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Compensation for Heterogeneous Unknowns and Performance-Prescribed Consensus
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作者 Linzhen Yu Yungang Liu 《IEEE/CAA Journal of Automatica Sinica》 2025年第1期173-182,共10页
In this paper, the multi-agent systems(MASs) typically with heterogeneous unknown nonlinearities and nonidentical unknown control coefficients are studied. Although the model information of MASs is coarse, the leader-... In this paper, the multi-agent systems(MASs) typically with heterogeneous unknown nonlinearities and nonidentical unknown control coefficients are studied. Although the model information of MASs is coarse, the leader-following consensus is still pursued, with a prescribed performance and zero consensus errors. Leveraging a powerful funnel control strategy, a fully distributed and completely relative-state-dependent protocol is designed. Distinctively, the time-varying function characterizing the performance boundary is introduced, not only to construct the funnel gains but also as an indispensable part of the protocol,enhancing the control ability and enabling the consensus errors to converge to zero(rather than a residual set). Remark that when control directions are unknown, coexisting with inherent system nonlinearities, it is essential to incorporate an additional compensation mechanism while imposing a hierarchical structure of communication topology for the control design and analysis. Simulation examples are given to illustrate the effectiveness of the theoretical results. 展开更多
关键词 Fully distributed protocol funnel control nonidentical unknown control directions performance-prescribed consensus unknown heterogeneous nonlinearities
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Evaluating fever of unknown origin definitions in a tertiary care setting:Implications for diagnostic criteria revision
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作者 Pathik Dhangar Prasan Kumar Panda +6 位作者 Ravi Kant Rohit Gupta Ruchi Dua Ashutosh Tiwari Sandeep Saini Kavita Khoiwal Yogesh Bahurupi 《World Journal of Experimental Medicine》 2025年第2期103-108,共6页
BACKGROUND Fever of unknown origin(FUO)remains a diagnostic challenge and was originally defined in 1961.Its classic criteria include fever≥38.3°C(≥101°F)on multiple occasions,fever lasting three weeks or ... BACKGROUND Fever of unknown origin(FUO)remains a diagnostic challenge and was originally defined in 1961.Its classic criteria include fever≥38.3°C(≥101°F)on multiple occasions,fever lasting three weeks or longer,and a diagnosis after one week of inpatient evaluation.However,these criteria may not fully encompass the varied clinical presentations seen in resource-limited settings such as India.The adaptation of FUO definitions to local healthcare contexts is crucial for enhancing diagnostic accuracy and optimizing patient outcomes.AIM To investigate the applicability of revised FUO criteria in a tertiary care setting in India.METHODS This longitudinal-exploratory study at All India Institute of Medical Sciences Rishikesh(January 2018–December 2022)analyzed 228 adult patients with fever≥99.1°F lasting over three days.Patients diagnosed within three days of admission were excluded.Data were collected retrospectively and prospectively using predefined FUO definitions based on durations of nondiagnosis(3-21 days,>21 days),temperature ranges(99.1°F-100.9°F,≥101°F),and hospitalization durations(3-7 days,>7 days).Descriptive statistics and comparative tests(Fisher's exact test,χ2 test)evaluated outcomes across definitions.RESULTS Among the proposed FUO definitions,Definition B(fever lasting 3-21 days,temperatures between 99.1°F-100.9°F,hospitalization>7 days)predominated(40.8%),while only 2.2%met the classical criteria.Notably,36.5%of Definition B patients remained undiagnosed after 7-10 days,despite 94%undergoing diagnostic workups within 21 days.Infection emerged as the leading etiology across definitions,without significant variation in outcomes or mortality during hospitalization(χ2=27.937,P=0.142).CONCLUSION Adapting FUO criteria to local contexts improves diagnostic accuracy and treatment.Definition B(40.8%prevalence)showed practical utility,with higher mortality in patients discharged on empirical'Anti-tuberculosis therapy'. 展开更多
关键词 Empirical therapy New definition Pyrexia of unknown origin TUBERCULOSIS
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Monocular visual estimation for autonomous aircraft landing guidance in unknown structured scenes
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作者 Zhuo ZHANG Quanrui CHEN +2 位作者 Qiufu WANG Xiaoliang SUN Qifeng YU 《Chinese Journal of Aeronautics》 2025年第9期365-382,共18页
The autonomous landing guidance of fixed-wing aircraft in unknown structured scenes presents a substantial technological challenge,particularly regarding the effectiveness of solutions for monocular visual relative po... The autonomous landing guidance of fixed-wing aircraft in unknown structured scenes presents a substantial technological challenge,particularly regarding the effectiveness of solutions for monocular visual relative pose estimation.This study proposes a novel airborne monocular visual estimation method based on structured scene features to address this challenge.First,a multitask neural network model is established for segmentation,depth estimation,and slope estimation on monocular images.And a monocular image comprehensive three-dimensional information metric is designed,encompassing length,span,flatness,and slope information.Subsequently,structured edge features are leveraged to filter candidate landing regions adaptively.By leveraging the three-dimensional information metric,the optimal landing region is accurately and efficiently identified.Finally,sparse two-dimensional key point is used to parameterize the optimal landing region for the first time and a high-precision relative pose estimation is achieved.Additional measurement information is introduced to provide the autonomous landing guidance information between the aircraft and the optimal landing region.Experimental results obtained from both synthetic and real data demonstrate the effectiveness of the proposed method in monocular pose estimation for autonomous aircraft landing guidance in unknown structured scenes. 展开更多
关键词 Automatic landing Image processing Monocular camera Pose measurement unknown structured scene
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Diagnostic utility of sepsis screening tools,procalcitonin,and Creactive protein in nosocomial fever of unknown origin
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作者 Shashikant Saini Sapna Pahil +3 位作者 Ritin Mohindra Naresh Sachdeva Navneet Sharma Ashok K Pannu 《World Journal of Critical Care Medicine》 2025年第3期251-262,共12页
BACKGROUND Nosocomial fever of unknown origin(nFUO)is a frequent and challenging diagnostic entity,encompassing diverse infectious and non-infectious etiologies.Timely identification is crucial,yet evidence on the dia... BACKGROUND Nosocomial fever of unknown origin(nFUO)is a frequent and challenging diagnostic entity,encompassing diverse infectious and non-infectious etiologies.Timely identification is crucial,yet evidence on the diagnostic accuracy of commonly employed sepsis screening tools and biomarkers remains sparse.We hypothesized that these tools and biomarkers measured at fever onset could distinguish infectious from non-infectious causes of nFUO in critically ill adults.AIM To evaluate the diagnostic utility of sepsis tools and biomarkers in identifying infectious causes of nFUO.METHODS This prospective observational study included patients admitted to the Acute Care Emergency Medicine Unit,Postgraduate Institute of Medical Education and Research,Chandigarh,India(July 2023 to December 2024).nFUO was defined by Durack and Street criteria.Diagnostic performance of sepsis screening tools(systemic inflammatory response syndrome,Sequential Organ Failure Assessment,quick Sequential Organ Failure Assessment,National Early Warning Score,and Modified Early Warning Score)and biomarkers[procalcitonin(PCT),C-reactive protein(CRP)]at fever onset was assessed using receiver operating characteristic curve analysis.RESULTS Of 80 cases(mean age 42.9±16.5 years;80% male),42.5% had infectious causes,38.7% non-infectious,and 18.8% remained undiagnosed.Pneumonia(26.2%)and bloodstream infections(11.2%)were the most common infectious etiologies,while central fever and thrombophlebitis(each 7.5%)were predominant among non-infectious causes.Sepsis tools showed poor diagnostic accuracy,with area under the receiver operating characteristic curve(AUC)values close to 0.5.PCT demonstrated modest performance(AUC=0.61;optimal cut-off:0.85μg/L),while CRP was paradoxically higher in non-infectious cases(AUC=0.45).Overall mortality was 20% and was highest among undiagnosed patients(33.3%).Fever duration and hospitalization length were significantly greater in infectious cases.CONCLUSION Sepsis tools,PCT,and CRP have limited utility in identifying infectious causes of nFUO in critically ill adults and should not solely guide initial decision-making. 展开更多
关键词 Critical care Fever of unknown origin NOSOCOMIAL SEPSIS Screening tools PROCALCITONIN C-reactive protein
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Decentralised adaptive learning-based control of robot manipulators with unknown parameters
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作者 Emil Mühlbradt Sveen Jing Zhou +1 位作者 Morten Kjeld Ebbesen Mohammad Poursina 《Journal of Automation and Intelligence》 2025年第2期136-144,共9页
This paper studies motor joint control of a 4-degree-of-freedom(DoF)robotic manipulator using learning-based Adaptive Dynamic Programming(ADP)approach.The manipulator’s dynamics are modelled as an open-loop 4-link se... This paper studies motor joint control of a 4-degree-of-freedom(DoF)robotic manipulator using learning-based Adaptive Dynamic Programming(ADP)approach.The manipulator’s dynamics are modelled as an open-loop 4-link serial kinematic chain with 4 Degrees of Freedom(DoF).Decentralised optimal controllers are designed for each link using ADP approach based on a set of cost matrices and data collected from exploration trajectories.The proposed control strategy employs an off-line,off-policy iterative approach to derive four optimal control policies,one for each joint,under exploration strategies.The objective of the controller is to control the position of each joint.Simulation and experimental results show that four independent optimal controllers are found,each under similar exploration strategies,and the proposed ADP approach successfully yields optimal linear control policies despite the presence of these complexities.The experimental results conducted on the Quanser Qarm robotic platform demonstrate the effectiveness of the proposed ADP controllers in handling significant dynamic nonlinearities,such as actuation limitations,output saturation,and filter delays. 展开更多
关键词 Adaptive dynamic programming Optimal control Robot manipulator 4-DoF unknown dynamics
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A Compact Manifold Mixup Feature-Based Open-Set Recognition Approach for Unknown Signals
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作者 Yang Ying Zhu Lidong +1 位作者 Li Chengjie Sun Hong 《China Communications》 2025年第4期322-338,共17页
There are all kinds of unknown and known signals in the actual electromagnetic environment,which hinders the development of practical cognitive radio applications.However,most existing signal recognition models are di... There are all kinds of unknown and known signals in the actual electromagnetic environment,which hinders the development of practical cognitive radio applications.However,most existing signal recognition models are difficult to discover unknown signals while recognizing known ones.In this paper,a compact manifold mixup feature-based open-set recognition approach(OR-CMMF)is proposed to address the above problem.First,the proposed approach utilizes the center loss to constrain decision boundaries so that it obtains the compact latent signal feature representations and extends the low-confidence feature space.Second,the latent signal feature representations are used to construct synthetic representations as substitutes for unknown categories of signals.Then,these constructed representations can occupy the extended low-confidence space.Finally,the proposed approach applies the distillation loss to adjust the decision boundaries between the known categories signals and the constructed unknown categories substitutes so that it accurately discovers unknown signals.The OR-CMMF approach outperformed other state-of-the-art open-set recognition methods in comprehensive recognition performance and running time,as demonstrated by simulation experiments on two public datasets RML2016.10a and ORACLE. 展开更多
关键词 manifold mixup open-set recognition synthetic representation unknown signal recognition
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Event-triggered control for a class of large-scale nonlinear systems with neutral delays and unknown backlash-like hysteresis
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作者 Yiyu Feng Weihao Pan +1 位作者 Yanan Qi Xianfu Zhang 《Control Theory and Technology》 2025年第2期253-265,共13页
This paper investigates the problem of dynamic event-triggered control for a class of large-scale nonlinear systems.In particular,both neutral delays and unknown backlash-like hysteresis are considered.This requires t... This paper investigates the problem of dynamic event-triggered control for a class of large-scale nonlinear systems.In particular,both neutral delays and unknown backlash-like hysteresis are considered.This requires to integrate a compensation mechanism into the event-triggered control architecture.To this end,dynamic gain and adaptive control techniques are introduced to address the effects of neutral delays,unknown hysteresis and parameter uncertainties simultaneously.By introducing a non-negative internal dynamic variable,a dynamic event-triggered controller is designed using the hyperbolic tangent function to reduce the communication burden.By means of the Lyapunov–Krasovskii method,it is demonstrated that all signals of the closed-loop system are globally bounded and eventually converge to a tunable bounded region.Moreover,the Zeno behavior is avoided.Finally,a simulation example is presented to verify the validity of the control scheme. 展开更多
关键词 Large-scale nonlinear systems Neutral delays unknown backlash-like hysteresis Event-triggered control
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Observed-based adaptive neural tracking control for nonlinear systems with unknown control directions and input delay
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作者 DENG Yuxuan WANG Qingling 《Journal of Systems Engineering and Electronics》 2025年第1期269-279,共11页
Enhancing the stability and performance of practical control systems in the presence of nonlinearity,time delay,and uncertainty remains a significant challenge.Particularly,a class of strict-feedback nonlinear uncerta... Enhancing the stability and performance of practical control systems in the presence of nonlinearity,time delay,and uncertainty remains a significant challenge.Particularly,a class of strict-feedback nonlinear uncertain systems characterized by unknown control directions and time-varying input delay lacks comprehensive solutions.In this paper,we propose an observerbased adaptive tracking controller to address this gap.Neural networks are utilized to handle uncertainty,and a unique coordinate transformation is employed to untangle the coupling between input delay and unknown control directions.Subsequently,a new auxiliary signal counters the impact of time-varying input delay,while a Nussbaum function is introduced to solve the problem of unknown control directions.The leverage of an advanced dynamic surface control technique avoids the“complexity explosion”and reduces boundary layer errors.Synthesizing these techniques ensures that all the closed-loop signals are semi-globally uniformly ultimately bounded(SGUUB),and the tracking error converges to a small region around the origin by selecting suitable parameters.Simulation examples are provided to demonstrate the feasibility of the proposed approach. 展开更多
关键词 adaptive neural network dynamic surface control unknown control direction input delay
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Squamous cell carcinoma of unknown primary in the pelvis after complete remission following chemoradiotherapy:A case report
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作者 Anupam K Gupta Harsha Polavarapu 《World Journal of Clinical Cases》 2025年第33期71-75,共5页
BACKGROUND Pelvic squamous cell carcinoma of unknown primary(CUP)is extremely rare,accounting for less than one percent of all CUP cases,and its infrequency has lim-ited the development of standardized diagnostic and ... BACKGROUND Pelvic squamous cell carcinoma of unknown primary(CUP)is extremely rare,accounting for less than one percent of all CUP cases,and its infrequency has lim-ited the development of standardized diagnostic and treatment guidelines.CASE SUMMARY A 77-year-old female with a history of resected lung adenocarcinoma presented with worsening constipation.Imaging revealed a 2.5 cm mass adjacent to the right levator ani muscle.Biopsy confirmed poorly differentiated squamous cell carcinoma,positive for pancytokeratin and p40,and negative for p16,cytokeratin 7,cytokeratin 20,and neuroendocrine markers.No primary lesion was identified despite extensive evaluation.She underwent five cycles of 5-fluorouracil(1000 mg/m^(2) continuous infusion,days 1-4)and mitomycin-C(10 mg/m^(2) on day 1)with concurrent pelvic radiotherapy(50.4 Gy in 28 fractions).Follow-up imaging demonstrated complete remission sustained for 12 months.Electrocorticography performance status improved from 2 at diagnosis to 1 during follow-up.CONCLUSION This case highlights the potential role of chemoradiotherapy in managing pelvic squamous cell CUP,achieving durable remission in selected patients. 展开更多
关键词 Squamous cell carcinoma Cancer of unknown primary Pelvic malignancy CHEMORADIOTHERAPY Human papillomavirus negative p40 positive Pelvic floor tumor Case report
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Non-line-of-sight target localization in unknown L-shaped corridor based UWB MIMO radar
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作者 JIA Chao SONG Caiping +4 位作者 WANG Lingyu CUI Guolong GUO Shisheng GU Jie JIA Yong 《Journal of Systems Engineering and Electronics》 2025年第3期681-693,共13页
Most of the existing non-line-of-sight(NLOS)localization methods depend on the layout information of the scene which is difficult to be obtained in advance in the practical application scenarios.To solve the problem,a... Most of the existing non-line-of-sight(NLOS)localization methods depend on the layout information of the scene which is difficult to be obtained in advance in the practical application scenarios.To solve the problem,an NLOS target localization method in unknown L-shaped corridor based ultra-wideband(UWB)multiple-input multiple-output(MIMO)radar is proposed in this paper.Firstly,the multipath propagation model of Lshaped corridor is established.Then,the localization process is analyzed by the propagation characteristics of diffraction and reflection.Specifically,two different back-projection imaging processes are performed on the radar echo,and the positions of focus regions in the two images are extracted to generate candidate targets.Furthermore,the distances of propagation paths corresponding to each candidate target are calculated,and then the similarity between each candidate target and the target is evaluated by employing two matching factors.The locations of the targets and the width of the corridor are determined based on the matching rules.Finally,two experiments are carried out to demonstrate that the method can effectively obtain the target positions and unknown scene information even when partial paths are lost. 展开更多
关键词 non-line-of-sight(NLOS)localization unknown Lshaped corridor multiple-input multiple-output(MIMO)radar back-projection imaging multipath propagation
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Case Study and Literature Review on Diagnosis and Treatment of Advanced Metastasis of Tumor with Unknown Primary Origin
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作者 Leting Dong Shi Yue +2 位作者 Yungui Gao Yaqi Yin Shengli Huang 《Proceedings of Anticancer Research》 2025年第4期114-120,共7页
Primary of Unknown Origin Cancer(CUP)is a metastatic tumor whose origin remains undetermined.The reason for this ambiguity in identifying the primary site remains unclear,possibly due to the tumor being too small or g... Primary of Unknown Origin Cancer(CUP)is a metastatic tumor whose origin remains undetermined.The reason for this ambiguity in identifying the primary site remains unclear,possibly due to the tumor being too small or growing too slowly,or because the immune system has destroyed the tiny primary lesion.Most CUP patients receive only localized treatment or empirical systemic chemotherapy,leading to poor prognosis and shorter average overall survival.There is currently insufficient evidence-based medical support for the diagnosis and treatment of CUP.This study retrospectively analyzed clinical characteristics,diagnostic methods,treatment approaches,and prognostic outcomes of newly diagnosed CUP patients treated in our department.The findings aim to provide clinical guidance for diagnosis and treatment of CUP,with the goal of reducing diagnostic delays and improving patient outcomes. 展开更多
关键词 Primary of unknown Origin Cancer Case report Literature analysis diagnosis Cervical lymph nodes Online publication:August 6 2025
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Production of unknown neutron-deficient isotopes with Z=99-106 in multinucleon transfer reaction^(124)Xe+^(249)Cf
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作者 Na Tang Si-Ying Ma +2 位作者 Rong An Jing-Jing Li Feng-Shou Zhang 《Nuclear Science and Techniques》 2025年第3期95-104,共10页
The dinuclear system approach,coupled with the statistical decay model GEMINI++,was used to investigate multinucleon transfer reactions.Experimental production cross-sections in the reaction^(129)Xe+^(248)Cm were repr... The dinuclear system approach,coupled with the statistical decay model GEMINI++,was used to investigate multinucleon transfer reactions.Experimental production cross-sections in the reaction^(129)Xe+^(248)Cm were reproduced to assess the reliability of these theoretical models.The production of neutron-deficient transcalifornium nuclei with Z=99-106 was examined in multinucleon transfer reactions,including^(124)Xe+^(248)Cm,^(124)Xe+^(249)Cf,and^(129)Xe+^(249)Cf.Both the driving potential and the neutron-to-proton equilibration ratio were found to dominate the nucleon transfer process.The reaction^(124)Xe+^(249)Cf is proposed as a promising projectile-target combination for producing neutron-deficient isotopes with Z=99-106,with the optimal incident energy identified as E_(c.m.)=533.64 MeV.Production cross-sections of 25 unknown neutron-deficient trancalifornium isotopes with cross-sections greater than 1 pb were predicted. 展开更多
关键词 Multinucleon transfer reaction Dinuclear system unknown neutron-deficient isotopes with Z=99-106
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四倾转旋翼无人机过渡段姿态控制研究
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作者 韩月普 李春涛 +2 位作者 曾靖轩 苏子康 王泽嘉 《电光与控制》 北大核心 2026年第1期30-36,共7页
针对四倾转旋翼无人机倾转过渡阶段干扰下的姿态控制问题,提出了一种结合非线性动态逆(NDI)与未知系统动力学估计器(USDE)的控制方法,实现了无人机姿态环的稳定控制。针对过渡期间的操纵冗余与耦合问题,采用增量式加权伪逆和误差积分补... 针对四倾转旋翼无人机倾转过渡阶段干扰下的姿态控制问题,提出了一种结合非线性动态逆(NDI)与未知系统动力学估计器(USDE)的控制方法,实现了无人机姿态环的稳定控制。针对过渡期间的操纵冗余与耦合问题,采用增量式加权伪逆和误差积分补偿结合的控制分配算法,精确分配控制指令至操纵机构。考虑模型参数摄动及外部扰动,设计了基于NDI理论的姿态控制器,构建USDE对不可测扰动进行估计,且证明了系统的稳定性。由紊流和参数摄动扰动下的仿真结果表明,该方法抗干扰能力强、响应快、跟踪精度高。 展开更多
关键词 四倾转旋翼无人机 非线性动态逆 未知系统动力学估计器 加权伪逆
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Patterns of Relapse and Management Options in Unknown Primary Cervical Metastatic Carcinoma
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作者 彭汉伟 郭朱明 +6 位作者 曾宗渊 陈福进 李浩 魏茂文 伍国号 张诠 杨安奎 《The Chinese-German Journal of Clinical Oncology》 CAS 2005年第3期132-136,187,共6页
Objective: To analyze the patterns of relapse and management options in unknown primary cervical metastatic carcinoma (UPCMC) as well as to discuss its treatment strategies. Methods: Clinical data of 111 cases of elig... Objective: To analyze the patterns of relapse and management options in unknown primary cervical metastatic carcinoma (UPCMC) as well as to discuss its treatment strategies. Methods: Clinical data of 111 cases of eligible UPCMC were retrospectively studied. Neck control, primary relapse and long-term survival were compared among different groups. Results: Primary carcinomas ultimately appeared in 12 cases (10.8%, 12/111). Neck control rate was 36.9%. Overall 5-year survival rate was 41.4%. Neck control, N stage and primary control were prognostic factors for UPCMC. Neck control was affected by N stage and whether or not comprehensive radiotherapy was administered. Conclusion: UPCMC should primarily be treated by radiotherapy except for cases with N1 or N2 insensitive to radiation. Bilateral necks radiotherapy is the optimal choice in terms of neck radiotherapy. Selective total pharyngeal irradiation is recommended for potential primary treatment. 展开更多
关键词 cervical metastasis unknown primary RADIOTHERAPY SURGERY synthetic therapy
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Impedance force control for position controlled robotic manipulators under the constraint of unknown environments
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作者 乔兵 陆荣鑑 《Journal of Southeast University(English Edition)》 EI CAS 2003年第4期359-363,共5页
A force control strategy for position controlled robotic manipulators is presented. On line force feedback data are employed to estimate the local shape of the unknown constraint. The estimated vectors are used to ge... A force control strategy for position controlled robotic manipulators is presented. On line force feedback data are employed to estimate the local shape of the unknown constraint. The estimated vectors are used to generate the virtual reference trajectory for the target impedance model that is driven by the force error to produce command position. By following the command position trajectory the robotic manipulator can follow the unknown constraint surface while keeping an acceptable force error in a manner depicted by the target impedance model. Computer simulation on a 3 linked planar manipulator and experimental studies on an Adept 3, an SCARA type robotic manipulator, are conducted to verify the force tracking capability of the proposed control strategy. 展开更多
关键词 robotic manipulators force/position control unknown constraint
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基于IL-TD3的轮式机器人无地图导航研究
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作者 秦源赛 牟海明 +1 位作者 刘元基 李清都 《电子科技》 2026年第2期38-44,共7页
针对轮式机器人导航方法对高精地图的依赖以及在动态复杂场景中的适应性问题,文中提出了一种基于IL-TD3(Imitation Learning Enhanced Twin Delayed Deep Deterministic Policy Gradient)的无地图导航方法。将导航任务建模为POMDP(Parti... 针对轮式机器人导航方法对高精地图的依赖以及在动态复杂场景中的适应性问题,文中提出了一种基于IL-TD3(Imitation Learning Enhanced Twin Delayed Deep Deterministic Policy Gradient)的无地图导航方法。将导航任务建模为POMDP(Partially Observable Markov Decision Process),并结合LSTM(Long Short-Term Memory)处理历史信息,以改进环境状态建模。机器人通过模仿学习迅速获得了有限的无地图导航能力,不断探索和训练TD3深度强化学习网络从而提高导航技能。仿真实验结果表明,IL-TD3在未知动态环境中的导航轨迹稳定、连续、安全,具有较好的导航性能。Sim2Real(Simulation to Reality)测试结果表明,未经调整的IL-TD3模型在现实世界的导航任务中表现较好,证明了所提模型的鲁棒性和泛化能力。 展开更多
关键词 机器人 无地图导航 POMDP LSTM 模仿学习 深度强化学习 未知动态环境 Sim2Real
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On How to Guess Meanings of Unknown Words in Reading Materials the Importance of Context
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作者 胡燕 《海外英语》 2013年第10X期54-55,共2页
While reading plays a very important role in English study, many English language learners find it very difficult to fully comprehend some reading materials on account of many unknown words in them. This essay mainly ... While reading plays a very important role in English study, many English language learners find it very difficult to fully comprehend some reading materials on account of many unknown words in them. This essay mainly discusses one technique of guessing meanings of new words according to context clues, thus emphasizing the importance of context. 展开更多
关键词 MEANINGS of unknown WORDS CONTEXT CLUES reading ma
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Fault diagnosis of an intelligent hydraulic pump based on a nonlinear unknown input observer 被引量:17
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作者 Zhonghai MA Shaoping WANG +2 位作者 Jian SHI Tongyang LI Xingjian WANG 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2018年第2期385-394,共10页
Hydraulic piston pumps are commonly used in aircraft. In order to improve the viability of aircraft and energy efficiency, intelligent variable pressure pump systems have been used in aircraft hydraulic systems more a... Hydraulic piston pumps are commonly used in aircraft. In order to improve the viability of aircraft and energy efficiency, intelligent variable pressure pump systems have been used in aircraft hydraulic systems more and more widely. Efficient fault diagnosis plays an important role in improving the reliability and performance of hydraulic systems. In this paper, a fault diagnosis method of an intelligent hydraulic pump system(IHPS) based on a nonlinear unknown input observer(NUIO) is proposed. Different from factors of a full-order Luenberger-type unknown input observer, nonlinear factors of the IHPS are considered in the NUIO. Firstly, a new type of intelligent pump is presented, the mathematical model of which is established to describe the IHPS. Taking into account the real-time requirements of the IHPS and the special structure of the pump, the mechanism of the intelligent pump and failure modes are analyzed and two typical failure modes are obtained. Furthermore, a NUIO of the IHPS is performed based on the output pressure and swashplate angle signals. With the residual error signals produced by the NUIO, online intelligent pump failure occurring in real-time can be detected. Lastly, through analysis and simulation, it is confirmed that this diagnostic method could accurately diagnose and isolate those typical failure modes of the nonlinear IHPS. The method proposed in this paper is of great significance in improving the reliability of the IHPS. 展开更多
关键词 Fault diagnosis Hydraulic piston pump MODEL-BASED Nonlinear unknown input observer (NUIO) Residual error
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Adaptive Iterative Learning Control for Nonlinearly Parameterized Systems with Unknown Time-varying Delay and Unknown Control Direction 被引量:13
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作者 Dan Li Jun-Min Li Department of Mathematics,Xidian University,Xi an 710071,China 《International Journal of Automation and computing》 EI 2012年第6期578-586,共9页
This paper proposes a new adaptive iterative learning control approach for a class of nonlinearly parameterized systems with unknown time-varying delay and unknown control direction.By employing the parameter separati... This paper proposes a new adaptive iterative learning control approach for a class of nonlinearly parameterized systems with unknown time-varying delay and unknown control direction.By employing the parameter separation technique and signal replacement mechanism,the approach can overcome unknown time-varying parameters and unknown time-varying delay of the nonlinear systems.By incorporating a Nussbaum-type function,the proposed approach can deal with the unknown control direction of the nonlinear systems.Based on a Lyapunov-Krasovskii-like composite energy function,the convergence of tracking error sequence is achieved in the iteration domain.Finally,two simulation examples are provided to illustrate the feasibility of the proposed control method. 展开更多
关键词 Nonlinearly time-varying parameterized systems unknown time-varying delay unknown control direction composite energy function adaptive iterative learning control.
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LAMOST的“Unknown”光谱分类研究:ODS-YOLOv7模型
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作者 王晓敏 高军萍 +4 位作者 蒲源 邱波 张健楠 闫静 李荣 《光谱学与光谱分析》 SCIE EI CAS CSCD 北大核心 2024年第7期1960-1967,共8页
天体识别是天文新发现和深入研究天体的基础。在LAMOST DR8 v1.0发布的低分辨率光谱数据中有约53万条因没有类别标签而被命名为“Unknown”的光谱,其中有88.56%的光谱信噪比在0~10之间,对这批光谱的研究分析将增加LAMOST的有效数据产出... 天体识别是天文新发现和深入研究天体的基础。在LAMOST DR8 v1.0发布的低分辨率光谱数据中有约53万条因没有类别标签而被命名为“Unknown”的光谱,其中有88.56%的光谱信噪比在0~10之间,对这批光谱的研究分析将增加LAMOST的有效数据产出。该研究为“Unknown”光谱的分类设计了一种ODS-YOLOv7模型。它是一种端到端的类别预测模型,通过添加一维卷积注意力模块以提高光谱识别能力。在经过一批信噪比在0~10之间的已知类别光谱训练后,ODS-YOLOv7可以学习到低信噪比光谱的有效特征,进而实现对“Unknown”光谱的类别预测。实验表明,该模型在已知类别标记的低信噪比恒星、星系、类星体的光谱识别中,F1-score分别为0.98、0.95、0.95;同时在与传统算法KNN、RF、DT、SVM和深度学习算法1D CNN、1DSSCNN、ResNet、DenseNet、VIT对比实验中取得相对最好的效果。实验结果还给出了ODS-YOLOv7模型对DR8 v1.0中信噪比在0~10的“Unknown”光谱预测置信度分布,在预测类别为恒星、星系、类星体任务中,有92%的分类置信度在60%以上。为保证模型输出质量,本文只选取分类置信度大于99%的光谱类别作为输出结果。以此为依据,在DR8 v1.0和DR9 v0发布的全部“Unknown”光谱中分别有37.19%和47.03%被ODS-YOLOv7模型预测出类别。此外,还增加人工认证以检验该模型预测的正确性。为提升模型的可解释性,参照了二维图像特征可视化的Grad-CAM方法,将其改进为适合于可视化一维光谱数据特征的算法。其结果表明该模型可自动关注到不同的分类特征,使得该模型非常适用于低信噪比“Unknown”光谱的类别预测。 展开更多
关键词 unknown光谱分类 ODS-YOLOv7 低信噪比 LAMOST 特征可视化
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