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Validation concurrency control protocol in parallel real-time database systems 被引量:3
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作者 LEI Xiang-dong(雷向东) YUAN Xiao-li(袁晓莉) 《Journal of Central South University of Technology》 2002年第3期197-201,共5页
In parallel real-time database systems, concurrency control protocols must satisfy time constraints as well as the integrity constraints. The authors present a validation concurrency control(VCC) protocol, which can e... In parallel real-time database systems, concurrency control protocols must satisfy time constraints as well as the integrity constraints. The authors present a validation concurrency control(VCC) protocol, which can enhance the performance of real-time concurrency control mechanism by reducing the number of transactions that might miss their deadlines, and compare the performance of validation concurrency control protocol with that of HP2PL(High priority two phase locking) protocol and OCC-TI-WAIT-50(Optimistic concurrency control-time interval-wait-50) protocol under shared-disk architecture by simulation. The simulation results reveal that the protocol the author presented can effectively reduce the number of transactions restarting which might miss their deadlines and performs better than HP2PL and OCC-TI-WAIT-50. It works well when arrival rate of transaction is lesser than threshold. However, due to resource contention the percentage of missing deadline increases sharply when arrival rate is greater than the threshold. 展开更多
关键词 PARALLEL DATABASE system REAL-TIME DATABASE concurrency control VALIDATION TRANSACTIONS
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Concurrency: a system design approach to environmental manag-ement and sustainability
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作者 Daws.RW ShuT 《Journal of Environmental Sciences》 SCIE EI CAS CSCD 2002年第1期63-69,共7页
The lessons of history indicate that mismanagement of natural resources and the environment often leads to potentially adverse consequences. The increasing interest in economic development, particularly in the develop... The lessons of history indicate that mismanagement of natural resources and the environment often leads to potentially adverse consequences. The increasing interest in economic development, particularly in the developing countries of the world coupled with increasing population pressures and the globalization of economic activity is placing noticeable stresses on the ultimate sustainability of both human and environmental systems. Sustainable development is not a new concept. It has been an area of concern for different elements of society for some time. Yet efforts to understand the implications of sustainable development have not, until recently, been formalized. We have focused singularly on economic development and environmental quality as if they were mutually exclusive. This paper focuses on the concept of concurrency as both a conceptual framework and practicable method of understanding and implementing the ecology and economy of sustainability. 展开更多
关键词 SUSTAINABILITY concurrency ecological economics environmental management
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Weak Serializable Concurrency Control in Distributed Real-Time Database Systems
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作者 党德鹏 刘云生 潘琳 《Journal of Shanghai University(English Edition)》 CAS 2002年第4期325-330,共6页
Most of the proposed concurrency control protocols for real time database systems are based on serializability theorem. Owing to the unique characteristics of real time database applications and the importance of sa... Most of the proposed concurrency control protocols for real time database systems are based on serializability theorem. Owing to the unique characteristics of real time database applications and the importance of satisfying the timing constraints of transactions, serializability is too strong as a correctness criterion and not suitable for real time databases in most cases. On the other hand, relaxed serializability including epsilon serializability and similarity serializability can allow more real time transactions to satisfy their timing constraints, but database consistency may be sacrificed to some extent. We thus propose the use of weak serializability(WSR) that is more relaxed than conflicting serializability while database consistency is maintained. In this paper, we first formally define the new notion of correctness called weak serializability. After the necessary and sufficient conditions for weak serializability are shown, corresponding concurrency control protocol WDHP(weak serializable distributed high priority protocol) is outlined for distributed real time databases, where a new lock mode called mask lock mode is proposed for simplifying the condition of global consistency. Finally, through a series of simulation studies, it is shown that using the new concurrency control protocol the performance of distributed real time databases can be greatly improved. 展开更多
关键词 distributed real time database systems relaxed serializability real time concurrency control read only transactions.
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Quasi Serializable Concurrency Control in Distributed Real-Time Database Systems
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作者 党德鹏 Liu Yunsheng 《High Technology Letters》 EI CAS 2003年第1期72-76,共5页
This paper formally defines and analyses the new notion of correctness called quasi serializability, and then outlines corresponding concurrency control protocol QDHP for distributed real-time databases. Finally, thro... This paper formally defines and analyses the new notion of correctness called quasi serializability, and then outlines corresponding concurrency control protocol QDHP for distributed real-time databases. Finally, through a series of simulation studies, it shows that using the new concurrency control protocol the performance of distributed real-time databases can be much improved. 展开更多
关键词 distributed real-time database systems relaxing serializability real-tirne concurrency control
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MODELING METHOD FOR CROSSCUTTING CONCERNS IN CONCURRENT SOFTWARE SYSTEM
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作者 苏旸 张敏情 +1 位作者 潘峰 陈平 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI 2007年第3期250-256,共7页
A method for modeling crosscutting concerns in the concurrent software system is presented based on the aspect-oriented(A-O) technique and the statechart of unified modeling language (UML). Modeled with UML statec... A method for modeling crosscutting concerns in the concurrent software system is presented based on the aspect-oriented(A-O) technique and the statechart of unified modeling language (UML). Modeled with UML statechart diagrams, the primary system functions and corresponding traversal features are enveloped into various orthogonal regions of a composite state. The mutual relationships between orthogonal regions are implied by the orders of broadcast events. Using a modular transition system as a basic computational model, the formalization description of A-O statechart models is proposed. The precise semantics of model elements and modeling procedures is given. The example study indicates that the separation strategy of crosscutting concerns is implemented in the design phase of the concurrent software system with this method. Meanwhile, the software modeling method has advantages of loose coupling, adaptability and traceability. 展开更多
关键词 ASPECT-ORIENTED UML statechart concurrent software system crosscutting concern modular transition system
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Stage IV malignant transformation of mature cystic teratoma palliatively treated with concurrent chemoradiotherapy:A case report
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作者 Saori Kondo Takashi Suzuki +4 位作者 Kanato Yoshiike Sakura Yamanaka Kenta Sonehara Hiroshi Nabeshima Osamu Oguchi 《World Journal of Clinical Cases》 SCIE 2025年第1期56-61,共6页
BACKGROUND Malignant transformation(MT)of mature cystic teratoma(MCT)has a poor prognosis,especially in advanced cases.Concurrent chemoradiotherapy(CCRT)has an inhibitory effect on MT.CASE SUMMARY Herein,we present a ... BACKGROUND Malignant transformation(MT)of mature cystic teratoma(MCT)has a poor prognosis,especially in advanced cases.Concurrent chemoradiotherapy(CCRT)has an inhibitory effect on MT.CASE SUMMARY Herein,we present a case in which CCRT had a reduction effect preoperatively.A 73-year-old woman with pyelonephritis was referred to our hospital.Computed tomography revealed right hydronephrosis and a 6-cm pelvic mass.Endoscopic ultrasound-guided fine-needle biopsy(EUS-FNB)revealed squamous cell carci-noma.The patient was diagnosed with MT of MCT.Due to her poor general con-dition and renal malfunction,we selected CCRT,expecting fewer adverse effects.After CCRT,her performance status improved,and the tumor size was reduced;surgery was performed.Five months postoperatively,the patient developed dis-semination and lymph node metastases.Palliative chemotherapy was ineffective.She died 18 months after treatment initiation.CONCLUSION EUS-FNB was useful in the diagnosis of MT of MCT;CCRT suppressed the disea-se and improved quality of life. 展开更多
关键词 Mature cystic teratoma Malignant transformation Squamous cell carcinoma Concurrent chemoradiotherapy Endoscopic ultrasound-guided fine-needle biopsy Case report
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Design of fuzzy number recognition based on embedded system platform 被引量:1
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作者 戴明 刘嘉华 邓建明 《Journal of Southeast University(English Edition)》 EI CAS 2007年第2期232-235,共4页
A system of number recognition with a graphic user interface (GUI) is implemented on the embedded development platform by using the fuzzy pattern recognition method. An application interface (API) of uC/ OS-Ⅱ is ... A system of number recognition with a graphic user interface (GUI) is implemented on the embedded development platform by using the fuzzy pattern recognition method. An application interface (API) of uC/ OS-Ⅱ is used to implement the features of multi-task concurrency and the communications among tasks. Handwriting function is implemented by the improvement of the interface provided by the platform. Fuzzy pattern recognition technology based on fuzzy theory is used to analyze the input of handwriting. A primary system for testing is implemented. It can receive and analyze user inputs from both keyboard and touch-screen. The experimental results show that the embedded fuzzy recognition system which uses the technology which integrates two ways of fuzzy recognition can retain a high recognition rate and reduce hardware requirements. 展开更多
关键词 embedded system multi-task concurrency number recognition fuzzy position transformation
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MATLAB WEB SERVER AND ITS APPLICATION IN REMOTE COLLABORATIVE DESIGN OF MAGNETIC BEARING SYSTEMS 被引量:6
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作者 Zhao Aiping Yu Lie Xie Youbai Theory of Lubrication and Bearing Institute,Xi’an Jiaotong University 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2001年第2期179-183,共5页
Acclimatizing itself to the development of network,Math Works Inc constructed a MATLAB Web Server environment by dint of which one can browse the calculation and plots of MATLAB through Internet directly.The installat... Acclimatizing itself to the development of network,Math Works Inc constructed a MATLAB Web Server environment by dint of which one can browse the calculation and plots of MATLAB through Internet directly.The installation and use of the environment is introduced.A code established on the platform of MATLAB,which deals with the modal analysis of magnetic bearing system(MBS) supporting rotors of five degrees of freedom and considering the coupling of thrust bearing with radical bearings is modified to work in the environment.The purpose is to realize a remote call of the code by users through Internet for the performance analysis of the system.Such an application is very important to the concurrent design of MBS and for the utilization of distributive knowledge acquisition resources in collaborative design.The work on modification and realization is described and the results are discussed. 展开更多
关键词 MATLAB Web Server Remote call Magnetic bearing rotor system Concurrent design
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Nested Transaction Concurrency Control in Parallel Real-Time Dat-abases 被引量:7
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作者 潘怡 卢炎生 《Journal of Donghua University(English Edition)》 EI CAS 2005年第2期114-119,共6页
An integrated method for concurrency control in parallel real-time databases has been proposed in this paper. The nested transaction model has been investigated to offer more atomic execution units and finer grained c... An integrated method for concurrency control in parallel real-time databases has been proposed in this paper. The nested transaction model has been investigated to offer more atomic execution units and finer grained control within in a transaction. Based on the classical nested locking protocol and the speculative concurrency control approach, a two-shadow adaptive concurrency control protocol, which combines the Sacrifice based Optimistic Concurrency Control (OPT-Sacrifice) and High Priority two-phase locking (HP2PL) algorithms together to support both optimistic and pessimistic shadow of each sub-transaction, has been proposed to increase the likelihood of successful timely commitment and to avoid unnecessary replication overload. 展开更多
关键词 Parallel Database Peal-Time Database Nested Transaction concurrency Control
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Avoiding the decay of entanglement for coupling two-qubit system interacting with a non-Markov environment 被引量:4
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作者 嵇英华 刘咏梅 王资生 《Chinese Physics B》 SCIE EI CAS CSCD 2011年第7期64-68,共5页
The entanglement evolution of the coupled qubits interacting with a non-Markov environment is investigated in terms of concurrence. The results show that the entanglement of the quantum systems depends not only on the... The entanglement evolution of the coupled qubits interacting with a non-Markov environment is investigated in terms of concurrence. The results show that the entanglement of the quantum systems depends not only on the initial state of the system but also on the coupling between the qubit and the environment. For the initial state (100) ± |11〉)/√2, the coupled qubits will always been in the maximum entangled state under an asymmetric coupling. For the initial state (|01〉 ± +10〉)/√2, in contrast, the entangling degree of the coupled qubits is always equal to unity and does not depend on the evolving time under the symmetric coupling. We find that the stronger the interaction between the qubits is, the better the struggle against the entanglement sudden death is. 展开更多
关键词 ENTANGLEMENT SYMMETRY non-Markov process CONCURRENCE
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Synchronous resection of esophageal cancer and other organ malignancies: A systematic review 被引量:2
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作者 Dimitrios Papaconstantinou Diamantis I Tsilimigras +7 位作者 Dimitrios Moris Adamantios Michalinos Aikaterini Mastoraki Efstratia Mpaili Natasha Hasemaki Anargyros Bakopoulos Dimitrios Filippou Dimitrios Schizas 《World Journal of Gastroenterology》 SCIE CAS 2019年第26期3438-3449,共12页
BACKGROUND Neoplasms arising in the esophagus may coexist with other solid organ or gastrointestinal tract neoplasms in 6%to 15%of patients.Resection of both tumors synchronously or in a staged procedure provides the ... BACKGROUND Neoplasms arising in the esophagus may coexist with other solid organ or gastrointestinal tract neoplasms in 6%to 15%of patients.Resection of both tumors synchronously or in a staged procedure provides the best chances for long-term survival.Synchronous resection of both esophageal and second primary malignancy may be feasible in a subset of patients;however,literature on this topic remains rather scarce.AIM To analyze the operative techniques employed in esophageal resections combined with gastric,pancreatic,lung,colorectal,kidney and liver resections and define postoperative outcomes in each case.METHODS We conducted a systematic review according to PRISMA guidelines.We searched the Medline database for cases of patients with esophageal tumors coexisting with a second primary tumor located in another organ that underwent synchronous resection of both neoplasms.All English language articles deemed eligible for inclusion were accessed in full text.Exclusion criteria included:(1)Hematological malignancies;(2)Head/neck/pharyngeal neoplasms;(3)Second primary neoplasms in the esophagus or the gastroesophageal junction;(4)Second primary neoplasms not surgically excised;and(5)Preclinical studies.Data regarding the operative strategy employed,perioperative outcomes and longterm outcomes were extracted and analyzed using descriptive statistics.RESULTS The systematic literature search yielded 23 eligible studies incorporating a total of 117 patients.Of these patients,71%had a second primary neoplasm in the stomach.Those who underwent total gastrectomy had a reconstruction using either a colonic(n=23)or a jejunal(n=3)conduit while for those who underwent gastric preserving resections(i.e.,non-anatomic/wedge/distal gastrectomies)a conventional gastric pull-up was employed.Likewise,in cases of patients who underwent esophagectomy combined with pancreaticoduodenectomy(15%of the cohort),the decision to preserve part of the stomach or not dictated the reconstruction method(whether by a gastric pullup or a colonic/jejunal limb).For the remaining patients with coexisting lung/colorectal/kidney/liver neoplasms(14%of the entire patient population)the types of resections and operative techniques employed were identical to those used when treating each malignancy separately.CONCLUSION Despite the poor quality of available evidence and the great interstudy heterogeneity,combined procedures may be feasible with acceptable safety and satisfactory oncologic outcomes on individual basis. 展开更多
关键词 ESOPHAGECTOMY Esophageal NEOPLASM Second PRIMARY Multiple PRIMARY Concurrent neoplasms Management
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A Smart Heart Disease Diagnostic System Using Deep Vanilla LSTM 被引量:2
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作者 Maryam Bukhari Sadaf Yasmin +4 位作者 Sheneela Naz Mehr Yahya Durrani Mubashir Javaid Jihoon Moon Seungmin Rho 《Computers, Materials & Continua》 SCIE EI 2023年第10期1251-1279,共29页
Effective smart healthcare frameworks contain novel and emerging solutions for remote disease diagnostics,which aid in the prevention of several diseases including heart-related abnormalities.In this context,regular m... Effective smart healthcare frameworks contain novel and emerging solutions for remote disease diagnostics,which aid in the prevention of several diseases including heart-related abnormalities.In this context,regular monitoring of cardiac patients through smart healthcare systems based on Electrocardiogram(ECG)signals has the potential to save many lives.In existing studies,several heart disease diagnostic systems are proposed by employing different state-of-the-art methods,however,improving such methods is always an intriguing area of research.Hence,in this research,a smart healthcare system is proposed for the diagnosis of heart disease using ECG signals.The proposed framework extracts both linear and time-series information on the ECG signals and fuses them into a single framework concurrently.The linear characteristics of ECG signals are extracted by convolution layers followed by Gaussian Error Linear Units(GeLu)and time series characteristics of ECG beats are extracted by Vanilla Long Short-Term Memory Networks(LSTM).Following on,the feature reduction of linear information is done with the help of ID Generalized Gated Pooling(GGP).In addition,data misbalancing issues are also addressed with the help of the Synthetic Minority Oversampling Technique(SMOTE).The performance assessment of the proposed model is done over the two publicly available datasets named MIT-BIH arrhythmia database(MITDB)and PTB Diagnostic ECG database(PTBDB).The proposed framework achieves an average accuracy performance of 99.14%along with a 95%recall value. 展开更多
关键词 Smart systems deep learning ECG signals heart disease concurrent learning LSTM generalized gated pooling
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An Efficient Secure Real-Time Concurrency Control Protocol 被引量:1
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作者 XIAO Yingyuan LIU Yunsheng CHEN Xiangyang 《Wuhan University Journal of Natural Sciences》 CAS 2006年第6期1899-1902,共4页
Secure real-time databases must simultaneously satisfy two requirements in guaranteeing data security and minimizing the missing deadlines ratio of transactions. However, these two requirements can conflict with each ... Secure real-time databases must simultaneously satisfy two requirements in guaranteeing data security and minimizing the missing deadlines ratio of transactions. However, these two requirements can conflict with each other and achieve one requirement is to sacrifice the other. This paper presents a secure real-time concurrency control protocol based on optimistic method. The concurrency control protocol incorporates security constraints in a real-time optimistic concurrency control protocol and makes a suitable tradeoff between security and real-time requirements by introducing secure influence factor and real-time influence factor. The experimental results show the concurrency control protocol achieves data security without degrading real-time perform ance significantly. 展开更多
关键词 real-time databases concurrency control SECURITY covert channel
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Scheduling transactions in mobile distributed real-time database systems 被引量:1
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作者 雷向东 赵跃龙 +1 位作者 陈松乔 袁晓莉 《Journal of Central South University of Technology》 EI 2008年第4期545-551,共7页
A DMVOCC-MVDA (distributed multiversion optimistic concurrency control with multiversion dynamic adjustment) protocol was presented to process mobile distributed real-time transaction in mobile broadcast environment... A DMVOCC-MVDA (distributed multiversion optimistic concurrency control with multiversion dynamic adjustment) protocol was presented to process mobile distributed real-time transaction in mobile broadcast environments. At the mobile hosts, all transactions perform local pre-validation. The local pre-validation process is carried out against the committed transactions at the server in the last broadcast cycle. Transactions that survive in local pre-validation must be submitted to the server for local final validation. The new protocol eliminates conflicts between mobile read-only and mobile update transactions, and resolves data conflicts flexibly by using multiversion dynamic adjustment of serialization order to avoid unnecessary restarts of transactions. Mobile read-only transactions can be committed with no-blocking, and respond time of mobile read-only transactions is greatly shortened. The tolerance of mobile transactions of disconnections from the broadcast channel is increased. In global validation mobile distributed transactions have to do check to ensure distributed serializability in all participants. The simulation results show that the new concurrency control protocol proposed offers better performance than other protocols in terms of miss rate, restart rate, commit rate. Under high work load (think time is ls) the miss rate of DMVOCC-MVDA is only 14.6%, is significantly lower than that of other protocols. The restart rate of DMVOCC-MVDA is only 32.3%, showing that DMVOCC-MVDA can effectively reduce the restart rate of mobile transactions. And the commit rate of DMVOCC-MVDA is up to 61.2%, which is obviously higher than that of other protocols. 展开更多
关键词 mobile distributed real-time database systems muliversion optimistic concurrency control multiversion dynamic adjustment pre-validation multiversion data broadcast
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Monogamy relations in tripartite quantum system 被引量:1
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作者 李姣姣 王志玺 《Chinese Physics B》 SCIE EI CAS CSCD 2010年第10期94-99,共6页
This paper presents monogamy relations for three-qubit quantum states by using convex-roof extended negativity, which inspires studying the difference between the three entanglement measures, concurrence, negativity a... This paper presents monogamy relations for three-qubit quantum states by using convex-roof extended negativity, which inspires studying the difference between the three entanglement measures, concurrence, negativity and convex- roof extended negativity. It finds that the convex-roof extended negativity is a stronger entanglement measure than concurrence in multipaxtite higher-dimensional quantum system. 展开更多
关键词 CONCURRENCE monogamy relation convex-roof extended negativity
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Finite-Time Distributed Identification for Nonlinear Interconnected Systems 被引量:1
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作者 Farzaneh Tatari Hamidreza Modares +1 位作者 Christos Panayiotou Marios Polycarpou 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2022年第7期1188-1199,共12页
In this paper,a novel finite-time distributed identification method is introduced for nonlinear interconnected systems.A distributed concurrent learning-based discontinuous gradient descent update law is presented to ... In this paper,a novel finite-time distributed identification method is introduced for nonlinear interconnected systems.A distributed concurrent learning-based discontinuous gradient descent update law is presented to learn uncertain interconnected subsystems’dynamics.The concurrent learning approach continually minimizes the identification error for a batch of previously recorded data collected from each subsystem as well as its neighboring subsystems.The state information of neighboring interconnected subsystems is acquired through direct communication.The overall update laws for all subsystems form coupled continuous-time gradient flow dynamics for which finite-time Lyapunov stability analysis is performed.As a byproduct of this Lyapunov analysis,easy-to-check rank conditions on data stored in the distributed memories of subsystems are obtained,under which finite-time stability of the distributed identifier is guaranteed.These rank conditions replace the restrictive persistence of excitation(PE)conditions which are hard and even impossible to achieve and verify for interconnected subsystems.Finally,simulation results verify the effectiveness of the presented distributed method in comparison with the other methods. 展开更多
关键词 Distributed concurrent learning finite-time identification nonlinear interconnected systems unknown dynamics
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Entanglement dynamics of a three-qubit system with different interatomic distances 被引量:1
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作者 封玲娟 张英杰 +1 位作者 张路 夏云杰 《Chinese Physics B》 SCIE EI CAS CSCD 2015年第11期103-109,共7页
We investigate the tripartite entanglement dynamics of three two-level atoms in a multi-mode vacuum field. By considering the influences of the interatomic distance and the initial condition on the lower bound of conc... We investigate the tripartite entanglement dynamics of three two-level atoms in a multi-mode vacuum field. By considering the influences of the interatomic distance and the initial condition on the lower bound of concurrence and the tripartite negativity, we show that an optimal interatomic distance can be found to minimize the collective damping. Interestingly, at the same optimal distance, the tripartite entanglement would be maximized in the open dynamics process. In the case of shorter interatomic distance, the tripartite entanglement can display the oscillatory behavior in the initial short-time limit and be trapped in a stationary value in the long-time limit. In addition, the tripartite entanglement for the general situation with different interatomic distances is also discussed. 展开更多
关键词 quantum entanglement the lower bound of concurrence W state interatomic distance
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The Prevalence of Sexual Partner Concurrency Is Not Correlated with Markers of Poverty or Gender Inequality: An Ecological Analysis 被引量:1
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作者 Chris Kenyon 《World Journal of AIDS》 2015年第4期322-327,共6页
High rates of overlapping sexual relationships (concurrency) are believed to be important in the generation of generalized HIV epidemics in sub-Saharan Africa. Different authors favor socioeconomic, gender-equity or c... High rates of overlapping sexual relationships (concurrency) are believed to be important in the generation of generalized HIV epidemics in sub-Saharan Africa. Different authors favor socioeconomic, gender-equity or cultural explanations for the high concurrency rates in this region. We performed linear regression to analyze the association between the point-prevalence of concurrency in 15 - 49 years old males and various indicators of socioeconomic status and gender-equity using data from 11 countries surveyed in 1989/1990. We found no meaningful association between concurrency and the various markers of socioeconomic status and gender-equity. This analysis supports the findings of other studies that high concurrency rates in sub-Saharan Africa could be reduced without having to address socioeconomic and gender-equity factors. 展开更多
关键词 concurrency HIV Culture Gender INEQUALITY POVERTY PREVALENCE
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Application of Grey System Theory in Design For Cost (DFC) 被引量:2
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作者 CHENXiao-chuan FANGMing-lun 《International Journal of Plant Engineering and Management》 2003年第3期163-170,共8页
Design For Cost (DFC) is a branch of Design For X (DFX). In this paper, wedefined DFC as a design method that analyzed and evaluated the product's life cycle cost (LCC), thenmodified the design to reduce the LCC. ... Design For Cost (DFC) is a branch of Design For X (DFX). In this paper, wedefined DFC as a design method that analyzed and evaluated the product's life cycle cost (LCC), thenmodified the design to reduce the LCC. Nowadays it is a very difficult thing to obtain LCC data inChina or in developing countries. Statistical methods can not be used because available LCC data arefew. In order to solve this problem, we used grey system theory. Then relations of cost factorswere analyzed in LCC using grey relevant methods, and a GM(1,1) model between design parameters andLCC was established. Using this model, we can estimate and control LCC by changing design parametersat the beginning of the design stage. 展开更多
关键词 grey system theory concurrent engineering design for cost (DFC) life cyclecost (LCC)
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Remaining Time Prediction for Business Processes with Concurrency Based on Log Representation
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作者 Rui Cao Weijian Ni +3 位作者 Qingtian Zeng Faming Lu Cong Liu Hua Duan 《China Communications》 SCIE CSCD 2021年第11期76-91,共16页
Remaining time prediction of business processes plays an important role in resource scheduling and plan making.The structural features of single process instance and the concurrent running of multiple process instance... Remaining time prediction of business processes plays an important role in resource scheduling and plan making.The structural features of single process instance and the concurrent running of multiple process instances are the main factors that affect the accuracy of the remaining time prediction.Existing prediction methods does not take full advantage of these two aspects into consideration.To address this issue,a new prediction method based on trace representation is proposed.More specifically,we first associate the prefix set generated by the event log to different states of the transition system,and encode the structural features of the prefixes in the state.Then,an annotation containing the feature representation for the prefix and the corresponding remaining time are added to each state to obtain an extended transition system.Next,states in the extended transition system are partitioned by the different lengths of the states,which considers concurrency among multiple process instances.Finally,the long short-term memory(LSTM)deep recurrent neural networks are applied to each partition for predicting the remaining time of new running instances.By extensive experimental evaluation using synthetic event logs and reallife event logs,we show that the proposed method outperforms existing baseline methods. 展开更多
关键词 business process monitoring remaining time prediction LSTM feature representation concurrency
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