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Performance of network and service monitoring frameworks

Abdelkader Lahmadi, Laurent Andrey, Olivier Festor
2009 2009 IFIP/IEEE International Symposium on Integrated Network Management  
To validate our proposals, we have designed and developed a benchmarking platform dedicated to the measurement of the performance of a JMX manager-agent based management system.  ...  We mainly studied the effect of both load and the number of agents on the scalability, the impact of management activities on the user perceived performance of a managed server and the delays of JMX operations  ...  Figure 4 depicts the scalability degree of a JMX-based monitoring application while we varied the number of agents between 70 and 700 agents by a step of 70.  ... 
doi:10.1109/inm.2009.5188888 dblp:conf/im/LahmadiAF09 fatcat:45xoz7essrfzze5yiblsv4idnu

Performance of Network and Service Monitoring Frameworks [article]

Abdelkader Lahmadi, Laurent Andrey (INRIA Lorraine - LORIA), Olivier Festor
2009 arXiv   pre-print
To validate our proposals, we have designed and developed a benchmarking platform dedicated to the measurement of the performance of a JMX manager-agent based management system.  ...  We mainly studied the effect of both load and the number of agents on the scalability, the impact of management activities on the user perceived performance of a managed server and the delays of JMX operations  ...  Figure 4 depicts the scalability degree of a JMX-based monitoring application while we varied the number of agents between 70 and 700 agents by a step of 70.  ... 
arXiv:0907.3047v1 fatcat:3ddlswybhndejiadfvyhjytire

A Formula-Driven Scalable Benchmark Model for ABM, Applied to FLAME GPU [chapter]

Eidah Alzahrani, Paul Richmond, Anthony J. H. Simons
2018 Lecture Notes in Computer Science  
The aim of this model is to provide parameters to easily measure the following elements: system scalability, system homogeneity, and the ability to handle increases in the level of agent communications  ...  The growing number of agent-based applications in the simulation and AI fields led to an increase in the number of studies that focused on evaluating modelling capabilities of these applications.  ...  There are a number of popular agent-based modelling and simulation frameworks that are used to build models such as Swarm, NetLogo, Repast and MA-SON.  ... 
doi:10.1007/978-3-319-75178-8_56 fatcat:bh3vitmwavf5tgrndtskvqojri

Data Science for Simulating the Era of Electric Vehicles

Davy Janssens, Fosca Giannotti, Mirco Nanni, Dino Pedreschi, Salvatore Rinzivillo
2012 Künstliche Intelligenz  
data Limitations of conventional simulation models 4  Traditional surveys on travel diaries in paper-and-pencil or by means of computer-aided technology are a demanding and burdensome task, and generate  ...  serious biases.  Difficult decisions on the temporal and spatial resolution (e.g., a longer time interval results in under-reporting but a shorter one may get a fake idea of precision);  Falling response  ...  the agent-based modeling and simulation framework  Data Usage / Application: (Agent-based) Carpooling Main Challenges: Scalable mining of very large networks Current solutions are not scalable  Partitioning  ... 
doi:10.1007/s13218-012-0183-6 fatcat:llm2hgchufchdlkbihcmvfhdoi

SVCEval-RA: an evaluation framework for adaptive scalable video streaming

Wilder E. Castellanos, Juan C. Guerri, Pau Arce
2015 Multimedia tools and applications  
This paper describes a novel simulation framework for rate-adaptive video transmission using the Scalable Video Coding standard (H.264/SVC).  ...  SVCEval-RA: an evaluation framework for adaptive scalable video streaming. Multimedia Tools and Applications. 76(1):437-461. Abstract.  ...  In addition, our simulation framework enables the MGS (Medium Grain Quality Scalability) coding scheme (instead of CGS that is used in most simulation frameworks).  ... 
doi:10.1007/s11042-015-3046-y fatcat:cofzma7yxjdqfnja5gwkjie3sa

Design and Validation of an Analytical Model to Evaluate Monitoring Frameworks Limits

Abdelkader Lahmadi, Laurent Andrey, Olivier Festor
2009 2009 Eighth International Conference on Networks  
In this paper we provide an analytical modeling of the behaviour of the commonly used manager-agent monitoring frameworks within two scenarios: single manager-single agent and single manager-multiple agents  ...  We validate our developed models through simulation based on parameters values obtained from the performance measurement of a life running JMX-based monitoring applications with the two scenarios.  ...  Secondly, we want to predict the maximal number of agents N * within the single manager-multiple agents scenario and compare it with simulation results.  ... 
doi:10.1109/icn.2009.42 dblp:conf/icn/LahmadiAF09 fatcat:ddxansqtencnfiejyp6l7y42he

HPC Processors Benchmarking Assessment for Global System Science Applications

2019 Supercomputing Frontiers and Innovations  
Results of the tests that have been run on a number of recently appeared HPC platforms allow comparing processors' architectures with respect to different applications using execution times, TDPs 3 and  ...  of green cars market and global urbanisation processes.  ...  Acknowledgements This work has been supported by the CoeGSS (Centre of Excellence for Global System Science) project and has been partly funded by the European Commission's ICT activity of the H2020 Programme  ... 
doi:10.14529/jsfi190202 fatcat:xrwgzrqdhbbntaqjmfcywna7tu

ElegantRL-Podracer: Scalable and Elastic Library for Cloud-Native Deep Reinforcement Learning [article]

Xiao-Yang Liu and Zechu Li and Zhuoran Yang and Jiahao Zheng and Zhaoran Wang and Anwar Walid and Jian Guo and Michael I. Jordan
2022 arXiv   pre-print
Our ElegantRL-podracer library features high scalability, elasticity and accessibility by following the development principles of containerization, microservices and MLOps.  ...  At a low-level, each pod simulates agent-environment interactions in parallel by fully utilizing nearly 7,000 GPU CUDA cores in a single GPU.  ...  Acknowledgement This research used computational resources of the GPU cloud platform system reference architecture [2020] provided by the IDEA Research institute.  ... 
arXiv:2112.05923v2 fatcat:lu4a7heclfeutkdegatbeecqji

Self-Organizing Network Services With Evolutionary Adaptation

T. Nakano, T. Suda
2005 IEEE Transactions on Neural Networks  
The proposed framework is evaluated through simulations, and the simulation results demonstrate the ability of autonomous agents to adapt to the network environment.  ...  Agents in the proposed framework are autonomous and capable of simple behaviors (e.g., replication, migration, and death).  ...  This paper presents a framework for developing adaptive and scalable network services using a group of distributed and autonomous (or self-organizing) agents.  ... 
doi:10.1109/tnn.2005.853421 pmid:16252832 fatcat:datbpbga7fftvfimki6eiitld4

myEvalSVC: an Integrated Simulation Framework for Evaluation of H.264/SVC Transmission

Chih-Heng Ke
2012 KSII Transactions on Internet and Information Systems  
The toolset is based on the H.264 Scalable Video coding streaming Evaluation Framework (SVEF) and extended to connect to the NS2 simulator.  ...  Therefore, a complete toolset, which is called myEvalSVC, for evaluating the delivered quality of H.264/SVC transmissions in a simulated environment is proposed to help the network and video coding research  ...  With the aid of the proposed myEvalSVC framework, researchers can easily evaluate their proposed network protocols or architecture and then visually compare the performance.  ... 
doi:10.3837/tiis.2012.01.021 fatcat:rkw6sx43evdknimmbmdg53s624

Simulation as a Service: A Design Approach for large-scale Energy Network Simulations

Thomas Preisler, Tim Dethlefs, Wolfgang Renz
2015 Proceedings of the 2015 Federated Conference on Computer Science and Information Systems  
This approach can be used to realize simulation systems integrating Multi-Agent System (MAS) based simulations and other simulation technologies.  ...  It shall provide a planning and simulation tool for the interlinking of urban development and district heating network development to support the political decision making process in the City of Hamburg  ...  ACKNOWLEDGMENT We would like to thank Lars Braubach and Alexander Pokahr for their input and support while implementing the simulation prototypes based on the Jadex platform, as well as our partners in  ... 
doi:10.15439/2015f116 dblp:conf/fedcsis/PreislerDR15 fatcat:geruguywnrh6njrrws7jwrs4qe

Scalability in distributed simulations of agent-based models

Dirk Pawlaszczyk, Steffen Strassburger
2009 Proceedings of the 2009 Winter Simulation Conference (WSC)  
We investigate different aspects which influence scalability and present a solution for enabling a scalable and efficient distributed simulation of agent-based models based on an adapted optimistic synchronization  ...  The focus of the work presented here is on scalability aspects of simulation environments for agent based simulations.  ...  In this paper we have discussed prerequisites and measures for scalability within agent-based simulations.  ... 
doi:10.1109/wsc.2009.5429429 dblp:conf/wsc/PawlaszczykS09 fatcat:tmdnbaiiafg23iadgywc2qj4uq

Time Critical Mass Evacuation Simulation Combining A Multi- Agent System and High-Performance Computing [chapter]

Leonel Aguilar, Maddegedara Lalith, Muneo Hori
2017 Multi-agent Systems  
A brief description of the multi-agent system is provided using a mathematical framework as means to easily and unambiguously refer to the main components of the system.  ...  This chapter presents an application of multi-agent systems to simulate tsunami-triggered mass evacuations of large urban areas.  ...  In addition to the fore-mentioned global measure, statistical data of number of agents evacuated at each 30 s interval are compared as a local measure.  ... 
doi:10.5772/intechopen.69844 fatcat:dcd25ydsn5erpkcnfldfpmuf4e

An agent-based web service approach for supply chain collaboration

O. Kwon, G.P. Im, K.C. Lee
2011 Scientia Iranica. International Journal of Science and Technology  
An advantage of agent-based web services is that they combine the strengths of both web services and multi-agents.  ...  Simulation methods are used in order to validate the feasibility of this approach, and statistical tests reveal the robustness of the experimental results across diverse uncertainties. .  ...  Hence, we examined if the agent-based web service will be scalable with the increasing number of partnership candidates by comparing the performance between the case of situation 1 and that of situation  ... 
doi:10.1016/j.scient.2011.11.009 fatcat:gmvcrx2yerhyrkmn3oa4ohya5m

Scalable And User-Friendly Simulation

Adrian Rutle, Hao Wang, Robin T. Bye, Ottar L. Osen
2015 ECMS 2015 Proceedings edited by: Valeri M. Mladenov, Petia Georgieva, Grisha Spasov, Galidiya Petrova  
To address both of these aspects, we propose a user-friendly, adaptive and scalable agentbased modelling and simulation framework with a hybrid CPU/GPU/FPGA high performance computing platform.  ...  The solution we describe provides domain-experts with a a scalable, adaptive, and efficient simulator and enables domain-experts to define high quality models without indepth IT-knowledge.  ...  ACKNOWLEDGEMENT The authors wish to thank Arne Styve at Aalesund University College for his valuable insight and comments in the preparation of this manuscript.  ... 
doi:10.7148/2015-0164 dblp:conf/ecms/RutleWBO15 fatcat:lowjz5fwafd2dg7agpsqzkpxgm
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