug resistance and tumor progression. The birth of antibody conjugator provides a new choice for its treatment. Antibody conjugator is a new type of biotherapeutic drug which is connected by monoclonal antibody via linker and cytotoxic drug. It has the characteristics of precision, high efficiency and low toxicity, etc. In recent years, its research and development and clinical trials have been endless. It shows that this new type of drug has great potential in the field of tumor therapy. In this paper, the structural characteristics, mechanism of action, current application, research achievements, challenges, countermeasures and development of ADC in NSCLC treatment are reviewed.
文摘Background: Non-radiographic axial spondyloarthritis is a progressive and disabling inflammatory disease affecting young adults, with limited treatment options. TNFi are more efficacious than JAKi and IL1-7i in nr-ax SPA and it has a well-known safety profile over a longer duration. Recently, many IL-17i and JAKi were approved for the treatment of nr-ax SPA;however, data comparing IL1-7i and JAKi in terms of efficacy and safety is lacking. This systematized review aimed to compare the existing efficacy and safety data of JAKi vs IL-17i in the treatment of patients with nr-ax SPA. Methods: A systematic literature search was performed using relevant keywords in many databases. According to the Preferred Reporting Items for Systematic reviews and Meta-Analyses (PRISMA, 2020), relevant articles were included and evaluated in this review. Efficacy and safety data were collected, analyzed and compared through week 52. The first check was done by the end of week 14 and week 16 for upadacitinib and IL-17i respectively. Results: Data from four RCTs evaluating upadacitinib, secukinumab, ixekizumab, and bimekizumab comprising 1425 patients were analyzed. Overall, a comparable efficacy and safety profile were observed across different treatment arms through week 52;however, non-significant variations were encountered in some outcome measures. The primary endpoint among these RCTs (ASAS40 response rate) was met and it was higher in patients treated with bimekizumab 160 mg sc Q 4 weeks in TNFi non responders (48%) and lowest in ixekizumab 80 mg sc Q 4 weeks treated patients, (35%) (p Conclusion: The above-mentioned three IL-17i and the only one JAKi demonstrated comparable safety and efficacy profiles with some minor variations. A head-to-head trial comparing the effectiveness and safety characteristics of JAKi vs IL-17i may be needed in patients with active nr-ax SpA.
文摘A previous paper showed that the real numbers between 0 and 1 could be represented by an infinite tree structure, called the ‘infinity tree’, which contains only a countably infinite number of nodes and arcs. This paper discusses how a finite-state Turing machine could, in a countably infinite number of state transitions, write all the infinite paths in the infinity tree to a countably infinite tape. Hence it is argued that the real numbers in the interval [0, 1] are countably infinite in a non-Cantorian theory of infinity based on Turing machines using countably infinite space and time. In this theory, Cantor’s Continuum Hypothesis can also be proved. And in this theory, it follows that the power set of the natural numbers P(ℕ) is countably infinite, which contradicts the claim of Cantor’s Theorem for the natural numbers. However, this paper does not claim there is an error in Cantor’s arguments that [0, 1] is uncountably infinite. Rather, this paper considers the situation as a paradox, resulting from different choices about how to represent and count the continuum of real numbers.
文摘This paper presents an advanced control strategy for DC-DC buck converters utilizing Non-Minimal State Space (NMSS) representation combined with Proportional-Integral-Plus (PIP) control, optimized through Linear Quadratic Regulator (LQR) design. The proposed approach leverages NMSS to eliminate the need for state observers, enhancing robustness against model mismatch and improving overall system performance. The PIP controller extends traditional PI control by incorporating additional dynamic feedback. Experimental results demonstrate that the NMSS-PIP-LQR controlled buck converter achieves excellent dynamic performance. The design procedure is fully documented, and microcontroller implementation issues are discussed.
文摘目的评估血清非高密度脂蛋白胆固醇与高密度脂蛋白胆固醇比值(non-high density lipoprotein cholesterol/high density lipoprotein cholesterol,NHHR)、血浆致动脉粥样硬化指数(atherogenic index of plasma,AIP)与慢性肾病(chronic kidney disease,CKD)发病风险的关系,为CKD的防治提供依据。方法以金昌队列中25377名未患CKD的参与者作为研究对象,采用Cox比例风险回归模型、限制性立方样条分别评估NHHR和AIP对CKD的发病风险及剂量-反应关系,并进行亚组分析。采用受试者工作特征曲线评估NHHR和AIP对CKD发病风险的预测能力。结果经过平均4.77年的随访调查后,新发CKD患者有1213例,发病密度为10.03/1000人年。调整混杂因素后,相较于Q1组,Q4组人群中NHHR和AIP的CKD发病风险比分别为1.270(95%CI:1.066~1.512)和1.294(95%CI:1.081~1.548),且均存在一定的剂量-反应关系(均P<0.05)。NHHR和AIP预测CKD的AUC值分别为0.750(95%CI:0.736~0.764)和0.735(95%CI:0.721~0.749)。亚组分析发现,吸烟和糖尿病与NHHR、糖尿病和AIP间存在交互作用(均P<0.05)。结论NHHR和AIP是CKD发病的独立危险因素,并对CKD发病风险有一定的预测能力。
基金The National Key Technology R&D Program during the 11th Five-Year Plan Period(No.2009BAG13A05)the National Natural Science Foundation of China(No.51078086)
文摘Aiming at prevalent violations of non-motorists at urban intersections in China, this paper intends to clarify the characteristics and risks of non-motorist violations at signalized intersections through questionnaires and video recordings, which may serve as a basis for non-motorized vehicle management. It can help improve the traffic order and enhance the degree of safety at signalized intersections. To obtain the perception information, a questionaire survey on the Internet was conducted and 972 valid questionnaires were returned. It is found that academic degree contributes little to non-motorist violations, while electrical bicyclists have a relatively higher frequency of violations compared with bicyclists. The video data of 18 228 non-motorist behaviors indicate that the violation rate of all non-motorists is 26.5%; the number of conflicts reaches 1 938, among which violation conflicts account for 66.8%. The study shows that the violation rates and the violation behavior at three types of surveyed intersections are markedly different. It is also concluded that the conflict rates and the violation rates are positively correlated. Furthermore, signal violation, traveling in the wrong direction, and overspeeding to cross the intersection are the most dangerous among traffic violation behaviors.
文摘Current methodologies used for the inference of thin film stress through curvature measurements are strictly restricted to stress and curvature states which are assumed to remain uniform over the entire film/substrate system. By considering a circular thin film/substrate system subject to non-uniform, but axisymmetric misfit strain distributions in the thin film, we derived relations between the film stresses and the misfit strain, and between the plate system＇s curvatures and the misfit strain. These relations feature a “local” part which involves a direct dependence of the stress or curvature components on the misfit strain at the same point, and a “non-local” part which reflects the effect of misfit strain of other points on the location of scrutiny. Most notably, we also derived relations between the polar components of the film stress and those of system curvatures which allow for the experimental inference of such stresses from full-field curvature measurements in the presence of arbitrary radial non-uniformities. These relations also feature a “non-local” dependence on curvatures making a full-field measurement a necessity. Finally, it is shown that the interfacial shear tractions between the film and the substrate are proportional to the radial gradients of the first curvature invariant and can also be inferred experimentally.
基金Supported by Major Projects of National Water Pollution Control and Management (2008ZX07209-007)
文摘[Objective] The characteristic of non-point source pollution of a typical village in Baiyangdian Lake basin was studied.[Method] The discharge of domestic sewage and solid wastes of the typical village was investigated,and both pollutant and nutrient element content were monitored,as well as the water quality and quantity of rainfall runoff.[Result] The non-point source pollution of livestock manure was far more serious than the sum of domestic sewage and domestic waste in this village,and the annual emission of total organic carbon(TOC),total nitrogen(TN) and total phosphorus(TP) was 37 794.0,4 102.9 and 1 923.7 kg,respectively.The event mean concentration(EMC)of chemical oxygen demand COD,TN and TP in rainfall runoff was 44.5,78.8,1.3 mg/L,respectively,and annual pollution load was 7.6,13.4 and 0.2 kg/hm2,respectively,while the annual pollution load of COD accounted for 5.1% of standard farmland,and that of TN and TP occupied 4.5% and 0.49% of slope farmland.[Conclusion] Livestock manure was the main source of non-point source pollution in the village and the annual pollution load of non-point source pollution was obtained.
基金Aeronautical Science Foundation of China (20071551016)
文摘Predicting the time-varying auto-spectral density of a spacecraft in high-altitude orbits requires an accurate model for the non-stationary random vibration signals with densely spaced modal frequency. The traditional time-varying algorithm limits prediction accuracy, thus affecting a number of operational decisions. To solve this problem, a time-varying auto regressive （TVAR） model based on the process neural network （PNN） and the empirical mode decomposition （EMD） is proposed. The time-varying system is tracked on-line by establishing a time-varying parameter model, and then the relevant parameter spectrum is obtained. Firstly, the EMD method is utilized to decompose the signal into several intrinsic mode functions （IMFs）. Then for each IMF, the PNN is established and the time-varying auto-spectral density is obtained. Finally, the time-frequency distribution of the signals can be reconstructed by linear superposition. The simulation and the analytical results from an example demonstrate that this approach possesses simplicity, effectiveness, and feasibility, as well as higher frequency resolution.
