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Quantization Skipping Method for H.264/AVC Video Coding
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作者 Won-seon SONG Min-cheol HONG 《Journal of Measurement Science and Instrumentation》 CAS 2010年第3期247-249,共3页
This paper presents a quantization skipping method for H. 264/AVC video coding standard. In order to reduce the conputational-cost of quantization process coming from integer discrete cosine transform of H. 264/AVC, a... This paper presents a quantization skipping method for H. 264/AVC video coding standard. In order to reduce the conputational-cost of quantization process coming from integer discrete cosine transform of H. 264/AVC, a quantization skipping condition is derived by the analysis of integer transform and quantization procedures. The expeerimental results show that the proposed algorithm has the capability to reduce the computional cost about 10% -2.5%. 展开更多
关键词 H. 264/AVC quantization skipping integer transform computational-cost
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Pulse Skipping Modulated Buck Converter - Modeling and Simulation
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作者 Ramamurthy Srinivasan Vanaja Ranjan P. 《Circuits and Systems》 2010年第2期59-64,共6页
Modeling and simulation results of a pulse skipping modulated buck converter for applications involving a source with widely varying voltage conditions with loads requiring constant voltage from full load down to no l... Modeling and simulation results of a pulse skipping modulated buck converter for applications involving a source with widely varying voltage conditions with loads requiring constant voltage from full load down to no load is presented. The pulses applied to the switch are blocked or released on output voltage crossing a predetermined value. The regulator worked satisfactorily over a wide input voltage range with good transient response but with higher ripple content. Input current spectrum indicates a good EMI performance with crowding of components at audio frequency range for the se-lected switching frequency. 展开更多
关键词 DC/DC Converter PULSE skipping MODULATION BUCK REGULATOR MODULATION Factor
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Analysis of Current Situation of Fancy Rope Skipping Curriculum in Regular Institutions of Higher Learning in Sichuan Province
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作者 Zhang Yongmao 《International Journal of Technology Management》 2016年第2期36-38,共3页
This paper adopts the research methods such as literature material method, questionnaire investigation method, expert interview method and mathematical statistics to investigate and study the conditions of fancy rope ... This paper adopts the research methods such as literature material method, questionnaire investigation method, expert interview method and mathematical statistics to investigate and study the conditions of fancy rope skipping curriculum in 22 universities in Sichuan. The research shows that the university teachers highly recognize the fancy rope skipping curriculum; construction of teaching resources should be strengthened; cultivation of the professional teaching staffs should be strengthened; in terms of teaching materials, more premium teaching materials with high pertinence and professionalism are needed; the promotion and implementation of the curriculum system of fancy rope skipping should be boosted in different steps and stages; cultivation of the professional teachers should be enlarged; related scientific research of the curriculum system of fancy rope skipping should be strengthened. 展开更多
关键词 Sichuan Province regular institutions of higher learning fancy rope skipping the current situation ANALYSIS
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Numerical and theoretical investigation on three-dimensional trajectory characteristics of skipping stones
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作者 Cong-Hui Li Cong Wang Ying-Jie Wei 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 2022年第7期53-64,I0001,共13页
An in-depth study of the complicated trajectory characteristics of skipping stones is carried out in the present work.A three-dimensional numerical simulation validated by acquiring good agreement with experimental re... An in-depth study of the complicated trajectory characteristics of skipping stones is carried out in the present work.A three-dimensional numerical simulation validated by acquiring good agreement with experimental results is established.It is devoted to illustrating five different types of motion responses after the stone impacts the water surface in the o-xy plane,including“dive”,“hydroplaning trout”,“hydroplaning skip”,“stable skip”,and“skipping trout”.Then,the lateral deviations are investigated quantitatively based on dimensionless parameter sin(α+β)cosαin the o-yz plane.Steady interval and linear interval are divided for lateral deviation Z1/D and Z2/D based on the values of(α+β)andα,respectively.The results reveal that(1)Z1/D increases almost linearly with the increasing sin(α+β)cosαat different slopes in different(α+β)intervals;(2)Z2/D increases almost linearly with the increasing sin(α+β)cosαat different slopes in differentαintervals;(3)in linear interval,numerical lateral deviations are much larger than the fitting values at pointsβ/α≥4.5,and much smaller than the fitting values at points 2.3≤β/α<4.3.Finally,a theoretical approach is proposed to predict the maximum immersion depth of trailing edge point P. 展开更多
关键词 Continuous skips TRAJECTORY Lateral deviation Theoretical model Immersed depth
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Clinical association of habitual breakfast skipping with cognitive decline and neurodegeneration among older adults
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作者 Jun Zhang Ya-Jun Li +4 位作者 Shu Yang Bing-Hu Li Duo-Zi Wang Lei Liu Jian-Hong Wang 《Journal of Neurorestoratology》 2025年第2期25-31,共7页
Background Unhealthy lifestyles have a considerable impact on the incidence of dementia.Skipping breakfast disturbs energy homeostasis and impairs brain function.In this study,we investigated the association between b... Background Unhealthy lifestyles have a considerable impact on the incidence of dementia.Skipping breakfast disturbs energy homeostasis and impairs brain function.In this study,we investigated the association between breakfast skipping and cognitive performance among community-dwelling adults.Methods We recruited 859 community-dwelling adults aged≥60 years from January 1 to December 31,2021.Participants’sociodemographic information and breakfast skipping habits were self-reported.Participants were followed up for 36 months and cognitive function was assessed using the Mini-Mental State Examination(MMSE)with an interval of 18 months.Trajectories of cognitive change were compared between individuals with and without breakfast skipping.To reduce the risk of bias owing to unmatched sample sizes between the groups,we conducted 1:1 propensity score matching(PSM)based on age,sex,education level,and ApoE genotype.Results At baseline and 18-month follow-up,no difference was found in MMSE scores between participants with and without breakfast skipping.However,those who habitually skipped breakfast had significantly lower MMSE scores than those who did not at 36-month follow-up.Individuals with habitual breakfast skipping had a steeper rate of cognitive decline than those without habitual breakfast skipping during follow-up.Breakfast skipping was a risk factor for longitudinal cognitive decline,defined as a decrease in MMSE scores of≥3,adjusted for age,sex,education,body mass index,ApoEε4 carrier status,hypertension,diabetes,and hyperlipidemia.At the last follow-up,participants who habitually skipped breakfast had significantly higher levels of ptau181 and NfL than those who did not.In the PSM cohort,similar findings were obtained regarding cognitive trajectories and plasma biomarkers.Conclusion Breakfast skipping was linked to an increased risk of long-term cognitive decline and neurodegeneration among older adults.The link between unhealthy dietary habits and cognitive decline may be attributed to a deficiency in neurorestoration resulting from inadequate energy consumption. 展开更多
关键词 Cognitive decline LIFESTYLE Breakfast skipping Neurorestoration Older adults
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Activity and bioavailability of tepotinib for leptomeningeal metastasis of NSCLC with MET exon 14 skipping mutation 被引量:5
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作者 Hisashi Tanaka Kageaki Taima +3 位作者 Tomonori Makiguchi Junichi Nakagawa Takenori Niioka Sadatomo Tasaka 《Cancer Communications》 SCIE 2021年第1期83-87,共5页
Tepotinib is a key drug for cancer patients with mesenchymal-epithelial transition receptor tyrosine kinase proto-oncogene(MET)exon 14 skipping mutation.However,its bioavailability in the cerebrospinal fluid(CSF)in hu... Tepotinib is a key drug for cancer patients with mesenchymal-epithelial transition receptor tyrosine kinase proto-oncogene(MET)exon 14 skipping mutation.However,its bioavailability in the cerebrospinal fluid(CSF)in humans has not been fully elucidated.Moreover,information about the efficacy of tepotinib in patients with leptomeningeal metastasis is limited.Here,we present the case of a 56-year-old man who was diagnosed with lung adenocarcinoma with MET exon 14 skipping mutation.He was urgently hospitalized due to leptomeningeal metastasis.We administered tepotinib 500 mg/day as the second-line therapy and observed improvement in leptomeningeal metastasis and performance status.The tepotinib concentrations reached 1,648 ng/mL in the plasma and 30.6 ng/mL in the CSF,with a penetration rate(CSF/plasma)of 1.83%.These demonstrate tepotinib could achieve a high rate of central nervous system transition and could be effective against leptomeningeal metastasis. 展开更多
关键词 cerebrospinal fluid IC50 leptomeningeal metastasis MET exon 14 skipping mutation non-small cell lung carcinoma performance status PHARMACOKINETICS tepotinib
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An exon skipping in a SEPALLATA-Like gene is associated with perturbed floral and fruits development in cucumber 被引量:2
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作者 Xin Wang Dongli Gao +7 位作者 Jinjing Sun Min Liu YaoYao Lun Jianshu Zheng Shenhao Wang Qingzhi Cui Xiaofeng Wang Sanwen Huang 《Journal of Integrative Plant Biology》 SCIE CAS CSCD 2016年第9期766-771,共6页
Summary We isolated a mutant showing perturbations in the development of male and female floral organs and fruits. Analysis of the single nucleotide polyTnorphisms from bulked F2 pools identified the causative variant... Summary We isolated a mutant showing perturbations in the development of male and female floral organs and fruits. Analysis of the single nucleotide polyTnorphisms from bulked F2 pools identified the causative variant occurring in Csa4G126690. Csa4G126690 shows high homol- ogy to Arobidopsis 5EPALLATA2 (SEP2) thus being desig- nated CsSEP2. The causative variant was located on the splicing site of CsSEP2, resulting in the skipping of exon 6 and abolishment of the transcriptional activity. Our data suggest that CsSEP2 is involved in the floral organ and fruits development by conferring transcriptional activity. 展开更多
关键词 Cucumis sativus L EMS mutant exon skipping floral and fruits development whole genome re-sequencing
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Physiological and druggable skipping of immunoglobulin variable exons in plasma cells
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作者 Mohamad Omar Ashi Nivine Srour +10 位作者 Jean-Marie Lambert Anne Marchalot Ophelie Martin Sandrine Le Noir Eric Pinaud Maria Victoria Ayala Christophe Sirac Jerome Sauliere Jerome Moreaux Michel Cogne Laurent Delpy 《Cellular & Molecular Immunology》 SCIE CAS CSCD 2019年第10期810-819,共10页
The error-prone V(D)J recombination process generates considerable amounts of nonproductive immunoglobulin(Ig)pre-mRNAs.We recently demonstrated that aberrant Ig chains lacking variable(V)domains can be produced after... The error-prone V(D)J recombination process generates considerable amounts of nonproductive immunoglobulin(Ig)pre-mRNAs.We recently demonstrated that aberrant Ig chains lacking variable(V)domains can be produced after nonsense-associated altered splicing(NAS)events.Remarkably,the expression of these truncated Ig polypeptides heightens endoplasmic reticulum stress and shortens plasma cell(PC)lifespan.Many questions remain regarding the molecular mechanisms underlying this new truncated Ig exclusion(TIE-)checkpoint and its restriction to the ultimate stage of B-cell differentiation.To address these issues,we evaluated the extent of NAS of Ig pre-mRNAs using an Ig heavy chain(IgH)knock-in model that allows for uncoupling of V exon skipping from TIE-induced apoptosis.We found high levels of V exon skipping in PCs compared with B cells,and this skipping was correlated with a biallelic boost in IgH transcription during PC differentiation.Chromatin analysis further revealed that the skipped V exon turned into a pseudo-intron.Finally,we showed that hypertranscription of Ig genes facilitated V exon skipping upon passive administration of splice-switching antisense oligonucleotides(ASOs).Thus,V exon skipping is coupled to transcription and increases as PC differentiation proceeds,likely explaining the late occurrence of the TIE-checkpoint and opening new avenues for ASO-mediated strategies in PC disorders. 展开更多
关键词 IMMUNOGLOBULIN Exon skipping Plasma cells Antisense Oligonucleotides Nonsense-associated altered splicing
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Evaluation of molecular residual disease in operable non-small cell lung cancer with gene fusions,MET exon skipping or de novo MET amplification
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作者 Rui Fu Yuanyuan Xiong +4 位作者 Miao Cai Fang Li Rongrong Chen Yilong Wu Wenzhao Zhong 《Frontiers of Medicine》 SCIE CSCD 2024年第4期735-743,共9页
Gene fusions and MET alterations are rare and difficult to detect in plasma samples.The clinical detection efficacy of molecular residual disease(MRD)based on circulating tumor DNA(ctDNA)in patients with non-small cel... Gene fusions and MET alterations are rare and difficult to detect in plasma samples.The clinical detection efficacy of molecular residual disease(MRD)based on circulating tumor DNA(ctDNA)in patients with non-small cell lung cancer(NSCLC)with these mutations remains unknown.This prospective,non-intervention study recruited 49 patients with operable NSCLC with actionable gene fusions(ALK,ROS1,RET,and FGFR1),MET exon 14 skipping or de novo MET amplification.We analyzed 43 tumor tissues and 111 serial perioperative plasma samples using 1021-and 338-gene panels,respectively.Detectable MRD correlated with a significantly higher recurrence rate(P<0.001),yielding positive predictive values of 100%and 90.9%,and negative predictive values of 82.4%and 86.4%at landmark and longitudinal time points,respectively.Patients with detectable MRD showed reduced disease-free survival(DFS)compared to those with undetectable MRD(P<0.001).Patients who harbored tissue-derived fusion/MET alterations in their MRD had reduced DFS compared to those who did not(P=0.05).To our knowledge,this is the first comprehensive study on ctDNA-MRD clinical detection efficacy in operable NSCLC patients with gene fusions and MET alterations.Patients with detectable tissue-derived fusion/MET alterations in postoperative MRD had worse clinical outcomes. 展开更多
关键词 CTDNA molecular residual disease operable NSCLC gene fusion MET exon skipping MET amplification
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A Data Deduplication Framework of Disk Images with Adaptive Block Skipping
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作者 Bing Zhou Jiang-Tao Wen 《Journal of Computer Science & Technology》 SCIE EI CSCD 2016年第4期820-835,共16页
We describe an efficient and easily applicable data deduplication framework with heuristic prediction based adaptive block skipping for the real-world dataset such as disk images to save deduplication related overhead... We describe an efficient and easily applicable data deduplication framework with heuristic prediction based adaptive block skipping for the real-world dataset such as disk images to save deduplication related overheads and improve deduplication throughput with good deduplication efficiency maintained. Under the framework, deduplication operations are skipped for data chunks determined as likely non-duplicates via heuristic prediction, in conjunction with a hit and matching extension process for duplication identification within skipped blocks and a hysteresis mechanism based hash indexing process to update the hash indices for the re-encountered skipped chunks. For performance evaluation, the proposed framework was integrated and implemented in the existing data domain and sparse indexing deduplication algorithms. The experimental results based on a real-world dataset of 1.0 TB disk images showed that the deduplication related overheads were significantly reduced with adaptive block skipping, leading to a 30%-80% improvement in deduplication throughput when deduplieation mctadata were stored on the disk for data domain, and 25%-40% RAM space saving with a 15%-20% improvement in deduplication throughput when an in-RAM sparse index was used in sparse indexing. In both cases, the corresponding deduplication ratios reduced were below 5%. 展开更多
关键词 data deduplication METADATA adaptive block skipping
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Evidence for association of multi-exon skipping events with tumors
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作者 Jianning BI Tao PENG Yanda LI 《Frontiers of Electrical and Electronic Engineering in China》 CSCD 2008年第3期260-266,共7页
Alternative splicing(AS)has been shown to be frequently present in human tumors.Specifically,it has been observed in some experimental studies thatmulti-exon skipping(MES)events often appear in tumorous tissues.Prompt... Alternative splicing(AS)has been shown to be frequently present in human tumors.Specifically,it has been observed in some experimental studies thatmulti-exon skipping(MES)events often appear in tumorous tissues.Prompted by this observation,we conducted a genome-wide analysis of MES events to investigate their association with tumors.The results show that MES events are more likely associated with tumors than single-exon skipping(SES)and the degree of association increases with the num-ber of skipped exons.Furthermore,MES events are found to be less conserved than their SES counterparts,which provides additional evidence for our results because dis-ease-associated AS events should be eliminated during evolution.Interestingly,these differences still existed even after comparison of MES and SES events with similar-length skipped regions.These results demonstrate that MES events may be associated with tumors and suggest that MES isoforms might be useful in cancer diagnosis. 展开更多
关键词 multi-exon skipping event single-exon skip-ping event tumor
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Expert consensus on the diagnosis and treatment of non-small cell lung cancer with MET alteration
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作者 Huijing Feng Yang Xia +106 位作者 Wenxian Wang Chunwei Xu Qian Wang Zhengbo Song Ziming Li Jinpu Yu Wenzhao Zhong Zhijie Wang Yongchang Zhang Jingjing Liu Shirong Zhang Xiuyu Cai Anwen Liu Wen Li Ping Zhan Hongbing Liu Tangfeng Lyu Liyun Miao Lingfeng Min Gen Lin Long Huang Jingping Yuan Zhansheng Jiang Xingxiang Pu Chuangzhou Rao DongqingLyu Zongyang Yu Xiaoyan Li Chuanhao Tang Chengzhi Zhou Qi Mei Hui Guo Qian Chu Rui Meng Xuewen Liu Jingxun Wu Jin Zhou Zhengfei Zhu Weiwei Pan Fei Pang Meizhen Hu Kai Wang Fan Wu Bingwei Xu Ling Xu Liping Wang Youcai Zhu Jisheng Li Yanru Xie Xinqing Lin Jing Cai Lin Wang Yingying Du Wang Yao Xuefei Shi Xiaomin Niu Dongmei Yuan Yanwen Yao Jing Kang Jiatao Zhang Chao Zhang Wenbin Gao Jianhui Huang Yinbin Zhang Pingli Sun Hong Wang Mingxiang Ye Dong Wang Zhaofeng Wang Yue Hao Zheng Wang Bing Wan Donglai Lyu Xiaodong Jiao Lin Shi Gang Lan Shengjie Yang Yanhong Shang Yina Wang Bihui Li Gang Jin Kang Zheng Jun Ma Wenfeng Li Zhang Zhang Zhongwu Li Yuan Li Zhefeng Liu Xuelei Ma Nong Yang Lin Wu Qiming Wang Guansong Wang Zhuan Hong Jiandong Wang Meiyu Fang Yong Fang Xixu Zhu Yi Shen Ke Wang Xiubao Ren Yiping Zhang Shenglin Ma Junping Zhang Yong Song Wenfeng Fang Yuanzhi Lu 《Cancer Biology & Medicine》 2025年第3期237-265,共29页
Alterations in the mesenchymal-epithelial transition factor(MET)gene are critical drivers of non-small cell lung cancer(NSCLC).In recent years advances in precision therapies targeting MET alterations have significant... Alterations in the mesenchymal-epithelial transition factor(MET)gene are critical drivers of non-small cell lung cancer(NSCLC).In recent years advances in precision therapies targeting MET alterations have significantly expanded treatment options for NSCLC patients.These alterations include MET exon 14 skipping mutations(MET exon 14 skipping),MET gene amplifications,MET point mutations(primarily kinase domain mutations),and MET protein overexpression.Accurate identification of these alterations and appropriate selection of patient populations and targeted therapies are essential for improving clinical outcomes.The East China Lung Cancer Group,Youth Committee(ECLUNG YOUNG,Yangtze River Delta Lung Cancer Cooperation Group)has synthesized insights from China’s innovative drug development landscape and clinical practice to formulate an expert consensus on the diagnosis and treatment of NSCLC patients with MET alterations.This consensus addresses key areas,such as optimal testing timing,testing methods,testing strategies,quality control measures,and treatment approaches.By offering standardized recommendations,this guidance aims to streamline diagnostic and therapeutic processes and enhance clinical decision-making for NSCLC with MET alterations. 展开更多
关键词 Mesenchymal-epithelial transition factor MET exon 14 skipping mutation MET amplification non-small cell lung cancer precision medicine targeted therapy tyrosine kinase
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A high maneuvering motion strategy and stable control method for tandem twin-rotor aerial-aquatic vehicles near the water surface
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作者 Sifan Wu Maosen Shao +4 位作者 Sihuan Wu Zhilin He Hui Wang Jinxiu Zhang Yuan Liu 《Defence Technology(防务技术)》 2025年第2期206-220,共15页
The maneuverability and stealth of aerial-aquatic vehicles(AAVs)is of significant importance for future integrated air-sea combat missions.To improve the maneuverability and stealth of AAVs near the water surface,this... The maneuverability and stealth of aerial-aquatic vehicles(AAVs)is of significant importance for future integrated air-sea combat missions.To improve the maneuverability and stealth of AAVs near the water surface,this paper proposed a high-maneuverability skipping motion strategy for the tandem twin-rotor AAV,inspired by the motion behavior of the flying fish to avoid aquatic and aerial predators near the water surface.The novel tandem twin-rotor AAV was employed as the research subject and a strategybased ADRC control method for validation,comparing it with a strategy-based PID control method.The results indicate that both control methods enable the designed AAV to achieve high stealth and maneuverability near the water surface with robust control stability.The strategy-based ADRC control method exhibits a certain advantage in controlling height,pitch angle,and reducing impact force.This motion strategy will offer an inspiring approach for the practical application of AAVs to some extent. 展开更多
关键词 Tandem twin-rotor Aerial-aquatic vehicle High maneuvering motion strategy Active disturbance rejection controller skipping on water surface
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优秀男子速度攀岩运动员Tomoa skip技术肌电特征 被引量:1
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作者 游国鹏 伍勰 +2 位作者 李红梅 耿宇 赵少聪 《医用生物力学》 北大核心 2025年第3期553-560,共8页
目的 分析优秀男子速度攀岩运动员Tomoa skip技术肌电特征,为专项力量训练方法和手段的确定提供理论依据。方法 招募10名一级及以上级别男子速度攀岩运动员,采集其攀爬国际标准赛道的Tomoa skip技术运动学和表面肌电数据。结果 Tomoa s... 目的 分析优秀男子速度攀岩运动员Tomoa skip技术肌电特征,为专项力量训练方法和手段的确定提供理论依据。方法 招募10名一级及以上级别男子速度攀岩运动员,采集其攀爬国际标准赛道的Tomoa skip技术运动学和表面肌电数据。结果 Tomoa skip技术中肌肉贡献率大小排序依次为肱二头肌、肱三头肌长头、指浅屈肌、背阔肌、胫骨前肌、股外侧肌、臀大肌、腓肠肌内侧头。左侧所有肌肉贡献率之和、肱二头肌和肱三头肌长头贡献率显著低于右侧(P<0.05),左侧腓肠肌内侧头的贡献率显著高于右侧(P<0.05);左侧肱二头肌的激活程度显著低于右侧(P<0.05)。左侧肘关节和踝关节、右侧肘关节和踝关节共收缩指数分别为0.93±0.21、1.33±0.14、0.72±0.10、2.08±0.59,左侧肘关节和踝关节的共收缩程度显著高于右侧(P<0.05)。结论 Tomoa skip技术中男子运动员表现出明显的肌电特征,左右侧上肢肌肉和背阔肌的贡献率均高于下肢肌肉,肘关节和踝关节分别是以肱二头肌和胫骨前肌为主导的激活模式;同时肌电特征也存在显著的左右侧肢体间差异,上肢肌肉贡献率和激活程度的左右侧肢体间差异大于下肢。 展开更多
关键词 速度攀岩 Tomoa skip技术 表面肌电 肌肉激活 专项力量
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基于时间滑动窗口的自适应加权随机抽样算法 被引量:1
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作者 唐达 刘畅 +1 位作者 岳前进 张建英 《大连理工大学学报》 EI CAS CSCD 北大核心 2012年第5期772-775,共4页
为了构建传感器网络流数据的概要数据,给出了一种基于时间滑动窗口的自适应加权随机抽样算法:AWRS/BTSW算法.算法根据流数据的到达时间和变化情况,赋予流数据一定的键值,根据流数据的键值并结合skipping因子生成概要数据.在深海平台监... 为了构建传感器网络流数据的概要数据,给出了一种基于时间滑动窗口的自适应加权随机抽样算法:AWRS/BTSW算法.算法根据流数据的到达时间和变化情况,赋予流数据一定的键值,根据流数据的键值并结合skipping因子生成概要数据.在深海平台监测系统中,流数据变化不确定,算法可以根据数据的变化情况动态调整抽样方式,在数据变化不稳定的情况下,生成概要数据的准确性高;在数据变化稳定的情况下,生成概要数据的效率高. 展开更多
关键词 流数据 AWRS/BTSW算法 键值 skipping因子
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An Image Inpainting Approach Based on Parallel Dual-Branch Learnable Transformer Network
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作者 Rongrong Gong Tingxian Zhang +2 位作者 Yawen Wei Dengyong Zhang Yan Li 《Computers, Materials & Continua》 2025年第10期1221-1234,共14页
Image inpainting refers to synthesizing missing content in an image based on known information to restore occluded or damaged regions,which is a typical manifestation of this trend.With the increasing complexity of im... Image inpainting refers to synthesizing missing content in an image based on known information to restore occluded or damaged regions,which is a typical manifestation of this trend.With the increasing complexity of image in tasks and the growth of data scale,existing deep learning methods still have some limitations.For example,they lack the ability to capture long-range dependencies and their performance in handling multi-scale image structures is suboptimal.To solve this problem,the paper proposes an image inpainting method based on the parallel dual-branch learnable Transformer network.The encoder of the proposed model generator consists of a dual-branch parallel structure with stacked CNN blocks and Transformer blocks,aiming to extract global and local feature information from images.Furthermore,a dual-branch fusion module is adopted to combine the features obtained from both branches.Additionally,a gated full-scale skip connection module is proposed to further enhance the coherence of the inpainting results and alleviate information loss.Finally,experimental results from the three public datasets demonstrate the superior performance of the proposed method. 展开更多
关键词 Artificial intelligence image inpainting transformer network dual-branch fusion gated full-scale skip connection
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Deep Multi-Scale and Attention-Based Architectures for Semantic Segmentation in Biomedical Imaging
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作者 Majid Harouni Vishakha Goyal +2 位作者 Gabrielle Feldman Sam Michael Ty C.Voss 《Computers, Materials & Continua》 2025年第10期331-366,共36页
Semantic segmentation plays a foundational role in biomedical image analysis, providing precise information about cellular, tissue, and organ structures in both biological and medical imaging modalities. Traditional a... Semantic segmentation plays a foundational role in biomedical image analysis, providing precise information about cellular, tissue, and organ structures in both biological and medical imaging modalities. Traditional approaches often fail in the face of challenges such as low contrast, morphological variability, and densely packed structures. Recent advancements in deep learning have transformed segmentation capabilities through the integration of fine-scale detail preservation, coarse-scale contextual modeling, and multi-scale feature fusion. This work provides a comprehensive analysis of state-of-the-art deep learning models, including U-Net variants, attention-based frameworks, and Transformer-integrated networks, highlighting innovations that improve accuracy, generalizability, and computational efficiency. Key architectural components such as convolution operations, shallow and deep blocks, skip connections, and hybrid encoders are examined for their roles in enhancing spatial representation and semantic consistency. We further discuss the importance of hierarchical and instance-aware segmentation and annotation in interpreting complex biological scenes and multiplexed medical images. By bridging methodological developments with diverse application domains, this paper outlines current trends and future directions for semantic segmentation, emphasizing its critical role in facilitating annotation, diagnosis, and discovery in biomedical research. 展开更多
关键词 Biomedical semantic segmentation multi-scale feature fusion fine-and coarse-scale features convolution operations shallow and deep blocks skip connections
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一种改进的加权随机抽样算法 被引量:1
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作者 刘畅 唐达 《软件》 2011年第1期14-17,共4页
为了构建传感器网络流数据的概要数据,给出一种改进的加权随机抽样算法:IWRS算法。该算法根据流数据变化的快慢程度,动态的对流数据加权,将权值做为数据项的键值,根据键值大小、skipping因子、退避因子对流数据进行抽样,解决了现有的抽... 为了构建传感器网络流数据的概要数据,给出一种改进的加权随机抽样算法:IWRS算法。该算法根据流数据变化的快慢程度,动态的对流数据加权,将权值做为数据项的键值,根据键值大小、skipping因子、退避因子对流数据进行抽样,解决了现有的抽样算法生成的概要数据与原始数据偏离大小不确定以及数据稳定度低的时候生成概要数据效率不高问题。并将该算法应用到深海平台监测系统中,与其他抽样算法相比,该算法在数据变化稳定的情况下能快速的生成概要数据,当监测到数据变化剧烈时,动态改变抽样方式,抽取的概要数据精确性高。 展开更多
关键词 流数据 概要数据 skipping因子 IWRS算法 退避因子
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DenseNet模型轻量化改进研究 被引量:5
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作者 舒军 蒋明威 +1 位作者 杨莉 陈宇 《华中师范大学学报(自然科学版)》 CAS CSCD 北大核心 2020年第2期187-193,共7页
针对深层DenseNet模型在小型数据集上的过拟合问题,提出了一种改进的轻量化DenseNet模型.首先,优化网络中密集连接块(Dense Block)数量和其内部网络结构;然后,提出一种自适应池化层方法,解决改进网络的特征图分辨率适应问题;最后,加入Sk... 针对深层DenseNet模型在小型数据集上的过拟合问题,提出了一种改进的轻量化DenseNet模型.首先,优化网络中密集连接块(Dense Block)数量和其内部网络结构;然后,提出一种自适应池化层方法,解决改进网络的特征图分辨率适应问题;最后,加入Skip Layer模块增强密集连接块间特征信息流通.实验结果表明,改进方法能够减少模型的参数量和计算量,有效解决了深层DenseNet的过拟合问题. 展开更多
关键词 DenseNet SKIP LAYER 深度网络 模型轻量化
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