2018
Cicirelli, F.; Guerrieri, A.; Mercuri, A.; Spezzano, G.; Vinci, A.
Cognitive smart environment: An approach based on concept hierarchies and sensor data fusion Journal Article
In: International Journal of Simulation and Process Modelling, vol. 13, iss. 5, 2018, ISSN: 17402131.
Abstract | Links | BibTeX | Tags: Cognitive Internet of Things, Context awareness, multi-agent systems, res-novae, Sensor data fusion, smart city, smart environments, Smart museum, Statecharts
@article{Cicirelli2018c,
title = {Cognitive smart environment: An approach based on concept hierarchies and sensor data fusion},
author = {F. Cicirelli and A. Guerrieri and A. Mercuri and G. Spezzano and A. Vinci},
doi = {10.1504/IJSPM.2018.094741},
issn = {17402131},
year = {2018},
date = {2018-01-01},
urldate = {2018-01-01},
journal = {International Journal of Simulation and Process Modelling},
volume = {13},
issue = {5},
abstract = {Sensor data fusion gathers technological solutions for collecting, classifying and combining data from multiple sensors in a smart environment for augmenting knowledge about the system and realising cognitive behaviours. The goal is to make effective the management of acquired data and to promote the realisation of cognitive systems which can sense the environment, reason, and properly (re)act for reaching some purposes. Anyway, the development of such systems asks for suitable approaches able to deal with issues like heterogeneity, sensor/actuator management, system reactivity, behavioural modelling, and context awareness. This paper proposes a multi-tier approach, based on concept hierarchies and sensor data fusion, dealing with the above aspects. The approach favours separation of concerns and abstractions. It relies on the use of the agent metaphor and statecharts. The iSapiens platform is suggested for implementation purposes. As a significant case study, the development of a smart museum located in Cosenza (Italy) is proposed.},
keywords = {Cognitive Internet of Things, Context awareness, multi-agent systems, res-novae, Sensor data fusion, smart city, smart environments, Smart museum, Statecharts},
pubstate = {published},
tppubtype = {article}
}
Sensor data fusion gathers technological solutions for collecting, classifying and combining data from multiple sensors in a smart environment for augmenting knowledge about the system and realising cognitive behaviours. The goal is to make effective the management of acquired data and to promote the realisation of cognitive systems which can sense the environment, reason, and properly (re)act for reaching some purposes. Anyway, the development of such systems asks for suitable approaches able to deal with issues like heterogeneity, sensor/actuator management, system reactivity, behavioural modelling, and context awareness. This paper proposes a multi-tier approach, based on concept hierarchies and sensor data fusion, dealing with the above aspects. The approach favours separation of concerns and abstractions. It relies on the use of the agent metaphor and statecharts. The iSapiens platform is suggested for implementation purposes. As a significant case study, the development of a smart museum located in Cosenza (Italy) is proposed.
Catlett, C.; Cesario, E.; Talia, D.; Vinci, A.
A data-driven approach for spatio-Temporal crime predictions in smart cities Best Paper Proceedings Article
In: 2018 IEEE International Conference on Smart Computing (SMARTCOMP), IEEE, 2018, ISBN: 9781538647059.
Abstract | Links | BibTeX | Tags: Crime prediction, smart city, Urban computing
@inproceedings{Catlett2018,
title = {A data-driven approach for spatio-Temporal crime predictions in smart cities},
author = {C. Catlett and E. Cesario and D. Talia and A. Vinci},
doi = {10.1109/SMARTCOMP.2018.00069},
isbn = {9781538647059},
year = {2018},
date = {2018-01-01},
urldate = {2018-01-01},
booktitle = {2018 IEEE International Conference on Smart Computing (SMARTCOMP)},
journal = {Proceedings - 2018 IEEE International Conference on Smart Computing, SMARTCOMP 2018},
publisher = {IEEE},
abstract = {The steadily increasing urbanization is causing significant economic and social transformations in urban areas and it will be posing several challenges in city management issues. In particular, given that the larger cities the higher crime rates, crime spiking is becoming one of the most important social problems in large urban areas. To handle with the increase in crimes, new technologies are enabling police departments to access growing volumes of crime-related data that can be analyzed to understand patterns and trends, finalized to an efficient deployment of police officers over the territory and more effective crime prevention. This paper presents an approach based on spatial analysis and auto-regressive models to automatically detect high-risk crime regions in urban areas and reliably forecast crime trends in each region. The final result of the algorithm is a spatio-Temporal crime forecasting model, composed of a set of crime dense regions and a set of associated crime predictors, each one representing a predictive model for forecasting the number of crimes that will happen in its specific region. The experimental evaluation, performed on real-world data collected in a big area of Chicago, shows that the proposed approach achieves good accuracy in spatial and temporal crime forecasting over rolling time horizons.},
keywords = {Crime prediction, smart city, Urban computing},
pubstate = {published},
tppubtype = {inproceedings}
}
The steadily increasing urbanization is causing significant economic and social transformations in urban areas and it will be posing several challenges in city management issues. In particular, given that the larger cities the higher crime rates, crime spiking is becoming one of the most important social problems in large urban areas. To handle with the increase in crimes, new technologies are enabling police departments to access growing volumes of crime-related data that can be analyzed to understand patterns and trends, finalized to an efficient deployment of police officers over the territory and more effective crime prevention. This paper presents an approach based on spatial analysis and auto-regressive models to automatically detect high-risk crime regions in urban areas and reliably forecast crime trends in each region. The final result of the algorithm is a spatio-Temporal crime forecasting model, composed of a set of crime dense regions and a set of associated crime predictors, each one representing a predictive model for forecasting the number of crimes that will happen in its specific region. The experimental evaluation, performed on real-world data collected in a big area of Chicago, shows that the proposed approach achieves good accuracy in spatial and temporal crime forecasting over rolling time horizons.
Cicirelli, F.; Guerrieri, A.; Mercuri, A.; Spezzano, G.; Vinci, A.
IoT-centric edge computing for context-aware smart environments Proceedings Article
In: 2018 IEEE International Congress on Internet of Things (ICIOT), IEEE, 2018, ISBN: 9781538672440.
Abstract | Links | BibTeX | Tags: Context awareness, Edge computing, internet of things, Methodological approaches, smart environments
@inproceedings{Cicirelli2018d,
title = {IoT-centric edge computing for context-aware smart environments},
author = {F. Cicirelli and A. Guerrieri and A. Mercuri and G. Spezzano and A. Vinci},
doi = {10.1109/ICIOT.2018.00031},
isbn = {9781538672440},
year = {2018},
date = {2018-01-01},
urldate = {2018-01-01},
booktitle = {2018 IEEE International Congress on Internet of Things (ICIOT)},
journal = {Proceedings - 2018 IEEE International Congress on Internet of Things, ICIOT 2018 - Part of the 2018 IEEE World Congress on Services},
publisher = {IEEE},
abstract = {The ever increasing diffusion of the Internet of Things is currently promoting the development of pervasive Smart Environments. The effectiveness of such systems is highly related to the capability of dealing with possible changes in users' habits, adapting the system to people needs and envisaging people behaviors. For this purposes, it becomes important to have methodological approaches and technologies favoring the development of cognitive systems aware of what is happening inside them. In this paper a methodological approach for the development of context-aware IoT-based Smart Environments is proposed. Such approach relies on a three-layered architecture offering some well suited abstractions taking also into account that computational resources in a system can be located either at the edge of the network or in the Cloud. A case study is proposed which concerns the development of a Smart Office devoted to forecast workers' presence and to adapt the office environmental conditions to them.},
keywords = {Context awareness, Edge computing, internet of things, Methodological approaches, smart environments},
pubstate = {published},
tppubtype = {inproceedings}
}
The ever increasing diffusion of the Internet of Things is currently promoting the development of pervasive Smart Environments. The effectiveness of such systems is highly related to the capability of dealing with possible changes in users' habits, adapting the system to people needs and envisaging people behaviors. For this purposes, it becomes important to have methodological approaches and technologies favoring the development of cognitive systems aware of what is happening inside them. In this paper a methodological approach for the development of context-aware IoT-based Smart Environments is proposed. Such approach relies on a three-layered architecture offering some well suited abstractions taking also into account that computational resources in a system can be located either at the edge of the network or in the Cloud. A case study is proposed which concerns the development of a Smart Office devoted to forecast workers' presence and to adapt the office environmental conditions to them.
2017
Cicirelli, Franco; Fortino, Giancarlo; Guerrieri, Antonio; Spezzano, Giandomenico; Vinci, Andrea
Metamodeling of Smart Environments: from Design to Implementation Journal Article
In: Advanced engineering informatics, 2017, ISSN: 1474-0346.
Abstract | Links | BibTeX | Tags: cyber physical systems, development methodology, domus, internet of things, modeling, smart environments
@article{cic:advei:2017,
title = {Metamodeling of Smart Environments: from Design to Implementation},
author = {Franco Cicirelli and Giancarlo Fortino and Antonio Guerrieri and Giandomenico Spezzano and Andrea Vinci},
url = {www.sciencedirect.com/science/article/pii/S1474034616302063},
doi = {10.1016/j.aei.2016.11.005},
issn = {1474-0346},
year = {2017},
date = {2017-08-01},
urldate = {2017-08-01},
journal = {Advanced engineering informatics},
abstract = {A smart environment is a physical environment enriched with sensing, actuation, communication and computation capabilities aiming at acquiring and exploiting knowledge about the environment so as to adapt itself to its inhabitants' preferences and requirements. In this domain, there is the need of tools supporting the design and analysis of applications. In this paper, the Smart Environment Metamodel (SEM) framework is proposed. The framework allows to model applications by exploiting concepts specific to the smart environment domain. SEM approaches the modeling from two different points of view, namely the functional and data perspectives. The application of the framework is supported by a set of general guidelines to drive the analysis, the design and the implementation of smart environments. The effectiveness of the framework is shown by applying it to the modeling of a real smart office scenario that has been developed, deployed and analyzed.},
keywords = {cyber physical systems, development methodology, domus, internet of things, modeling, smart environments},
pubstate = {published},
tppubtype = {article}
}
A smart environment is a physical environment enriched with sensing, actuation, communication and computation capabilities aiming at acquiring and exploiting knowledge about the environment so as to adapt itself to its inhabitants' preferences and requirements. In this domain, there is the need of tools supporting the design and analysis of applications. In this paper, the Smart Environment Metamodel (SEM) framework is proposed. The framework allows to model applications by exploiting concepts specific to the smart environment domain. SEM approaches the modeling from two different points of view, namely the functional and data perspectives. The application of the framework is supported by a set of general guidelines to drive the analysis, the design and the implementation of smart environments. The effectiveness of the framework is shown by applying it to the modeling of a real smart office scenario that has been developed, deployed and analyzed.
Cicirelli, Franco; Guerrieri, Antonio; Spezzano, Giandomenico; Vinci, Andrea
An edge-based platform for dynamic smart city applications Journal Article
In: Future Generation Computer Systems, pp. -, 2017, ISSN: 0167-739X.
Abstract | Links | BibTeX | Tags: cyber physical systems, Edge computing, internet of things, multi-agent systems, res-novae, smart city, Urban computing
@article{Cicirelli2017,
title = {An edge-based platform for dynamic smart city applications},
author = {Franco Cicirelli and Antonio Guerrieri and Giandomenico Spezzano and Andrea Vinci},
url = {http://www.sciencedirect.com/science/article/pii/S0167739X16308342},
doi = {10.1016/j.future.2017.05.034},
issn = {0167-739X},
year = {2017},
date = {2017-06-15},
urldate = {2017-06-15},
journal = {Future Generation Computer Systems},
pages = {-},
abstract = {Abstract A Smart City is a cyber-physical system improving urban behavior and capabilities by providing ICT-based functionalities. An infrastructure for Smart City has to be geographically and functionally extensible, as it requires both to grow up with the physical environment and to meet the increasing in needs and demands of city users/inhabitants. In this paper, we propose iSapiens, an IoT-based platform for the development of general cyber-physical systems suitable for the design and implementation of smart city services and applications. As distinguishing features, the iSapiens platform implements the edge computing paradigm through both the exploitation of the agent metaphor and a distributed network of computing nodes directly scattered in the urban environment. The platform promotes the dynamic deployment of new computing nodes as well as software agents for addressing geographical and functional extensibility. iSapiens provides a set of abstractions suitable to hide the heterogeneity of the physical sensing/actuator devices embedded in the system, and to support the development of complex applications. The paper also furnishes a set of methodological guidelines exploitable for the design and implementation of smart city applications by properly using iSapiens. As a significant case study, the design and implementation of a real Smart Street in the city of Cosenza (Italy) are shown, which provides decentralized urban intelligence services to citizens.},
keywords = {cyber physical systems, Edge computing, internet of things, multi-agent systems, res-novae, smart city, Urban computing},
pubstate = {published},
tppubtype = {article}
}
Abstract A Smart City is a cyber-physical system improving urban behavior and capabilities by providing ICT-based functionalities. An infrastructure for Smart City has to be geographically and functionally extensible, as it requires both to grow up with the physical environment and to meet the increasing in needs and demands of city users/inhabitants. In this paper, we propose iSapiens, an IoT-based platform for the development of general cyber-physical systems suitable for the design and implementation of smart city services and applications. As distinguishing features, the iSapiens platform implements the edge computing paradigm through both the exploitation of the agent metaphor and a distributed network of computing nodes directly scattered in the urban environment. The platform promotes the dynamic deployment of new computing nodes as well as software agents for addressing geographical and functional extensibility. iSapiens provides a set of abstractions suitable to hide the heterogeneity of the physical sensing/actuator devices embedded in the system, and to support the development of complex applications. The paper also furnishes a set of methodological guidelines exploitable for the design and implementation of smart city applications by properly using iSapiens. As a significant case study, the design and implementation of a real Smart Street in the city of Cosenza (Italy) are shown, which provides decentralized urban intelligence services to citizens.
Garofalo, Giuseppina; Giordano, Andrea; Piro, Patrizia; Spezzano, Giandomenico; Vinci, Andrea
A distributed real-time approach for mitigating CSO and flooding in urban drainage systems Journal Article
In: Journal of network and computer applications, vol. 78, pp. 30–42, 2017, ISSN: 1084-8045.
Abstract | Links | BibTeX | Tags: combined sewer overflow, cyber physical systems, flooding, multi-agent systems, real-time control, res-novae, urban drainage system
@article{garJnca2016,
title = {A distributed real-time approach for mitigating CSO and flooding in urban drainage systems},
author = {Giuseppina Garofalo and Andrea Giordano and Patrizia Piro and Giandomenico Spezzano and Andrea Vinci},
url = {http://www.sciencedirect.com/science/article/pii/S1084804516302752},
doi = {10.1016/j.jnca.2016.11.004},
issn = {1084-8045},
year = {2017},
date = {2017-01-15},
urldate = {2017-01-15},
journal = {Journal of network and computer applications},
volume = {78},
pages = {30–42},
publisher = {Academic Press},
address = {New York},
abstract = {In an urban environment, sewer flooding and combined sewer overflows (CSOs) are a potential risk to human life, economic assets and the environment. To mitigate such phenomena, real time control systems represent a valid and cost-effective solution. This paper proposes an urban drainage network equipped by sensors and a series of electronically movable gates controlled by a decentralized real-time system based on a gossip-based algorithm which exhibits good performance and fault tolerance properties. The proposal aims to exploit effectively the storage capacity of the urban drainage network so as to reduce flooding and CSO. The approach is validated by considering the urban drainage system of the city of Cosenza (Italy) and a set of extreme rainfall events as a testbed. Experiments are conducted by using a customized version of the SWMM simulation software and show that the CSO and local flooding volumes are significantly reduced.},
keywords = {combined sewer overflow, cyber physical systems, flooding, multi-agent systems, real-time control, res-novae, urban drainage system},
pubstate = {published},
tppubtype = {article}
}
In an urban environment, sewer flooding and combined sewer overflows (CSOs) are a potential risk to human life, economic assets and the environment. To mitigate such phenomena, real time control systems represent a valid and cost-effective solution. This paper proposes an urban drainage network equipped by sensors and a series of electronically movable gates controlled by a decentralized real-time system based on a gossip-based algorithm which exhibits good performance and fault tolerance properties. The proposal aims to exploit effectively the storage capacity of the urban drainage network so as to reduce flooding and CSO. The approach is validated by considering the urban drainage system of the city of Cosenza (Italy) and a set of extreme rainfall events as a testbed. Experiments are conducted by using a customized version of the SWMM simulation software and show that the CSO and local flooding volumes are significantly reduced.
Cicirelli, Franco; Guerrieri, Antonio; Spezzano, Giandomenico; Vinci, Andrea; Briante, Orazio; Iera, Antonio; Ruggeri, Giuseppe
An edge-based approach to develop large-scale smart environments by leveraging SIoT Proceedings Article
In: Networking, Sensing and Control (ICNSC), 2017 IEEE 14th International Conference on, pp. 738–743, IEEE 2017, ISBN: 978-1-5090-4428-3.
Abstract | Links | BibTeX | Tags: Edge computing, internet of things, multi-agent systems, smart environments, social internet of things
@inproceedings{cicirelli2017edge,
title = {An edge-based approach to develop large-scale smart environments by leveraging SIoT},
author = {Franco Cicirelli and Antonio Guerrieri and Giandomenico Spezzano and Andrea Vinci and Orazio Briante and Antonio Iera and Giuseppe Ruggeri},
url = {http://ieeexplore.ieee.org/document/8000182/},
doi = {10.1109/ICNSC.2017.8000182},
isbn = {978-1-5090-4428-3},
year = {2017},
date = {2017-01-01},
booktitle = {Networking, Sensing and Control (ICNSC), 2017 IEEE 14th International Conference on},
pages = {738–743},
organization = {IEEE},
abstract = {Abstract—Large-scale Smart Environments (LSEs) are open and dynamic systems where issues related to scalability and interoperability require to be carefully addressed. Moreover, as such systems typically extend on a wide area and include a huge number of interacting devices, aspects concerning services and objects discovery and reputation assessment require being managed. Despite the increasing interest in this topic, there is a lack of approaches for developing LSEs. This paper proposes an agent-based approach for the development of LSEs which leverages Edge Computing and Social Internet of Things paradigms in order to address the above mentioned issues. The effectiveness of such an approach is assessed through a case study involving a Smart School District environment.},
keywords = {Edge computing, internet of things, multi-agent systems, smart environments, social internet of things},
pubstate = {published},
tppubtype = {inproceedings}
}
Abstract—Large-scale Smart Environments (LSEs) are open and dynamic systems where issues related to scalability and interoperability require to be carefully addressed. Moreover, as such systems typically extend on a wide area and include a huge number of interacting devices, aspects concerning services and objects discovery and reputation assessment require being managed. Despite the increasing interest in this topic, there is a lack of approaches for developing LSEs. This paper proposes an agent-based approach for the development of LSEs which leverages Edge Computing and Social Internet of Things paradigms in order to address the above mentioned issues. The effectiveness of such an approach is assessed through a case study involving a Smart School District environment.
Cicirelli, Franco; Guerrieri, Antonio; Spezzano, Giandomenico; Vinci, Andrea; Briante, Orazio; Iera, Antonio; Ruggeri, Giuseppe
Edge Computing and Social Internet of Things for large-scale smart environments development Journal Article
In: IEEE Internet of Things Journal, vol. PP, no. 99, pp. 1-1, 2017, ISSN: 2327-4662.
Abstract | Links | BibTeX | Tags: domus, Edge computing, internet of things, multi-agent systems, smart city, smart environments
@article{iotj2017,
title = {Edge Computing and Social Internet of Things for large-scale smart environments development},
author = {Franco Cicirelli and Antonio Guerrieri and Giandomenico Spezzano and Andrea Vinci and Orazio Briante and Antonio Iera and Giuseppe Ruggeri},
doi = {10.1109/JIOT.2017.2775739},
issn = {2327-4662},
year = {2017},
date = {2017-01-01},
urldate = {2017-01-01},
journal = {IEEE Internet of Things Journal},
volume = {PP},
number = {99},
pages = {1-1},
abstract = {Large-scale Smart Environments (LSEs) are open and dynamic systems typically extending over a wide area and including a huge number of interacting devices with a heterogeneous nature. Thus, during their deployment scalability and interoperability are key requirements to be definitely taken into account. To these, discovery and reputation assessment of services and objects have to be added, given that new devices and functionalities continuously join LSEs. In spite of the increasing interest in this topic, effective approaches to develop LSEs are still missing. This paper proposes an agent-based approach that leverages Edge Computing and Social Internet of Things paradigms in order to address the above mentioned issues. The effectiveness of such an approach is assessed through a sample case study involving a commercial road environment.},
keywords = {domus, Edge computing, internet of things, multi-agent systems, smart city, smart environments},
pubstate = {published},
tppubtype = {article}
}
Large-scale Smart Environments (LSEs) are open and dynamic systems typically extending over a wide area and including a huge number of interacting devices with a heterogeneous nature. Thus, during their deployment scalability and interoperability are key requirements to be definitely taken into account. To these, discovery and reputation assessment of services and objects have to be added, given that new devices and functionalities continuously join LSEs. In spite of the increasing interest in this topic, effective approaches to develop LSEs are still missing. This paper proposes an agent-based approach that leverages Edge Computing and Social Internet of Things paradigms in order to address the above mentioned issues. The effectiveness of such an approach is assessed through a sample case study involving a commercial road environment.
Fortino, Giancarlo; Zhou, MengChu; Lukszo, Zofia; Vasilakos, Athanasios V.; Basile, Francesco; Palau, Carlos E.; Liotta, Antonio; Fanti, Maria Pia; Guerrieri, Antonio; Vinci, Andrea (Ed.)
IEEE, 2017, ISBN: 978-1-5090-4429-0.
@proceedings{icnscProc2017,
title = {14th IEEE International Conference on Networking, Sensing and Control,
ICNSC 2017, Calabria, Italy, May 16-18, 2017},
editor = {Giancarlo Fortino and MengChu Zhou and Zofia Lukszo and Athanasios V. Vasilakos and Francesco Basile and Carlos E. Palau and Antonio Liotta and Maria Pia Fanti and Antonio Guerrieri and Andrea Vinci},
url = {http://ieeexplore.ieee.org/xpl/mostRecentIssue.jsp?punumber=7990365},
isbn = {978-1-5090-4429-0},
year = {2017},
date = {2017-01-01},
publisher = {IEEE},
keywords = {},
pubstate = {published},
tppubtype = {proceedings}
}
Cicirelli, F.; Guerrieri, A.; Spezzano, G.; Vinci, A.; Briante, O.; Ruggeri, G.
ISapiens: A platform for social and pervasive smart environments Proceedings Article
In: 2016 IEEE 3rd World Forum on Internet of Things (WF-IoT), IEEE, 2017, ISBN: 9781509041305.
Abstract | Links | BibTeX | Tags: Agent Computing, Edge computing, smart environments, social internet of things
@inproceedings{Cicirelli2017c,
title = {ISapiens: A platform for social and pervasive smart environments},
author = {F. Cicirelli and A. Guerrieri and G. Spezzano and A. Vinci and O. Briante and G. Ruggeri},
doi = {10.1109/WF-IoT.2016.7845502},
isbn = {9781509041305},
year = {2017},
date = {2017-01-01},
urldate = {2017-01-01},
booktitle = {2016 IEEE 3rd World Forum on Internet of Things (WF-IoT)},
journal = {2016 IEEE 3rd World Forum on Internet of Things, WF-IoT 2016},
publisher = {IEEE},
abstract = {The advent of Internet of Things (IoT) has fueled the implementation of Smart Environments (SEs) where the information made available by the 'Things' is processed and utilized to increase the livability, the safety and the security of the environment, and to make easier the life of its inhabitants. In literature there are many attempts to create specific SEs or platform for the SEs realization. Although effective, these solutions lack of interoperability with other third-part 'Things'. In this paper we propose iSapiens, a Java-based platform for the design and the implementation of SEs. iSapiens deals with the above mentioned limitation by leveraging the Social Internet of Things (SIoT) paradigm to dynamically include in a SE newly available 'Things' without requiring any human intervention. iSapiens allows the creation of pervasive smart environments by exploiting the edge computing paradigm, that makes locally available distributed storage and computational resources without introducing latency and causing bandwidth shortage.},
keywords = {Agent Computing, Edge computing, smart environments, social internet of things},
pubstate = {published},
tppubtype = {inproceedings}
}
The advent of Internet of Things (IoT) has fueled the implementation of Smart Environments (SEs) where the information made available by the 'Things' is processed and utilized to increase the livability, the safety and the security of the environment, and to make easier the life of its inhabitants. In literature there are many attempts to create specific SEs or platform for the SEs realization. Although effective, these solutions lack of interoperability with other third-part 'Things'. In this paper we propose iSapiens, a Java-based platform for the design and the implementation of SEs. iSapiens deals with the above mentioned limitation by leveraging the Social Internet of Things (SIoT) paradigm to dynamically include in a SE newly available 'Things' without requiring any human intervention. iSapiens allows the creation of pervasive smart environments by exploiting the edge computing paradigm, that makes locally available distributed storage and computational resources without introducing latency and causing bandwidth shortage.
Cicirelli, F.; Fortino, G.; Guerrieri, A.; Spezzano, G.; Vinci, A.
Edge enabled development of Smart Cyber-Physical Environments Proceedings Article
In: 2016 IEEE International Conference on Systems, Man, and Cybernetics (SMC), IEEE, 2017, ISBN: 9781509018970.
Abstract | Links | BibTeX | Tags: Agent Computing, Cyber-Physical Systems, Edge computing, internet of things, smart environments, Smart Office
@inproceedings{Cicirelli2017d,
title = {Edge enabled development of Smart Cyber-Physical Environments},
author = {F. Cicirelli and G. Fortino and A. Guerrieri and G. Spezzano and A. Vinci},
doi = {10.1109/SMC.2016.7844769},
isbn = {9781509018970},
year = {2017},
date = {2017-01-01},
urldate = {2017-01-01},
booktitle = {2016 IEEE International Conference on Systems, Man, and Cybernetics (SMC)},
journal = {2016 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2016 - Conference Proceedings},
publisher = {IEEE},
abstract = {Smart Cyber-Physical Environments are augmented physical environments whose behaviours are enhanced through the use of ICT technologies. The goal is to offer new services and functionalities devoted to meet people's needs and preferences, and to better exploit existing services and infrastructures. The use of IoT technologies, paired with the edge computing, fosters the development of Smart Environment applications having the important features of reliability, scalability and extensibility. This paper proposes an approach for the design and the implementation of Smart Cyber Physical Environment applications having the aforementioned features. The approach relies on the use of isapiens which is an IoT platform enabling edge computing through the exploitation of the agent metaphor. Such platform provides effective abstractions which are able to hide heterogeneity of both the adopted hardware devices and communication protocols. The approach is validated through a case study involving the realization of a Smart Office prototype for profiling and monitoring daily working activities and performing actuations in the environment on the basis of the obtained information.},
keywords = {Agent Computing, Cyber-Physical Systems, Edge computing, internet of things, smart environments, Smart Office},
pubstate = {published},
tppubtype = {inproceedings}
}
Smart Cyber-Physical Environments are augmented physical environments whose behaviours are enhanced through the use of ICT technologies. The goal is to offer new services and functionalities devoted to meet people's needs and preferences, and to better exploit existing services and infrastructures. The use of IoT technologies, paired with the edge computing, fosters the development of Smart Environment applications having the important features of reliability, scalability and extensibility. This paper proposes an approach for the design and the implementation of Smart Cyber Physical Environment applications having the aforementioned features. The approach relies on the use of isapiens which is an IoT platform enabling edge computing through the exploitation of the agent metaphor. Such platform provides effective abstractions which are able to hide heterogeneity of both the adopted hardware devices and communication protocols. The approach is validated through a case study involving the realization of a Smart Office prototype for profiling and monitoring daily working activities and performing actuations in the environment on the basis of the obtained information.
2016
Cicirelli, Franco; Fortino, Giancarlo; Giordano, Andrea; Guerrieri, Antonio; Spezzano, Giandomenico; Vinci, Andrea
On the Design of Smart Homes: A Framework for Activity Recognition in Home Environment Journal Article
In: Journal of medical systems, vol. 40, no. 9, pp. 200, 2016, ISSN: 0148-5598.
Abstract | Links | BibTeX | Tags: activity recognition, analytics, cloud computing, domus, internet of things, multi-agent systems, smart homes, wearable wireless body sensor networks, wireless sensor and actuator networks
@article{cicirelli2016design,
title = {On the Design of Smart Homes: A Framework for Activity Recognition in Home Environment},
author = {Franco Cicirelli and Giancarlo Fortino and Andrea Giordano and Antonio Guerrieri and Giandomenico Spezzano and Andrea Vinci},
doi = {doi:10.1007/s10916-016-0549-7},
issn = {0148-5598},
year = {2016},
date = {2016-07-28},
urldate = {2016-07-28},
journal = {Journal of medical systems},
volume = {40},
number = {9},
pages = {200},
publisher = {Springer US},
abstract = {A smart home is a home environment enriched with sensing, actuation, communication and computation capabilities which permits to adapt it to inhabitants preferences and requirements. Establishing a proper strategy of actuation on the home environment can require complex computational tasks on the sensed data. This is the case of activity recognition, which consists in retrieving high-level knowledge about what occurs in the home environment and about the behaviour of the inhabitants. The inherent complexity of this application domain asks for tools able to properly support the design and implementation phases. This paper proposes a framework for the design and implementation of smart home applications focused on activity recognition in home environments. The framework mainly relies on the Cloud-assisted Agent-based Smart home Environment (CASE) architecture offering basic abstraction entities which easily allow to design and implement Smart Home applications. CASE is a three layered architecture which exploits the distributed multi-agent paradigm and the cloud technology for offering analytics services. Details about how to implement activity recognition onto the CASE architecture are supplied focusing on the low-level technological issues as well as the algorithms and the methodologies useful for the activity recognition. The effectiveness of the framework is shown through a case study consisting of a daily activity recognition of a person in a home environment.},
keywords = {activity recognition, analytics, cloud computing, domus, internet of things, multi-agent systems, smart homes, wearable wireless body sensor networks, wireless sensor and actuator networks},
pubstate = {published},
tppubtype = {article}
}
A smart home is a home environment enriched with sensing, actuation, communication and computation capabilities which permits to adapt it to inhabitants preferences and requirements. Establishing a proper strategy of actuation on the home environment can require complex computational tasks on the sensed data. This is the case of activity recognition, which consists in retrieving high-level knowledge about what occurs in the home environment and about the behaviour of the inhabitants. The inherent complexity of this application domain asks for tools able to properly support the design and implementation phases. This paper proposes a framework for the design and implementation of smart home applications focused on activity recognition in home environments. The framework mainly relies on the Cloud-assisted Agent-based Smart home Environment (CASE) architecture offering basic abstraction entities which easily allow to design and implement Smart Home applications. CASE is a three layered architecture which exploits the distributed multi-agent paradigm and the cloud technology for offering analytics services. Details about how to implement activity recognition onto the CASE architecture are supplied focusing on the low-level technological issues as well as the algorithms and the methodologies useful for the activity recognition. The effectiveness of the framework is shown through a case study consisting of a daily activity recognition of a person in a home environment.
Giordano, Andrea; Spezzano, Giandomenico; Vinci, Andrea
A Smart Platform for Large-Scale Networked Cyber-Physical Systems Book Chapter
In: Management of Cyber Physical Objects in the Future Internet of Things Methods, Architectures and Applications, Springer, 2016.
BibTeX | Tags: cyber physical systems, internet of things, multi-agent systems
@inbook{giordano2016smart,
title = {A Smart Platform for Large-Scale Networked Cyber-Physical Systems},
author = {Andrea Giordano and Giandomenico Spezzano and Andrea Vinci},
year = {2016},
date = {2016-01-01},
booktitle = {Management of Cyber Physical Objects in the Future Internet of Things Methods, Architectures and Applications},
publisher = {Springer},
keywords = {cyber physical systems, internet of things, multi-agent systems},
pubstate = {published},
tppubtype = {inbook}
}
Giordano, Andrea; Spezzano, Giandomenico; Vinci, Andrea
Smart Agents and Fog Computing for Smart City Applications Proceedings Article
In: E. Alba, Chicano (Ed.): Smart Cities. Smart-CT 2016, pp. 137–146, Springer International Publishing 2016.
BibTeX | Tags: cyber physical systems, fog computing, internet of things, multi-agent systems, res-novae, smart city
@inproceedings{giordano2016smartb,
title = {Smart Agents and Fog Computing for Smart City Applications},
author = {Andrea Giordano and Giandomenico Spezzano and Andrea Vinci},
editor = {Alba, E., Chicano, F., Luque, G.},
year = {2016},
date = {2016-01-01},
urldate = {2016-01-01},
booktitle = {Smart Cities. Smart-CT 2016},
pages = {137–146},
organization = {Springer International Publishing},
series = {Lecture Notes in Computer Science},
keywords = {cyber physical systems, fog computing, internet of things, multi-agent systems, res-novae, smart city},
pubstate = {published},
tppubtype = {inproceedings}
}
Cicirelli, Franco; Fortino, Giancarlo; Guerrieri, Antonio; Spezzano, Giandomenico; Vinci, Andrea
A meta-model framework for the design and analysis of smart cyber-physical environments Proceedings Article
In: 20th IEEE International Conference on Computer Supported Cooperative Work in Design, CSCWD 2016, Nanchang, China, May 4-6, 2016, pp. 687–692, IEEE, 2016.
Links | BibTeX | Tags: cyber physical systems, development methodology, internet of things, modeling, smart environments, uml
@inproceedings{CicirelliFGSV16,
title = {A meta-model framework for the design and analysis of smart cyber-physical environments},
author = {Franco Cicirelli and Giancarlo Fortino and Antonio Guerrieri and Giandomenico Spezzano and Andrea Vinci},
url = {http://dx.doi.org/10.1109/CSCWD.2016.7566072},
doi = {10.1109/CSCWD.2016.7566072},
year = {2016},
date = {2016-01-01},
booktitle = {20th IEEE International Conference on Computer Supported Cooperative
Work in Design, CSCWD 2016, Nanchang, China, May 4-6, 2016},
pages = {687–692},
publisher = {IEEE},
keywords = {cyber physical systems, development methodology, internet of things, modeling, smart environments, uml},
pubstate = {published},
tppubtype = {inproceedings}
}
2015
Spezzano, Giandomenico; Vinci, Andrea
Pattern Detection in Cyber-Physical Systems Journal Article
In: Procedia Computer Science, vol. 52, pp. 1016–1021, 2015.
BibTeX | Tags: cyber physical systems, data stream mining, monitor applications, res-novae, stream clustering
@article{spezzano2015pattern,
title = {Pattern Detection in Cyber-Physical Systems},
author = {Giandomenico Spezzano and Andrea Vinci},
year = {2015},
date = {2015-01-01},
urldate = {2015-01-01},
journal = {Procedia Computer Science},
volume = {52},
pages = {1016–1021},
publisher = {Elsevier},
keywords = {cyber physical systems, data stream mining, monitor applications, res-novae, stream clustering},
pubstate = {published},
tppubtype = {article}
}
Giordano, Andrea; Spezzano, Giandomenico; Sunarsa, Hanry; Vinci, Andrea
Twitter to integrate human and Smart Objects by a Web of Things architecture Proceedings Article
In: Computer Supported Cooperative Work in Design (CSCWD), 2015 IEEE 19th International Conference on, pp. 355–361, IEEE 2015.
BibTeX | Tags: internet of things, smart objects, twitter
@inproceedings{giordano2015twitter,
title = {Twitter to integrate human and Smart Objects by a Web of Things architecture},
author = {Andrea Giordano and Giandomenico Spezzano and Hanry Sunarsa and Andrea Vinci},
year = {2015},
date = {2015-01-01},
booktitle = {Computer Supported Cooperative Work in Design (CSCWD), 2015 IEEE 19th International Conference on},
pages = {355–361},
organization = {IEEE},
keywords = {internet of things, smart objects, twitter},
pubstate = {published},
tppubtype = {inproceedings}
}
Fortino, Giancarlo; Giordano, Andrea; Guerrieri, Antonio; Spezzano, Giandomenico; Vinci, Andrea
A Data Analytics Schema for Activity Recognition in Smart Home Environments Proceedings Article
In: Ubiquitous Computing and Ambient Intelligence. Sensing, Processing, and Using Environmental Information: 9th International Conference, UCAmI 2015, Puerto Varas, Chile, December 1-4, 2015, Proceedings, pp. 91, Springer 2015.
BibTeX | Tags: activity recognition, analytics, cloud computing, internet of things, multi-agent systems, smart homes, wireless sensor and actuator networks
@inproceedings{fortino2015data,
title = {A Data Analytics Schema for Activity Recognition in Smart Home Environments},
author = {Giancarlo Fortino and Andrea Giordano and Antonio Guerrieri and Giandomenico Spezzano and Andrea Vinci},
year = {2015},
date = {2015-01-01},
booktitle = {Ubiquitous Computing and Ambient Intelligence. Sensing, Processing, and Using Environmental Information: 9th International Conference, UCAmI 2015, Puerto Varas, Chile, December 1-4, 2015, Proceedings},
volume = {9454},
pages = {91},
organization = {Springer},
keywords = {activity recognition, analytics, cloud computing, internet of things, multi-agent systems, smart homes, wireless sensor and actuator networks},
pubstate = {published},
tppubtype = {inproceedings}
}
Garofalo, Giuseppina; Giordano, Andrea; Spezzano, Giandomenico; Vinci, Andrea
Definizione e sperimentazione di un sistema per la gestione dei deflussi nella rete idrica tramite smart object Technical Report
2015.
BibTeX | Tags: combined sewer overflow, flooding, real-time control, swarm intelligence, urban drainage system
@techreport{CNRPRODOTTI342299,
title = {Definizione e sperimentazione di un sistema per la gestione dei deflussi nella rete idrica tramite smart object},
author = {Giuseppina Garofalo and Andrea Giordano and Giandomenico Spezzano and Andrea Vinci},
year = {2015},
date = {2015-01-01},
keywords = {combined sewer overflow, flooding, real-time control, swarm intelligence, urban drainage system},
pubstate = {published},
tppubtype = {techreport}
}
Spezzano, Giandomenico; Vinci, Andrea
Realizzazione di un algoritmo bio-ispirato per il clustering di stream di dati evolventi su architettura GPU Technical Report
2015.
BibTeX | Tags: data stream mining, general purpose GPU computing, swarm intelligence
@techreport{CNRPRODOTTI342302,
title = {Realizzazione di un algoritmo bio-ispirato per il clustering di stream di dati evolventi su architettura GPU},
author = {Giandomenico Spezzano and Andrea Vinci},
year = {2015},
date = {2015-01-01},
keywords = {data stream mining, general purpose GPU computing, swarm intelligence},
pubstate = {published},
tppubtype = {techreport}
}
2014
Giordano, Andrea; Spezzano, Giandomenico; Vinci, Andrea
Rainbow: an Intelligent Platform for Large-Scale Networked Cyber-Physical Systems. Proceedings Article
In: Fortino, Giancarlo; Karnouskos, Stamatis; Marrón, Pedro José (Ed.): Proceedings of the 5th International Workshop on Networks of Cooperating Objects for Smart Cities 2014 (UBICITEC 2014) co-located with CPS 2014, Berlin, Germany, Apr 14, 2014., pp. 70–85, CEUR-WS.org, 2014, ISSN: 1613-0073.
Abstract | Links | BibTeX | Tags: cloud computing, cyber physical systems, multi-agent systems, res-novae, smart city, swarm intelligence
@inproceedings{giordano2014rainbow,
title = {Rainbow: an Intelligent Platform for Large-Scale Networked Cyber-Physical Systems.},
author = {Andrea Giordano and Giandomenico Spezzano and Andrea Vinci},
editor = {Giancarlo Fortino and Stamatis Karnouskos and Pedro José Marrón},
url = {http://ceur-ws.org/Vol-1156/paper6.pdf},
issn = {1613-0073},
year = {2014},
date = {2014-01-01},
urldate = {2014-01-01},
booktitle = {Proceedings of the 5th International Workshop on Networks of Cooperating Objects for Smart Cities 2014 (UBICITEC 2014) co-located with CPS 2014, Berlin, Germany, Apr 14, 2014.},
volume = {1156},
pages = {70–85},
publisher = {CEUR-WS.org},
series = {CEUR Workshop Proceedings},
abstract = {Recent advancements in the fields of embedded systems,communication technologies and computer science, have laid the foundations for new kinds of applications in which a plethora of physical devices are interconnected and immersed in an environment together with human beings. These so-called Cyber-Physical Systems (CPS) issue a design challenge for new architecture in order to cope with problems such as the heterogeneity of devices, the intrinsically distributed nature of these systems, the lack of reliability in communications, etc. In this paper we introduce Rainbow, an architecture designed to address CPS issues. Rainbow hides heterogeneity by providing a Virtual Object (VO) concept, and addresses the distributed nature of CPS introducing a distributed multi-agent system on top of the physical part. Rainbow aims to get the computation close to the sources of information (i.e., the physical devices) and addresses the dynamic adaptivity requirements of CPS by using Swarm Intelligence algorithms.},
keywords = {cloud computing, cyber physical systems, multi-agent systems, res-novae, smart city, swarm intelligence},
pubstate = {published},
tppubtype = {inproceedings}
}
Recent advancements in the fields of embedded systems,communication technologies and computer science, have laid the foundations for new kinds of applications in which a plethora of physical devices are interconnected and immersed in an environment together with human beings. These so-called Cyber-Physical Systems (CPS) issue a design challenge for new architecture in order to cope with problems such as the heterogeneity of devices, the intrinsically distributed nature of these systems, the lack of reliability in communications, etc. In this paper we introduce Rainbow, an architecture designed to address CPS issues. Rainbow hides heterogeneity by providing a Virtual Object (VO) concept, and addresses the distributed nature of CPS introducing a distributed multi-agent system on top of the physical part. Rainbow aims to get the computation close to the sources of information (i.e., the physical devices) and addresses the dynamic adaptivity requirements of CPS by using Swarm Intelligence algorithms.
Giordano, Andrea; Spezzano, Giandomenico; Vinci, Andrea; Garofalo, Giuseppina; Piro, Patrizia
A cyber-physical system for distributed real-time control of urban drainage networks in smart cities Proceedings Article
In: Fortino, Giancarlo; Fatta, Giuseppe Di; Li, Wenfeng; Ochoa, Sergio F.; Cuzzocrea, Alfredo; Pathan, Mukaddim (Ed.): Internet and Distributed Computing Systems – 7h International Conference on Internet and Distributed Computing Systems, IDCS 2014, Calabria, Italy, September 22-24, 2014. Proceedings, pp. 87–98, Springer International Publishing Springher, 2014, ISBN: 978-3-319-11691-4.
Abstract | Links | BibTeX | Tags: combined sewer overflow, cyber physical systems, flooding, multi-agent systems, real-time control, res-novae, smart city, swarm intelligence, urban drainage system, wireless sensor and actuator networks
@inproceedings{giordano2014cyber,
title = {A cyber-physical system for distributed real-time control of urban drainage networks in smart cities},
author = {Andrea Giordano and Giandomenico Spezzano and Andrea Vinci and Giuseppina Garofalo and Patrizia Piro},
editor = {Giancarlo Fortino and Giuseppe Di Fatta and Wenfeng Li and Sergio F. Ochoa and Alfredo Cuzzocrea and Mukaddim Pathan},
doi = {10.1007/978-3-319-11692-1_8},
isbn = {978-3-319-11691-4},
year = {2014},
date = {2014-01-01},
urldate = {2014-01-01},
booktitle = {Internet and Distributed Computing Systems - 7h International Conference on Internet and Distributed Computing Systems, IDCS 2014, Calabria, Italy, September 22-24, 2014. Proceedings},
volume = {8729},
pages = {87–98},
publisher = {Springher},
organization = {Springer International Publishing},
series = {Lecture Notes in Computer Science},
abstract = {This paper focuses on a distributed real time control approach applied to drainage networks. The increasing of urbanization and climate change heightens the challenge for new technologies to be developed for drainage networks. Higher runoff volume, produced by the increase in impervious surfaces and intense rain events, overwhelms the existing urban drainage systems. Recent technical improvements have enabled the exploitation of real-time control on drainage networks. The novelty in this paper regards the use of a totally decentralized approach based on a proper combination of a Gossip-based algorithm, which ensures a global correct behaviour even if local faults occur, and a classic controlling technique (PID) used for local actuations.},
keywords = {combined sewer overflow, cyber physical systems, flooding, multi-agent systems, real-time control, res-novae, smart city, swarm intelligence, urban drainage system, wireless sensor and actuator networks},
pubstate = {published},
tppubtype = {inproceedings}
}
This paper focuses on a distributed real time control approach applied to drainage networks. The increasing of urbanization and climate change heightens the challenge for new technologies to be developed for drainage networks. Higher runoff volume, produced by the increase in impervious surfaces and intense rain events, overwhelms the existing urban drainage systems. Recent technical improvements have enabled the exploitation of real-time control on drainage networks. The novelty in this paper regards the use of a totally decentralized approach based on a proper combination of a Gossip-based algorithm, which ensures a global correct behaviour even if local faults occur, and a classic controlling technique (PID) used for local actuations.
Giordano, Andrea; Spezzano, Giandomenico; Vinci, Andrea
Designing Cyber-Physical Systems for Smart Infrastructures: The Rainbow Platform. Journal Article
In: ERCIM News, vol. 2014, no. 97, 2014, ISSN: 09264981.
Abstract | Links | BibTeX | Tags: cyber physical systems, multi-agent systems, res-novae, smart city
@article{giordano2014designing,
title = {Designing Cyber-Physical Systems for Smart Infrastructures: The Rainbow Platform.},
author = {Andrea Giordano and Giandomenico Spezzano and Andrea Vinci},
url = {http://ercim-news.ercim.eu/images/stories/EN97/EN97-web.pdf},
issn = {09264981},
year = {2014},
date = {2014-01-01},
urldate = {2014-01-01},
journal = {ERCIM News},
volume = {2014},
number = {97},
publisher = {ERCIM},
series = {ERCIM news},
abstract = {Although Cyber-Physical System (CPS) technologies are essential for the creation of smart infrastructures, enabling the optimization and management of resources and facilities, they
represent a design challenge. The Rainbow platform has been developed to facilitate the development of new CPS architectures.},
keywords = {cyber physical systems, multi-agent systems, res-novae, smart city},
pubstate = {published},
tppubtype = {article}
}
Although Cyber-Physical System (CPS) technologies are essential for the creation of smart infrastructures, enabling the optimization and management of resources and facilities, they
represent a design challenge. The Rainbow platform has been developed to facilitate the development of new CPS architectures.
represent a design challenge. The Rainbow platform has been developed to facilitate the development of new CPS architectures.
Garofalo, Giuseppina; Giordano, Andrea; Vinci, Andrea
Applicazione di un sistema distribuito di controllo in tempo reale di una rete di drenaggio urbano Proceedings Article
In: XXXIV Congresso Nazionale di Idraulica e Costruzioni Idrauliche (IDRA 2014), Zaccaria Editore 2014.
BibTeX | Tags: cyber physical systems, flooding, multi-agent systems, real-time control, smart city, urban drainage system
@inproceedings{garofalo2014applicazione,
title = {Applicazione di un sistema distribuito di controllo in tempo reale di una rete di drenaggio urbano},
author = {Giuseppina Garofalo and Andrea Giordano and Andrea Vinci},
year = {2014},
date = {2014-01-01},
booktitle = {XXXIV Congresso Nazionale di Idraulica e Costruzioni Idrauliche (IDRA 2014)},
organization = {Zaccaria Editore},
keywords = {cyber physical systems, flooding, multi-agent systems, real-time control, smart city, urban drainage system},
pubstate = {published},
tppubtype = {inproceedings}
}
Giordano, Andrea; Spezzano, Giandomenico; Vinci, Andrea
Analisi e progettazione di algoritmi di data mining streaming per l’analisi online dei dati. Technical Report
2014.
BibTeX | Tags: data stream mining, data stream processing
@techreport{CNRPRODOTTI342297,
title = {Analisi e progettazione di algoritmi di data mining streaming per l'analisi online dei dati.},
author = {Andrea Giordano and Giandomenico Spezzano and Andrea Vinci},
year = {2014},
date = {2014-01-01},
keywords = {data stream mining, data stream processing},
pubstate = {published},
tppubtype = {techreport}
}
Giordano, Andrea; Spezzano, Giandomenico; Vinci, Andrea
Definizione di algoritmi per la gestione di eventi provenienti da Smart Object in ambito Cloud Technical Report
2014.
BibTeX | Tags: cloud computing, complex event processing, multi-agent systems
@techreport{CNRPRODOTTI342298,
title = {Definizione di algoritmi per la gestione di eventi provenienti da Smart Object in ambito Cloud},
author = {Andrea Giordano and Giandomenico Spezzano and Andrea Vinci},
year = {2014},
date = {2014-01-01},
keywords = {cloud computing, complex event processing, multi-agent systems},
pubstate = {published},
tppubtype = {techreport}
}
Giordano, Andrea; Spezzano, Giandomenico; Vinci, Andrea
Smart Object e forme di cooperazione Technical Report
2014.
BibTeX | Tags: internet of things, smart objects, swarm intelligence
@techreport{CNRPRODOTTI342296,
title = {Smart Object e forme di cooperazione},
author = {Andrea Giordano and Giandomenico Spezzano and Andrea Vinci},
year = {2014},
date = {2014-01-01},
keywords = {internet of things, smart objects, swarm intelligence},
pubstate = {published},
tppubtype = {techreport}
}
2013
Belcastro, Loris; Giordano, Andrea; Spezzano, Giandomenico; Vinci, Andrea
Definizione dell’architettura software di un Sistema Cyber-Physical Technical Report
2013.
BibTeX | Tags: cyber physical systems, internet of things, multi-agent systems
@techreport{CNRPRODOTTI342295,
title = {Definizione dell'architettura software di un Sistema Cyber-Physical},
author = {Loris Belcastro and Andrea Giordano and Giandomenico Spezzano and Andrea Vinci},
year = {2013},
date = {2013-01-01},
keywords = {cyber physical systems, internet of things, multi-agent systems},
pubstate = {published},
tppubtype = {techreport}
}