Pub Date : 2019-10-01DOI: 10.1109/DS-RT47707.2019.8958659
V. Astarita, Vincenzo Pasquale Giofrè, G. Guido, A. Vitale, D. C. Festa
Two new technologies are going to shape the future of traffic management and control: “connected” and “autonomous” vehicles. The possibility of gathering information from vehicles travelling on the road and the use of this information for better traffic management is receiving a growing attention from the scientific community. The purpose of this study is to present the architecture of a dedicated system for traffic signal real time regulation based on data coming from “connected” vehicles. The system presented in this paper has been implemented on the field in a dedicated experimental intersection site to assess performances of the system in actual use. Results of the experiments carried on with the presented system will establish the feasibility and the advantages of FCD adaptive traffic signals and will help to develop better regulation algorithms for this kind of new “connected” intersections.
{"title":"Floating Car Data Adaptive Traffic Signals","authors":"V. Astarita, Vincenzo Pasquale Giofrè, G. Guido, A. Vitale, D. C. Festa","doi":"10.1109/DS-RT47707.2019.8958659","DOIUrl":"https://doi.org/10.1109/DS-RT47707.2019.8958659","url":null,"abstract":"Two new technologies are going to shape the future of traffic management and control: “connected” and “autonomous” vehicles. The possibility of gathering information from vehicles travelling on the road and the use of this information for better traffic management is receiving a growing attention from the scientific community. The purpose of this study is to present the architecture of a dedicated system for traffic signal real time regulation based on data coming from “connected” vehicles. The system presented in this paper has been implemented on the field in a dedicated experimental intersection site to assess performances of the system in actual use. Results of the experiments carried on with the presented system will establish the feasibility and the advantages of FCD adaptive traffic signals and will help to develop better regulation algorithms for this kind of new “connected” intersections.","PeriodicalId":377914,"journal":{"name":"2019 IEEE/ACM 23rd International Symposium on Distributed Simulation and Real Time Applications (DS-RT)","volume":"33 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126752862","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2019-10-01DOI: 10.1109/ds-rt47707.2019.8958654
A. Iera
This talk addresses an issues, deeply felt in next generation networks, concerning the management of group communications in scenarios characterized by the massive presence of Internet of Things devices acting as “prosumers” (consumer&producer) of services based on the exchange of huge data amounts. This will put a strain on existing networking primitives and their efficient management will be possible only if new paradigms are made available. Starting from this assumption, the talk will discuss the possibility of leveraging Social Networking and Software Defined Networking technologies and concepts towards the definition of a novel network primitive for the Internet of Things. The new primitive, called Sociocast, has the potential to enable trusted group-oriented communications, in-network publish&subscribe mechanisms, dynamic and selective firewalling, flexible data casting. During the talk a distributed architectural solution is presented, some performance results shown, and open research issues discussed.
{"title":"Social Networks of Devices and Software Defined Networking as enabling factors for improving performance of group communications in 5G Internet of Things networks","authors":"A. Iera","doi":"10.1109/ds-rt47707.2019.8958654","DOIUrl":"https://doi.org/10.1109/ds-rt47707.2019.8958654","url":null,"abstract":"This talk addresses an issues, deeply felt in next generation networks, concerning the management of group communications in scenarios characterized by the massive presence of Internet of Things devices acting as “prosumers” (consumer&producer) of services based on the exchange of huge data amounts. This will put a strain on existing networking primitives and their efficient management will be possible only if new paradigms are made available. Starting from this assumption, the talk will discuss the possibility of leveraging Social Networking and Software Defined Networking technologies and concepts towards the definition of a novel network primitive for the Internet of Things. The new primitive, called Sociocast, has the potential to enable trusted group-oriented communications, in-network publish&subscribe mechanisms, dynamic and selective firewalling, flexible data casting. During the talk a distributed architectural solution is presented, some performance results shown, and open research issues discussed.","PeriodicalId":377914,"journal":{"name":"2019 IEEE/ACM 23rd International Symposium on Distributed Simulation and Real Time Applications (DS-RT)","volume":"25 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122549856","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2019-10-01DOI: 10.1109/DS-RT47707.2019.8958703
Mahmoud Elbattah
The use of Machine Learning (ML) has achieved a significant momentum across a very wide range of domains. This paper aims to provide a meeting point for discussing the integration of Modeling and Simulation (M&S) with ML. The discussion presents arguments in favour of why and how the M&S practice can avail of ML in different modalities. In this context, the paper reviews key studies published over the past 6 years in main venues including Winter Simulation Conference, SIGSIM PADS, and DS-RT. Further aspects are discussed, which could help reinforce the utilisation of ML in the M&S arena. In general, the study is conceived to foster the presentation of potential ideas and speculative directions towards availing of data-driven knowledge provided by ML.
{"title":"How can Machine Learning Support the Practice of Modeling and Simulation? —A Review and Directions for Future Research","authors":"Mahmoud Elbattah","doi":"10.1109/DS-RT47707.2019.8958703","DOIUrl":"https://doi.org/10.1109/DS-RT47707.2019.8958703","url":null,"abstract":"The use of Machine Learning (ML) has achieved a significant momentum across a very wide range of domains. This paper aims to provide a meeting point for discussing the integration of Modeling and Simulation (M&S) with ML. The discussion presents arguments in favour of why and how the M&S practice can avail of ML in different modalities. In this context, the paper reviews key studies published over the past 6 years in main venues including Winter Simulation Conference, SIGSIM PADS, and DS-RT. Further aspects are discussed, which could help reinforce the utilisation of ML in the M&S arena. In general, the study is conceived to foster the presentation of potential ideas and speculative directions towards availing of data-driven knowledge provided by ML.","PeriodicalId":377914,"journal":{"name":"2019 IEEE/ACM 23rd International Symposium on Distributed Simulation and Real Time Applications (DS-RT)","volume":"205 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114178365","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2019-10-01DOI: 10.1109/DS-RT47707.2019.8958683
Giancarlo M. M. Patané, Gianluca C. Valastro, Y. Sambo, Metin Öztürk, S. Hussain, M. Imran, D. Panno
In the next few years, a considerable innovation concerning the design of the future 5G mobile networks will be a concrete step towards enabling effective high throughput and low latency services. Software Defined Networking (SDN), Network Function Virtualization (NFV) and Self Organizing Network (SON) are considered the enabling technologies to achieve these goals. In this paper, assuming a Control-Data Separation Architecture (CDSA), we propose a flexible SDN/NFV-based SON testbed, for future 5G mobile networks. The main contribution of our work is to cover the need for a CDSA based testbed, enabling the investigation of the NG-SON capabilities for practical implementations. We implement two different testbed setups, a real one and a virtualized one, both based on the FlexRAN and OpenAir-Interface software tools. First, we implement a specific case study, i.e., the RAN entities activation/deactivation procedures. Next, we carry out time measurements, concerning the aforementioned procedures, in order to prove proper testbed functioning. Finally, we validate the C-SON and D-SON capabilities of our testbed, considering the features of the results.
{"title":"Flexible SDN/NFV-based SON testbed for 5G mobile networks","authors":"Giancarlo M. M. Patané, Gianluca C. Valastro, Y. Sambo, Metin Öztürk, S. Hussain, M. Imran, D. Panno","doi":"10.1109/DS-RT47707.2019.8958683","DOIUrl":"https://doi.org/10.1109/DS-RT47707.2019.8958683","url":null,"abstract":"In the next few years, a considerable innovation concerning the design of the future 5G mobile networks will be a concrete step towards enabling effective high throughput and low latency services. Software Defined Networking (SDN), Network Function Virtualization (NFV) and Self Organizing Network (SON) are considered the enabling technologies to achieve these goals. In this paper, assuming a Control-Data Separation Architecture (CDSA), we propose a flexible SDN/NFV-based SON testbed, for future 5G mobile networks. The main contribution of our work is to cover the need for a CDSA based testbed, enabling the investigation of the NG-SON capabilities for practical implementations. We implement two different testbed setups, a real one and a virtualized one, both based on the FlexRAN and OpenAir-Interface software tools. First, we implement a specific case study, i.e., the RAN entities activation/deactivation procedures. Next, we carry out time measurements, concerning the aforementioned procedures, in order to prove proper testbed functioning. Finally, we validate the C-SON and D-SON capabilities of our testbed, considering the features of the results.","PeriodicalId":377914,"journal":{"name":"2019 IEEE/ACM 23rd International Symposium on Distributed Simulation and Real Time Applications (DS-RT)","volume":"50 1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115574286","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2019-10-01DOI: 10.1109/DS-RT47707.2019.8958710
Carlos Proaño, César Villacís, V. Proano, Walter Fuertes, Mario Almache, Margarita Zambrano, Fernando Galarraga
This research presents a serious 3D game over a computer cluster that allows the learning of traffic signals so that the child is a responsible driver and pedestrian. For this purpose, we have applied an agile methodology to be able to produce a driving and pedestrian simulation system as a serious game, which includes a three-layer hierarchical architecture (orientation layer, management layer, and control layer). This architecture can be used to simulate three environments that are: a) Driver’s environment; b) Pedestrian environment; c) Vehicle traffic observer environment. All these environments are controlled by intelligent agents that allow the user to handle the autonomous longitudinal control, the relative distance, the speed of the cars, the collisions between vehicles, the pedestrian collision, excess of the speed limit, circulation in the opposite direction, and respect of traffic signals. Our solution to traffic problems has been validated by the execution of several tests in public schools, and the results demonstrate that this simulation application encourages learning in road safety education for children between 9 and 12 years old, using a distributed environment with a computational cluster in the cloud.
{"title":"Serious 3D Game over a Cluster Computing for Situated Learning of Traffic Signals","authors":"Carlos Proaño, César Villacís, V. Proano, Walter Fuertes, Mario Almache, Margarita Zambrano, Fernando Galarraga","doi":"10.1109/DS-RT47707.2019.8958710","DOIUrl":"https://doi.org/10.1109/DS-RT47707.2019.8958710","url":null,"abstract":"This research presents a serious 3D game over a computer cluster that allows the learning of traffic signals so that the child is a responsible driver and pedestrian. For this purpose, we have applied an agile methodology to be able to produce a driving and pedestrian simulation system as a serious game, which includes a three-layer hierarchical architecture (orientation layer, management layer, and control layer). This architecture can be used to simulate three environments that are: a) Driver’s environment; b) Pedestrian environment; c) Vehicle traffic observer environment. All these environments are controlled by intelligent agents that allow the user to handle the autonomous longitudinal control, the relative distance, the speed of the cars, the collisions between vehicles, the pedestrian collision, excess of the speed limit, circulation in the opposite direction, and respect of traffic signals. Our solution to traffic problems has been validated by the execution of several tests in public schools, and the results demonstrate that this simulation application encourages learning in road safety education for children between 9 and 12 years old, using a distributed environment with a computational cluster in the cloud.","PeriodicalId":377914,"journal":{"name":"2019 IEEE/ACM 23rd International Symposium on Distributed Simulation and Real Time Applications (DS-RT)","volume":"24 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115997257","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2019-10-01DOI: 10.1109/DS-RT47707.2019.8958656
L. Behan, J. Rozhon, M. Voznák
It is not an entirely trivial matter to ensure the security of VoIP services and analyze attacks on telecommunication solutions the possible gains of which are attracting a growing number of active attackers. In many situations, it is necessary to detect and analyze these attacks, monitor their progress and then prepare an effective defence against them. The best way how to detect attacks on VoIP infrastructure is by implementing VoIP honeypot. To attract the highest number of attackers possible, our VoIP honeypots create fake VoIP traffic among themselves. This feature is based on a Markov chains principle. In this paper, we provide a complete implementation of a SIP emulation model which ensures the exchange process of SIP signaling messages between the honeypots.
{"title":"Implementation of a VoIP simulation network by using stochastic process methods","authors":"L. Behan, J. Rozhon, M. Voznák","doi":"10.1109/DS-RT47707.2019.8958656","DOIUrl":"https://doi.org/10.1109/DS-RT47707.2019.8958656","url":null,"abstract":"It is not an entirely trivial matter to ensure the security of VoIP services and analyze attacks on telecommunication solutions the possible gains of which are attracting a growing number of active attackers. In many situations, it is necessary to detect and analyze these attacks, monitor their progress and then prepare an effective defence against them. The best way how to detect attacks on VoIP infrastructure is by implementing VoIP honeypot. To attract the highest number of attackers possible, our VoIP honeypots create fake VoIP traffic among themselves. This feature is based on a Markov chains principle. In this paper, we provide a complete implementation of a SIP emulation model which ensures the exchange process of SIP signaling messages between the honeypots.","PeriodicalId":377914,"journal":{"name":"2019 IEEE/ACM 23rd International Symposium on Distributed Simulation and Real Time Applications (DS-RT)","volume":"12 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121084197","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2019-10-01DOI: 10.1109/DS-RT47707.2019.8958687
G. Guido, Vincenzo Pasquale Giofrè, V. Astarita, A. Vitale
Traffic microsimulation has been used extensively to evaluate consequences of different traffic planning and control policies in terms of travel time delays, queues, pollutant emissions and every other common measured performance while at the same time traffic safety has not been considered in common traffic microsimulation packages as a measure of performance for different traffic scenarios. The absence of safety evaluation with microscopic simulation models is due to a lack of complete and established models for the simulation of potential crashes. Commonly-used procedures for safety evaluation with microscopic simulation have been based on traffic conflict theory which until recently was not extended to single vehicle crashes and to crashes between vehicles which are moving on non-conflicting trajectories. This paper presents some applications of a new procedure based on potential crash events simulation for the evaluation of safety levels in microsimulated traffic scenarios which takes into account also potential crashes with road side objects and barriers.
{"title":"Using traffic microsimulation to evaluate potential crashes: some results","authors":"G. Guido, Vincenzo Pasquale Giofrè, V. Astarita, A. Vitale","doi":"10.1109/DS-RT47707.2019.8958687","DOIUrl":"https://doi.org/10.1109/DS-RT47707.2019.8958687","url":null,"abstract":"Traffic microsimulation has been used extensively to evaluate consequences of different traffic planning and control policies in terms of travel time delays, queues, pollutant emissions and every other common measured performance while at the same time traffic safety has not been considered in common traffic microsimulation packages as a measure of performance for different traffic scenarios. The absence of safety evaluation with microscopic simulation models is due to a lack of complete and established models for the simulation of potential crashes. Commonly-used procedures for safety evaluation with microscopic simulation have been based on traffic conflict theory which until recently was not extended to single vehicle crashes and to crashes between vehicles which are moving on non-conflicting trajectories. This paper presents some applications of a new procedure based on potential crash events simulation for the evaluation of safety levels in microsimulated traffic scenarios which takes into account also potential crashes with road side objects and barriers.","PeriodicalId":377914,"journal":{"name":"2019 IEEE/ACM 23rd International Symposium on Distributed Simulation and Real Time Applications (DS-RT)","volume":"108 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127955793","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2019-10-01DOI: 10.1109/DS-RT47707.2019.8958670
M. Sirjani
I will introduce timed actors for modeling distributed systems and will explain our theories, techniques and tools for model checking and performance evaluation of such models. Timed Rebeca can be used to model asynchronous event-based components in systems, and real time constraints can be captured in the language. I will explain how floating-time transition system can be used for model checking of such models when we are interested in event-based properties, and how it helps in state space reduction. I will show different applications of our approach including analysing a wireless sensor network application, mobile ad-hoc network protocols, network-on-chip designs, and a macroscopic agent-based simulation of urban planning.
{"title":"Analysing Real-time Distributed Systems using Timed Actors","authors":"M. Sirjani","doi":"10.1109/DS-RT47707.2019.8958670","DOIUrl":"https://doi.org/10.1109/DS-RT47707.2019.8958670","url":null,"abstract":"I will introduce timed actors for modeling distributed systems and will explain our theories, techniques and tools for model checking and performance evaluation of such models. Timed Rebeca can be used to model asynchronous event-based components in systems, and real time constraints can be captured in the language. I will explain how floating-time transition system can be used for model checking of such models when we are interested in event-based properties, and how it helps in state space reduction. I will show different applications of our approach including analysing a wireless sensor network application, mobile ad-hoc network protocols, network-on-chip designs, and a macroscopic agent-based simulation of urban planning.","PeriodicalId":377914,"journal":{"name":"2019 IEEE/ACM 23rd International Symposium on Distributed Simulation and Real Time Applications (DS-RT)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128464266","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2019-10-01DOI: 10.1109/DS-RT47707.2019.8958672
Anselmo Filice, Babak Rahami
In this paper, an hybrid distributed MPC strategy has been developed for teams of unmanned vehicle moving in uncertain and narrowed environments. The proposed solution does not require the exact knowledge of the obstacle and /or corridor geometry. The resulting algorithm is conceived so that only the leader of the platoon within a corridor computes the admissible control actions that will be successively used by all the followers.
{"title":"A Distributed Model Predictive Control Strategy for Vehicle Teams in Uncertain Narrowed Environments","authors":"Anselmo Filice, Babak Rahami","doi":"10.1109/DS-RT47707.2019.8958672","DOIUrl":"https://doi.org/10.1109/DS-RT47707.2019.8958672","url":null,"abstract":"In this paper, an hybrid distributed MPC strategy has been developed for teams of unmanned vehicle moving in uncertain and narrowed environments. The proposed solution does not require the exact knowledge of the obstacle and /or corridor geometry. The resulting algorithm is conceived so that only the leader of the platoon within a corridor computes the admissible control actions that will be successively used by all the followers.","PeriodicalId":377914,"journal":{"name":"2019 IEEE/ACM 23rd International Symposium on Distributed Simulation and Real Time Applications (DS-RT)","volume":"260 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115888713","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2019-10-01DOI: 10.1109/DS-RT47707.2019.8958655
Tom Warnke, A. Uhrmacher
Due to the increasing complexity of simulation models, the experiments conducted with these models become more complex as well. To date, software support for reproducible complex simulation experiments is constrained to specific application domains and experiment types. As a step towards a one-size-fits-all solution, we express simulation experiments as pure functions. With random number generation wrapped in the state monad, we achieve bit-level reproducibility of simulation results even for complex experiment setups. Additionally, we show how simulation runs can be executed in parallel without jeopardizing reproducibility. While the approach is independent of concrete simulation backends, we illustrate it by using NetLogo in various complex simulation experiments, utilizing design of experiments, simulation-based optimization, and statistical model checking.
{"title":"Reproducible parallel simulation experiments via pure functional programming","authors":"Tom Warnke, A. Uhrmacher","doi":"10.1109/DS-RT47707.2019.8958655","DOIUrl":"https://doi.org/10.1109/DS-RT47707.2019.8958655","url":null,"abstract":"Due to the increasing complexity of simulation models, the experiments conducted with these models become more complex as well. To date, software support for reproducible complex simulation experiments is constrained to specific application domains and experiment types. As a step towards a one-size-fits-all solution, we express simulation experiments as pure functions. With random number generation wrapped in the state monad, we achieve bit-level reproducibility of simulation results even for complex experiment setups. Additionally, we show how simulation runs can be executed in parallel without jeopardizing reproducibility. While the approach is independent of concrete simulation backends, we illustrate it by using NetLogo in various complex simulation experiments, utilizing design of experiments, simulation-based optimization, and statistical model checking.","PeriodicalId":377914,"journal":{"name":"2019 IEEE/ACM 23rd International Symposium on Distributed Simulation and Real Time Applications (DS-RT)","volume":"23 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115732097","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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