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Privacy Computing: Concept, Computing Framework, and Future Development Trends 被引量:32
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作者 Fenghua Li Hui Li +1 位作者 Ben Niu jinjun chen 《Engineering》 SCIE EI 2019年第6期1179-1192,共14页
With the rapid development of information technology and the continuous evolution of personalized ser- vices, huge amounts of data are accumulated by large internet companies in the process of serving users. Moreover,... With the rapid development of information technology and the continuous evolution of personalized ser- vices, huge amounts of data are accumulated by large internet companies in the process of serving users. Moreover, dynamic data interactions increase the intentional/unintentional persistence of private infor- mation in different information systems. However, problems such as the cask principle of preserving pri- vate information among different information systems and the dif culty of tracing the source of privacy violations are becoming increasingly serious. Therefore, existing privacy-preserving schemes cannot pro- vide systematic privacy preservation. In this paper, we examine the links of the information life-cycle, such as information collection, storage, processing, distribution, and destruction. We then propose a the- ory of privacy computing and a key technology system that includes a privacy computing framework, a formal de nition of privacy computing, four principles that should be followed in privacy computing, ffect algorithm design criteria, evaluation of the privacy-preserving effect, and a privacy computing language. Finally, we employ four application scenarios to describe the universal application of privacy computing, and discuss the prospect of future research trends. This work is expected to guide theoretical research on user privacy preservation within open environments. 展开更多
关键词 Privacy computing Private information description Privacy metric Evaluation of the privacy-preserving effect Privacy computing language
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基于BP神经网络的风电机组钢混组合式塔架结构频率预测 被引量:4
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作者 汤群益 张栋梁 +2 位作者 陈金军 付坤 李天昊 《固体力学学报》 CAS CSCD 北大核心 2021年第5期612-622,共11页
风电机组塔架结构固有频率设计是风力发电结构体系设计的基础.针对风电机组新型钢混组合式塔架("混塔")结构固有频率传统理论计算和有限元法计算的不足,提出了基于BP神经网络算法进行频率预测的新方法.首先,利用有限元计算和... 风电机组塔架结构固有频率设计是风力发电结构体系设计的基础.针对风电机组新型钢混组合式塔架("混塔")结构固有频率传统理论计算和有限元法计算的不足,提出了基于BP神经网络算法进行频率预测的新方法.首先,利用有限元计算和分析,确定了训练模型的特征量和标签;然后,利用32个有限元计算样本,基于BP神经网络算法训练了可用于混塔结构频率分析的模型.经验证,该方法对混塔的一阶频率预测误差仅约为0.1%,具有很高的准确性;利用不同的样本集训练的模型也能快速准确预测混塔一阶频率,说明算法具有高度的稳定性;该方法还可用来预测混塔的多阶频率,仍显示出高度的准确性.此外,与基于有限元的频率计算相比,该方法具有突出的计算效率.整体上,论文提出的基于BP神经网络的混塔结构固有频率预测新方法,具有高度的可行性、精准性和高效性,可为风力发电机组塔架结构体系设计提供重要的指导. 展开更多
关键词 风机 钢混塔架结构 机器学习 BP神经网络 频率预测 有限元
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Serum Creatinine of 1.1 mg/dL Can Indicate Disease Deterioration and 90-day Mortality in Hospitalized Patients With Cirrhosis in Chinese Population
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作者 Lindan Xie Dandan Wu +33 位作者 Wenting Tan Xianbo Wang Xin Zheng Yan Huang Beiling Li Zhongji Meng Yanhang Gao Zhiping Qian Feng Liu Xiaobo Lu Jia Shang Yu Shi Huadong Yan Wenyi Gu Yan Zhang Yixin Hou Qun Zhang Yan Xiong Congcong Zou Liyuan Long Ruochan chen Xiuhua Jiang Sen Luo Yuanyuan chen Na Gao Wei Yuan Xue Mei Jing Li Tao Li Xinyi Zhou Guohong Deng jinjun chen Hai Li Yubao Zheng 《Portal Hypertension & Cirrhosis》 2025年第2期91-99,共9页
Aims Increased serum creatinine(sCR)is associated with increased mortality in cirrhotic patients,while there remains a lack of evidence-based sCR cutoffs for indicating disease deterioration and predicting 90-day live... Aims Increased serum creatinine(sCR)is associated with increased mortality in cirrhotic patients,while there remains a lack of evidence-based sCR cutoffs for indicating disease deterioration and predicting 90-day liver transplantation(LT)-free mortality in the cirrhotic Chinese population.We aimed to investigate the quantitative relationship between sCR on admission and 90-day mortality in hospitalized patients with cirrhosis in the Chinese population.Methods Data were prospectively collected from two multicenter cohorts,which enrolled hospitalized patients with chronic liver disease.After screening,2582 patients with cirrhosis from January 2015 to December 2016 and from July 2018 to January 2019 were included in the primary analysis.Creatinine values were collected on admission.Patients were regularly followed up at the end of 90 days.The univariate and multivariate Cox proportional hazard model was conducted to explore the relationship between sCR and 90-day LT-free mortality.A generalized additive model and second derivative(acceleration)were used to plot“creatinine-mortality correlation curves”,adjusting for potential confounders.Results Among 2582 hospitalized patients with cirrhosis,428(16.6%)experienced deaths at the end of 90 days.sCR levels on admission were significantly associated with 90-day LT-free mortality in both univariate and multivariate analyses(hazard ratio[HR],1.77,p<0.001;HR,1.22,p=0.003).sCR of 1.1 mg/dL was identified as the starting point(stage 1a)of disease deterioration of acute kidney injury(AKI)in hospitalized patients with cirrhosis.Patients with 1.1 mg/dL<sCR≤1.8 mg/dL had significantly higher 90-day mortality compared to those with sCR≤1.1 mg/dL(HR,1.90,p<0.001).The corresponding 28-day and 90-day LT-free mortality to sCR 1.1 mg/dL were 11%and 18%,respectively.Conclusions sCR was an independent risk factor for 90-day LT-free mortality in hospitalized cirrhotic patients.sCR of 1.1 mg/dL is the starting point of disease deterioration and serves as an important supplement for the diagnostic threshold of AKI stage 1a in the Chinese cirrhotic population without baseline sCR. 展开更多
关键词 acute kidney injury acute-on-chronic liver failure CREATININE MORTALITY quantitative analysis
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Dynamic Batch Processing with FlexiDecode Scheduler for Efficient LLM Inference in IIoT
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作者 Xiaocong Jia Bruce Gu +5 位作者 jinjun chen Longxiang Gao Weiguang Pang Guangtong Lv Youyang Qu Lei Cui 《Big Data Mining and Analytics》 2025年第6期1307-1323,共17页
Large Language Models(LLMs)are expanding their applications across various fields,including Industrial Internet of Things(IIoT),where they analyze sensor data,automate diagnostics,and enhance predictive maintenance.LL... Large Language Models(LLMs)are expanding their applications across various fields,including Industrial Internet of Things(IIoT),where they analyze sensor data,automate diagnostics,and enhance predictive maintenance.LLM inference is provided by service providers to users,with each inference request undergoing two phases:prefill and decode.Due to the autoregressive nature of generation,only one token can be produced per iteration,necessitating multiple iterations to complete a request.Typically,batch processing groups multiple requests into a single batch for inference,improving throughput and hardware utilization.However,in service systems,a fixed batch size presents challenges under fluctuating request volumes,particularly in IIoT environments,where data flow can vary significantly.Specifically,during the high-load periods,a fixed batch size may lead to underutilization of resources,while during the low-load periods,it may result in resource wastage.In this paper,we introduce FlexiDecode Scheduler(FDS)to address these challenges by dynamically adjusting the decoding batch size based on system load conditions,improving resource utilization,and reducing wait time during high-load periods.FDS prioritizes prefilling new requests to maximize decoding efficiency and employs a request output length predictor to optimize request scheduling,minimizing End-to-End(E2E)latency.Compared to virtual Large Language Model(vLLM)and Sarathi,our approach achieves a 23%and 16%reduction in E2E latency,improves actual request execution time by 34%and 15%,respectively,and increases computational utilization by 10%. 展开更多
关键词 virtual Large Language Model(vLLM)inference batch scheduling dynamic decoding batches calculating utilization
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New Algorithm Rules Out Acute-on-chronic Liver Failure Development within 28 Days from Acute Decompensation of Cirrhosis 被引量:3
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作者 Xiaoting Tang Hai Li +22 位作者 Guohong Deng Xin Zheng Xianbo Wang Yan Huang Yanhang Gao Zhongji Meng Zhiping Qian Feng Liu Xiaobo Lu Yu Shi Beiling Li Wenyi Gu Xiaomei Xiang Yan Xiong Yixin Hou Jun chen Na Gao Sen Luo Liujuan Ji Jing Li Rongjiong Zheng Haotang Ren jinjun chen 《Journal of Clinical and Translational Hepatology》 SCIE 2023年第3期550-559,共10页
Background and Aims:Approximately 10%of patients with acute decompensated(AD)cirrhosis develop acute-on-chronic liver failure(ACLF)within 28 days.Such cases have high mortality and are difficult to predict.Therefore,w... Background and Aims:Approximately 10%of patients with acute decompensated(AD)cirrhosis develop acute-on-chronic liver failure(ACLF)within 28 days.Such cases have high mortality and are difficult to predict.Therefore,we aimed to establish and validate an algorithm to identify these patients on hospitalization.Methods:Hospitalized patients with AD who developed ACLF within 28 days were considered pre-ACLF.Organ dysfunction was defined accord-ing to the chronic liver failure-sequential organ failure as-sessment(CLIF-SOFA)criteria,and proven bacterial infec-tion was taken to indicate immune system dysfunction.A retrospective multicenter cohort and prospective one were used to derive and to validate the potential algorithm,re-spectively.A miss rate of<5%was acceptable for the calcu-lating algorithm to rule out pre-ACLF.Results:In the deri-vation cohort(n=673),46 patients developed ACLF within 28 days.Serum total bilirubin,creatinine,international normalized ratio,and present proven bacterial infection at admission were associated with the development of ACLF.AD patients with≥2 organ dysfunctions had a higher risk for pre-ACLF patients[odds ratio=16.58195%confidence interval:(4.271-64.363),p<0.001].In the derivation co-hort,67.5%of patients(454/673)had≤1 organ dysfunction and two patients(0.4%)were pre-ACLF,with a miss rate of 4.3%(missed/total,2/46).In the validation cohort,65.9%of patients(914/1388)had≤1 organ dysfunction,and four(0.3%)of them were pre-ACLF,with a miss rate of 3.4%(missed/total,4/117).Conclusions:AD patients with≤1 organ dysfunction had a significantly lower risk of developing ACLF within 28 days of admission and could be safely ruled out with a pre-ACLF miss rate of<5%. 展开更多
关键词 Liver cirrhosis Prognosis Liver failure End-stage liver disease Organ dysfunction scores.
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Evidence-based incorporation of key parameters into MELD score for acute-on-chronic liver failure 被引量:1
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作者 Xia Yu Ruoqi Zhou +42 位作者 Wenting Tan Xiaobo Wang Xin Zheng Yan Huang jinjun chen Beiling Li Xinxin Liu Zhiwei Li Zhongji Meng Yanhang Gao Zhiping Qian Feng Liu Xiaobo Lu Jia Shang Huadong Yan Yubao Zheng Weituo Zhang Shan Yin Wenyi Gu Guohong Deng Xiaomei Xiang Yi Zhou Yixin Hou Qun Zhang Shue Xiong Jing Liu Ruochan chen Liyuan Long Xiuhua Jiang Sen Luo Yuanyuan chen Chang Jiang Jinming Zhao Liujuan Ji Xue Mei Jing Li Tao Li Rongjiong Zheng Xinyi Zhou Qun Cai Hai Li Jifang Sheng Yu Shi 《eGastroenterology》 2024年第3期60-71,共12页
Background The model for end-stage liver disease(MELD)score is widely used for the prognostication in end-stage liver disease but has limited performance in acute-on-chronic liver failure(ACLF).In this study,we identi... Background The model for end-stage liver disease(MELD)score is widely used for the prognostication in end-stage liver disease but has limited performance in acute-on-chronic liver failure(ACLF).In this study,we identified additional predictive parameters and reformed the MELD score to predict ACLF more accurately.Methods A meta-analysis was performed on relevant studies to identify the predictive factors of 28-day/90-day outcomes of ACLF,which were validated in two large prospective cohorts.A prognostic score was developed by incorporating predictive parameters into the MELD score.The model was evaluated with a focus on discrimination and calibration.Results The meta-analysis incorporated 32 cohort studies with a total of 13939 patients,of which 13 risk factors were identified,and 3 risk factors(age,neutrophil count and hepatic encephalopathy(HE)grade)besides MELD score were validated in 751 patients with ACLF derived from two prospective cohorts.A new model(Chinese Acute-on-Chronic Liver Failure Consortium(CATCH-LIFE)-MELD score)was developed as follows:0.028×age+0.3×HE grade+0.039×neutrophil count+0.079×MELD score.CATCH-LIFE-MELD score achieved a concordance index of 0.791/0.788 for 28-day/90-day outcomes,which is superior to other traditional scores.Other discrimination indices,including net reclassification improvement,integrated discrimination improvement and probability density function,and calibration including Nagelkerke’s R2 and Brier scores confirmed its superiority.Moreover,the accuracy of CATCH-LIFE-MELD score remained stable.It was highest in patients with or without hepatitis B virus infection,cirrhosis,liver failure or under the Chinese Group on the Study of Severe Hepatitis B(COSSH)criteria or European Association for the Study of the Liver(EASL)criteria.All results were substantiated by an evaluation using an external cohort.Conclusions CATCH-LIFE-MELD score,a modified MELD score exhibited improved accuracy in predicting the short-term prognosis of ACLF than other traditional scores. 展开更多
关键词 prognostic score neutrophil count meld score identified additional predictive parameters hepatic encephalopathy meta analysis concordance index acute chronic liver failure
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Towards Privacy in Decentralized IoT:A Blockchain-Based Dual Response DP Mechanism
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作者 Kai Zhang Pei-Wei Tsai +4 位作者 Jiao Tian Wenyu Zhao Xinyi Cai Longxiang Gao jinjun chen 《Big Data Mining and Analytics》 EI CSCD 2024年第3期699-717,共19页
Differential Privacy(DP)stands as a secure and efficient mechanism for privacy preservation,offering enhanced data utility without compromising computational complexity.Its adaptability is evidenced by its integration... Differential Privacy(DP)stands as a secure and efficient mechanism for privacy preservation,offering enhanced data utility without compromising computational complexity.Its adaptability is evidenced by its integration into blockchain-based Internet of Things(IoT)contexts,including smart wearables,smart homes,etc.Nevertheless,a notable vulnerability surfaces in decentralized environments where existing DP mechanisms falter in withstanding collusion attacks.This vulnerability stems from the absence of an efficient strategy to synchronize the privacy budget consumption and historical query information among all network participants.Adversaries can exploit this weakness,collaborating to inject a substantial volume of queries simultaneously into disparate blockchain nodes to extract more precise results.To address this issue,we propose a novel dual response DP mechanism to preserve privacy in blockchain-based IoT scenarios.It encompasses both direct and indirect response strategies,enabling an adaptive response to external queries,aiming to provide better data utility while preserving privacy.Additionally,this mechanism can synchronize historical query information and privacy budget consumption within the blockchain network to prevent privacy leakage.We employ Relative Error(RE),Mean Square Error(MSE),and privacy budget consumption as evaluation metrics to measure the performance of the proposed mechanism.Experimental outcomes substantiate that the proposed mechanism can adapt to blockchain networks well,affirming its capacity for privacy and great utility. 展开更多
关键词 differential privacy dual response strategies collusion attack blockchain
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One-year status of hepatic venous pressure gradient measurement from 85 hospitals in China
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作者 Jitao Wang Ting Cui +87 位作者 Linpeng Zhang Zhiping Yan Lei Li jinjun chen Junhui Sun Hua Xiang He Zhu Hao Wu Jiancuo Gengzang Feng Zhang Wei Wu Guohong Cao Wuhua Guo Haibin Shi Hui Xue Guangjun Huang Qiang Yu Meng Niu Huiling Xiang Derun Kong Wei Gou Xuefeng Luo Fuliang He Min Yuan Wei Liu Yong Wang Hongjie Hu Xiaoli Zhu Tao Yu Qinxue Sun Wei Qu Ting Lu Deqiang Ma Li Zhang Jun Ma Jun Yang Ketao Mu Xiaoliang Zhu Kai Xiong Huiguo Ding Shengjuan Yao Mingsheng Huang Fang Wang Zexin Wang Yong Huang Jianan Li Hongfeng Yi Birun Huang Zhongwei Zhao Duiping Feng Yanming Lei Changlong Hou Wenbo Guo Shirong Liu Gaojun Teng Kangshun Zhu Fan Wu Xiaogang Hu Wenfeng Zhang Shaoqi Yang Zhouchao Hu Pengfei Pang Shaowu Zhuang Weidong Wang Qingliang Zhu Kunpeng Zhang chengyu Liu Dongliang Li Chao Ma Hong Jiang Xingong Zhao Weixin Ren Zhiwei Wang Lei Yu Fuhuang Lin Chaoguang Yan Feng Wang Lei Yu Hui Huan Wenyong Shen Shaofei He chengda Zhang Jinlun Bao Jiangtao Liu Jun Wu Jianbo Zhao Jian Zhang Xiaolong Qi 《Portal Hypertension & Cirrhosis》 2024年第2期116-123,共8页
Aims:Surveys and research on the applications of the hepatic venous pressure gradient(HVPG)are important for understanding the current status and future development of this technology in China.This article aimed to in... Aims:Surveys and research on the applications of the hepatic venous pressure gradient(HVPG)are important for understanding the current status and future development of this technology in China.This article aimed to investigate the status of hepatic venous pressure gradient measurement in China in 2022.Methods:We investigated the overall status of HVPG technology in China-including hospital distribution,hospital level,annual number of cases,catheters used,average cost,indications,and current challenges by using online questionnaire.By counting the number and percentages of cases of these results,we hope to clarify the current status of HVPG measurements in China.Results:According to the survey,85 hospitals in China used HVPG technology in 2022 distributed across 29 provinces.A total of 4989 HVPG measurements were performed in all of the surveyed hospitals in 2022,of which 2813 cases(56.4%)were measured alone.The average cost of HVPG measurement was 5646.8±2327.9 CNY.Of the clinical teams who performed the measurements(sometimes multiple per hospital),94.3%(82/87)used the balloon method,and the majority of the teams(72.4%,63/87)used embolectomy catheters.Conclusions:This survey clarified the clinical application status of HVPG in China and confirmed that some medical institutions in China have established a foundation for this technology.It is still necessary to continue promoting and popularizing this technology in the future. 展开更多
关键词 application status hepatic vein pressure gradient questionnaire survey
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Investigation on the short-term outcome and prognostic impact of predisposition,and precipitants in inpatients with chronic liver disease from Chinese AcuTe on CHronic LIver FailurE(CATCH-LIFE)cohorts
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作者 Yan Zhang Wenting Tan +40 位作者 Xiaobo Wang Xin Zheng Yan Huang Beiling Li Zhongji Meng Yanhang Gao Zhiping Qian Feng Liu Xiaobo Lu Jia Shang Yubao Zheng Weituo Zhang Shan Yin Wenyi Gu Tongyu Wang Jianyi Wei Zixuan Shen Guohong Deng Yi Zhou Yixin Hou Qun Zhang Shue Xiong Jing Liu Liyuan Long Ruochan chen jinjun chen Xiuhua Jiang Sen Luo Yuanyuan chen Chang Jiang Jinming Zhao Liujuan Ji Xue Mei Jing Li Tao Li Rongjiong Zheng Xinyi Zhou Haotang Ren Yu Shi Hai Li for the CATCH‐LIFE Study Investigators of Chinese(Acute‐on)Chronic Liver Failure(CLIF)Consortium(Ch‐CLIFC) 《Portal Hypertension & Cirrhosis》 2023年第3期115-126,共12页
Aim:The study aimed to investigate the short-term outcomes of hospitalized patients with chronic liver disease(CLDs)and assess the prognostic impact of predisposition and precipitants,which currently remains unclear.M... Aim:The study aimed to investigate the short-term outcomes of hospitalized patients with chronic liver disease(CLDs)and assess the prognostic impact of predisposition and precipitants,which currently remains unclear.Methods:The study included 3970 hospitalized patients with CLDs from two prospective longitudinal multicenter studies(NCT02457637 and NCT03641872)conducted in highly endemic hepatitis B virus(HBV)areas.Competing risk analysis was used to evaluate the effect of predispositions,including the etiology and severity of CLDs and precipitants;on sequential 28,90,and 365-day liver transplantation(LT)-free mortality.Results:Among all enrolled patients,76.8%of adverse outcomes(including death and LT)within one year occurred within 90 days.Compared with alcoholic etiology,the association of HBV etiology with poorer outcomes was remarkably on the 28th day(hazard ratio[HR],1.81;95%confidence interval[CI],1.07-3.06;p=0.026);however,and dimin-ished or became insignificant at 90 days and 365 days.Cirrhosis increased the adjusted risk for 365-day(HR,1.50;CI,1.13-1.99;p=0.004)LT-free mortality when compared with noncirrhosis.In patients with cirrhosis,prior decompensation(PD)independently increased the adjusted risk of 365-day LT-free mortality by 1.25-fold(p=0.021);however,it did not increase the risk for 90-day mortality.Neither the category nor the number of precipitants influenced the adjusted risk of 28 or 90-day LT-free mortality.Conclusions:The 90-day outcome should be considered a significant endpoint for evaluating the short-term prognosis of hospitalized patients with CLD.Predisposing factors,other than etiology,mainly affected the delayed(365-day)outcome.Timely effective therapy for CLD etiology,especially antiviral treatments for HBV,and post-discharge long-term surveillance monitoring in cirrhotic patients undergoing PD are suggested to enhance disease management and reduce mortality. 展开更多
关键词 cirrhosis PRECIPITANT prior decompensation short‐term mortality
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