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CellCilk: Extending cilk for heterogeneous multicore platforms

CellCilk: Extending cilk for heterogeneous multicore platfor...

引用

24th International Workshop on Languages and Compilers for Parallel Computing, LCPC 2011

作者： Werth, Tobias Schreier, Silvia Philippsen, Michael Computer Science Department Programming Systems Group University of Erlangen-Nuremberg Germany Faculty of Mathematics and Computer Science Data Processing Technology University of Hagen Germany

ISBN: (纸本)9783642360350

The potential of heterogeneous multicores, like the Cell BE, can only be exploited if the host and the accelerator cores are used in parallel and if the specific features of the cores are considered. Parallel programming, especially when applied to irregular task-parallel problems, is challenging itself. However, heterogeneous multicores add to that complexity due to their memory hierarchy and specialized accelerators. As a solution for these issues we present CellCilk, a prototype implementation of Cilk for heterogeneous multicores with a host/accelerator design, using the Cell BE in particular. CellCilk introduces a new keyword (spu-spawn) for task creation on the accelerator cores. Task scheduling and load balancing are done by a novel dynamic cross-hierarchy work-stealing regime. Furthermore, the CellCilk runtime employs a garbage collection mechanism for distributed data structures that are created during scheduling. On benchmarks we achieve a good speedup and reasonable runtimes, even when compared to manually parallelized codes. © 2013 Springer-Verlag.

关键词： Parallel programming

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A DSM protocol aware of both thread migration and memory constraints

A DSM protocol aware of both thread migration and memory con...

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20th IASTED International Conference on Parallel and Distributed Computing and systems, PDCS 2008

作者： Veldema, Ronald Larsen, Bradford Philippsen, Michael University of Erlangen-Nuremberg Computer Science Department Programming Systems Group Martensstr. 3 91058 Erlangen Germany University of New Hampshire Computer Science Department United States

ISBN: (纸本)9780889867741

A DSM protocol ensures that a thread can access data allocated on another machine using some consistency protocol. The consistency protocol can either replicate the data and unify replica changes periodically or the thread, upon remote access, can migrate to the machine that hosts the data and access the data there. There is a performance tradeoff between these extremes. Data replication suffers from a high memory overhead as every replicated object or page consumes memory on each machine. On the other hand, it is as bad to migrate threads upon each remote access since repeated accesses to the same distributed data set will cause repeated network communication whereas replication will incur this only once (at the cost of increased administration overhead to manage the replicas). We propose a hybrid protocol that uses selective replication with thread migration as its default. Even in the presence of extreme memory pressure and thread-migrations, our protocol reaches or exceeds the performance that can be achieved by means of manual replication and explicit changes of the application's code.

关键词： Information management

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An Approach to Investigating Plagiarism in Artificial Intelligence Content 12

An Approach to Investigating Plagiarism in Artificial Intell...

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12th International Scientific Conference on computer Science, COMSCI 2024

作者： Minkovska, Daniela Veleva Antonova, Elena Ventseslavova Koparanov, Kiril Andreev Nakov, Plamen Ognyanov Technical University of Sofia Faculty of Computer Systems and Technologies Department of Programming and Computer Technologies 8 Kliment Ohridski blvd. Sofia1000 Bulgaria Technical University of Sofia Faculty of Computer Systems and Technologies Department of Computer Systems 8 Kliment Ohridski blvd. Sofia1000 Bulgaria

ISBN: (纸本)9798350392166

A growing number of human-centric tasks like learning, planning, and creative writing require the integration of Artificial Intelligence (AI) in the current era of exponential advancements. Such systems collect and analyze data on their own making the best use of available resources and providing creative solutions for challenging issues. The impact of AI on productivity, data analysis, flexibility, and real-time decision- making in a variety of fields is examined in this paper. Focusing on academic settings, the paper considers ethical concerns surrounding AI-generated content. According to a survey, even though many students use ChatGPT for writing and research, worries about academic integrity and plagiarism still exist. © 2024 IEEE.

关键词： Contrastive Learning

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Adaptive web-based systems: From framework to implementation 10

Adaptive web-based systems: From framework to implementation

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11th International Conference on computer systems and Technologies, CompSysTech'10

作者： Raufi, Bujar Georgieva, Juliana Faculty of Contemporary Sciences and Technologies Department of Computer Science South East European University Denmark Faculty of Computers and Control Systems Department of Programming and Computer Technologies Technical University of Sofia Bulgaria

ISBN: (纸本)9781450302432

The paper gives an insight of the work done so far in modelling and implementation of user adapted software systems or adaptive web sites. We introduce a five layer framework which gives to our adaptive web based system flexibility, expressiveness, modularity and interoperability. The work so far has been concentrated in the first four layers of the framework concerning data representation, representation of knowledge as well as development of adaptation algorithm for such systems. Initial experimental results on adaptation show good performance of the algorithm for both per-user based adaptation and adaptation for groups of users. The findings also indicate that the approach is suitable for generic adaptive web-based systems. Copyright. © 2010 ACM.

关键词： Websites

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The technique for computer systems Trojan diagnosis in the monitor mode

The technique for computer systems Trojan diagnosis in the m...

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6th IEEE International Conference on Intelligent Data Acquisition and Advanced Computing systems: Technology and Applications, IDAACS'2011

作者： Lysenko, Segiy Savenko, Oleg Department of Khmelnitskiy National University Institutska str. 11 KhNU Khmelnitskiy 29019 Ukraine Computer Systems and Programming Faculty System Programming Department Khmelnitskiy National University Institutska str. 11 KhNU Khmelnitskiy 29019 Ukraine

ISBN: (纸本)9781457714238

关键词： computer circuits

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Analysis of Trade-Offs Between Accuracy And Speed of Real-Time Object Detectors for the Tasks of Explosive Ordnance Detection 5

Analysis of Trade-Offs Between Accuracy And Speed of Real-Ti...

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5th IEEE KhPI Week on Advanced Technology, KhPIWeek 2024

作者： Mishchuk, Vadym Podorozhniak, Andrii Department of Computer Systems Networks and Cybersecurity National Aerospace University "Kharkiv Aviation Institute" Kharkiv Ukraine Department of Computer Engineering and Programming National Technical University "Kharkiv Polytechnic Institute" Kharkiv Ukraine

ISBN: (纸本)9798350384499

This paper investigates the performance trade-offs between accuracy and inference time in real-time object detection models, particularly for detecting landmines and unexploded ordnance (UXO). Using subsets from the COCO validation dataset, the models' performance is evaluated across various input resolutions. Object detection has seen substantial advancements over the past few decades, propelled by deep learning and enhanced computational resources. However, the balance between accuracy and inference time differs among models and configurations, requiring detailed evaluation to identify the optimal solution for specific applications like landmine and UXO detection. This balance is critical for autonomous robotic systems, where swift and accurate decision-making is imperative. ©2024 IEEE.

关键词： Landmine detection

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Strict bidirectional type checking

Strict bidirectional type checking

引用

TLDI'05: 2005 ACM SIGPLAN International Workshop on Types in Languages Design and Implementation

作者： Chlipala, Adam Petersen, Leaf Harper, Robert Computer Science Division University of California Berkeley United States Programming Systems Laboratory Intel Corporation United States Computer Science Department Carnegie Mellon University United States

ISBN: (纸本)1581139993

Completely annotated lambda terms (such as are arrived at via the straightforward encodings of various types from System F) contain much redundant type information. Consequently, the completely annotated forms are almost never used in practice, since partially annotated forms can be defined which still allow syntax directed type checking. An additional optimization that is used in some proof and type systems is to take advantage of the context of occurrence of terms to further elide type information using bidirectional type checking rules. While this technique is generally effective, we show that there exist bidirectional terms which exhibit asymptotic increases in the size of their type decorations when sequentialized into a named-form calculus (a common first step in compilation). In this paper, we introduce a refinement of the bidirectional type system based on strict logic which allows additional type decorations to be eliminated, and show that it is well-behaved under sequentialization. Copyright 2005 ACM.

关键词： Information theory

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Development and Analysis of Genetic Algorithm for Optimization of Continuous Cast Billets Warehousing Process

Development and Analysis of Genetic Algorithm for Optimizati...

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2024 International Russian Smart Industry Conference, SmartIndustryCon 2024

作者： Shchegolikhin, Ivan S. Andreev, Sergey M. Nosov Magnitogorsk State Technical University Department of Computer Engineering and Programming Magnitogorsk Russia Nosov Magnitogorsk State Technical University Department of Automated Control Systems Magnitogorsk Russia

ISBN: (纸本)9798350395044

Warehouses are an important logistic component of various companies. Warehouses may have different layouts, equipment and their own features. Optimization of warehouse operations can decrease overhead costs and increase the economic efficiency of industry. The technological process of steel sheet production at a metallurgical company includes two major stages: casting of liquid steel into billets and rolling of these billets on a rolling mill. In order to coordinate the productivity of these two stages and to be able to fulfill orders promptly, a warehouse of slabs (billets) is used. Billets of different parties and steel grades are stored in stacks. The billets are moved to the warehouse for storage and from the warehouse to the rolling mill by bridge cranes. In this paper the problem of optimization of the process of continuous cast billets storage is solved to minimize the number of slab handling operations. The problem is decomposed into two subproblems SLAP (Storage Location Assignment Problem) and CSP (Crane Scheduling Problem). A modified genetic algorithm was applied to solve the problem. Using a simulation model of the warehouse, the efficiency of the algorithm was evaluated using different approaches to take the restrictions imposed on the process of slab handling into account. It is shown that the most effective is the algorithm in which there is no restriction on the placement of stacks of billets belonging to one melting. © 2024 IEEE.

关键词： Genetic algorithms

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Creating a Forecasting Model of Passenger Flows in Non-Scheduled Air Transportation 3

Creating a Forecasting Model of Passenger Flows in Non-Sched...

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3rd International Conference on Problems of Logistics, Management and Operation in the East-West Transport Corridor, PLMO 2024

作者： Aghayev, Nadir Nazarli, Dashqin National Aviation Academy of the Republic of Azerbaijan Department of Computer Systems and Programming Baku Azerbaijan National Aviation Academy of the Republic of Azerbaijan Department of Air Transport Production Baku Azerbaijan

ISBN: (纸本)9798350353099

In the article, a new method of building a forecast model using a fuzzy approach for charter air transportation time series with intra-series multiplicative changes is proposed. The method is based on the use of correlation functions in the calculation of forecast values based on statistical indicators of intra-row changes. In regular air transportation, the changes in the time series of statistical indicators are stable. On charter flights, these changes are unstable. This is due to the strong random effects of external factors (a sudden increase in demand for flights, economic changes, etc.) on the formation of charter flights. For this reason, the application of models based on trend changes does not give good enough results when building forecast models for charter flights. Therefore, to solve the problem, we propose to build a forecast model using a fuzzy approach, using the randomness of the intra-series changes of the statistical indicators of this type of air transportation. The researched method was checked based on the actual data of the time series of charter flights, and the results were obtained within acceptable limits. © 2024 IEEE.

关键词： charter flights forecasting fuzzy approach non-scheduled air transportation optimal model time series

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Multicore Software Engineering, Performance, and Tools 1

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丛书名： Lecture Notes in computer Science

1000年

作者： Victor Pankratius Michael Philippsen

ISBN: (数字)9783642312021

ISBN: (纸本)9783642312014

This book constitutes the refereed proceedings of the International Conference on Multiscore Software Engineering, Performance, and Tools, MSEPT 2012, held in Prague in May/June 2012. The 9 revised papers, 4 of which are short papers were carefully reviewed and selected from 24 submissions. The papers address new work on optimization of multicore software, program analysis, and automatic parallelization. They also provide new perspectives on programming models as well as on applications of multicore systems.

关键词： Special Purpose and Application-Based systems System Performance and Evaluation Software Engineering programming Languages, Compilers, Interpreters Operating systems programming Techniques

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