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Centralized network intelligence vs. decentralized network intelligence [chapter]

Josef Ferchenbauer
2000 Telecommunication Network Intelligence  
It works out the advantages and disadvantages of a centralized and decentralized network intelligence approach on an example.  ...  Often operators and vendors have to decide whether a new service shall be introduced into the network via centralized or decentralized service logic.  ...  Centralized network intelligence vs. decentralized network intelligence It is very important that these connections are highly reliable, i.e. the downtime of such connections has to be minimized as much  ... 
doi:10.1007/978-0-387-35522-1_30 dblp:conf/smartnet/Ferchenbauer00 fatcat:phkwmpq7efcsnb35i575ygcpvy

The Way of the DAO: Toward Decentralizing the Tactile Internet

Abdeljalil Beniiche, Amin Ebrahimzadeh, Martin Maier
2021 IEEE Network  
Figure 3 shows the average task completion time vs. computation offloading probability of the partially decentralized end-users for different N Edge and N PD .  ...  time (in seconds) vs. computation offloading probability for different numbers of partially decentralized end-users (N PD ) and AI enhanced MEC servers (N Edge ).  ... 
doi:10.1109/mnet.021.1900667 fatcat:pnclccq2bjaszipl4s3admqv6y

Distributed Ride-Matching for Shared Ridehailing Service with Intelligent City Infrastructure [article]

Seyed Mehdi Meshkani, Bilal Farooq
2022 arXiv   pre-print
The application on downtown Toronto road network demonstrated that the distributed system resulted in a speed-up of 125 times in terms of computational time and showed high scalability.  ...  Moreover, the service rate in the proposed system improved by 7% compared to the centralized. However, the centralized system showed 29% and 17% improvement in wait time and detour time, respectively.  ...  total number of intelligent intersections Fig. 3 : distributed vs centralized: demand=25%, cap=4, ∆ = 30sec that receive ride request.  ... 
arXiv:2202.01121v3 fatcat:tsvwo6h6hbfi5hl2u53xp7w3om

Decentralized Federated Learning for UAV Networks: Architecture, Challenges, and Opportunities [article]

Yuben Qu, Haipeng Dai, Yan Zhuang, Jiafa Chen, Chao Dong, Fan Wu, Song Guo
2021 arXiv   pre-print
Thus motivated, in this article, we propose a novel architecture called DFL-UN (Decentralized Federated Learning for UAV Networks), which enables FL within UAV networks without a central entity.  ...  Empowering UAVs networks intelligence by artificial intelligence (AI) especially machine learning (ML) techniques is inevitable and appealing to enable the aforementioned applications.  ...  communication rounds heterogeneity is extremely challenging. between the decentralized FL and the conventional centralized Communication and energy efficiency vs.  ... 
arXiv:2104.07557v2 fatcat:s5bul36qyfg55ipexoswbkwfhq

Collective Intelligence using 5G: Concepts, Applications, and Challenges in Sociotechnical Environments

Arun Narayanan, Mohamed Korium, Dick Carrillo Melgarejo, Hafiz Majid Hussain, Arthur Sousa De Sena, Pedro Goria, Daniel Gutierrez-Rojas, Mehar Ullah, Ali Esmaeelnezhad, Mehdi Rasti, Evangelos Pournaras, Pedro H. J. Nardelli
2022 IEEE Access  
Fig. 3 illustrates the decentralized process of edge computing and contrasts it with the centralized process of cloud computing.  ...  They defined self-adaptive systems based on [20] and [21] along with a taxonomy of centralized and decentralized self-adaptive systems.  ... 
doi:10.1109/access.2022.3184035 fatcat:e3dmazzmlnawzj2x4pudldca7y

Biologically-Inspired Control for Multi-Agent Self-Adaptive Tasks

Chih-Han Yu, Radhika Nagpal
2010 PROCEEDINGS OF THE THIRTIETH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE AND THE TWENTY-EIGHTH INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE CONFERENCE  
These results provide a deeper understanding of the contrast between centralized and decentralized algorithms in multi-agent tasks and autonomous robot control.  ...  In contrast, biological systems can achieve intelligent group behaviors with each agent performing simple sensing and actions.  ...  Centralization vs.  ... 
doi:10.1609/aaai.v24i1.7705 fatcat:xf7vzyyaejeopgpogujs2qxpum

A distributed information system study

K. Ziegler
1979 IBM Systems Journal  
Harold, ‘‘Organized Intelligence: Oasis for MIS mi- rage,’ Data Management 15, No. 11, 16-22 (November 1977). Proposes as a replacement for MIS an Organization Intelligence Network (OIN).  ...  data archi- tecture, decentralized data architectures, decentralized data with centralized control, decentralized control, trade-offs in architecture, design, and manage- ment control. 9.  ... 
doi:10.1147/sj.183.0374 fatcat:4u3ugmqydbdmvngwkeod5jsvsu

The lean core in digital platforms

Xavier Olleros
2008 Technovation  
failure of other, also open but more centralized, platforms.  ...  This paper intends to illustrate and make more explicit the decentralization argument put forward in the literature on platform leadership.  ...  Whereas Videotex networks bet on tight integration and centralized intelligence, the Internet designers bet instead on modularity and distributed intelligence (Saltzer et al., 1984; Isenberg, 1997) .  ... 
doi:10.1016/j.technovation.2007.07.004 fatcat:arflv2vwujfxzmzqxhlteqmt2i

A Distributed Intelligence Architecture for B5G Network Automation [article]

Sayantini Majumdar and Riccardo Trivisonno and Georg Carle
2021 arXiv   pre-print
Centralized optimization avoids conflicts, but impractical in large-scale networks for time-critical applications.  ...  Distributed, pervasive intelligence is therefore envisaged in the evolution to B5G networks.  ...  A 95% confidence interval plot of Λ out vs. Λ in for Scenario 1, shown in Fig. 2 , indicates that MIO provides the optimal CPU allocation a centralized management system may achieve.  ... 
arXiv:2107.13268v2 fatcat:orwuyxi2yzhote2iz3sbz5ukdi

Applying Bio-Inspired Algorithms to Routing Problem Solution in FANET
Применение биоподобных алгоритмов для решения задачи маршрутизации в сетях FANET

A.V. Leonov
2017 Bulletin of the South Ural State University Ser Computer Technologies Automatic Control & Radioelectronics  
to solve a complicated task by UAVs under conditions of uncertainty, the groups should be organized not as a centralized system but as distr buted decentralized one.  ...  It underlies the so-called "swarm intelligence" (SI) [4] . intelligence" describes the collective behavior of a decentralized self organized system consisting of multiple agents, and it is considered  ...  В статье представлен краткий обзор существующих алгоритмов маршрутизации для Ad Hoc Networks, основанных на интеллекте роя (муравьиных и пчелиных колоний).  ... 
doi:10.14529/ctcr170201 fatcat:kf2d6tvfvrdbtpjnarbggsiabe

Index [chapter]

2021 Cultural-Historical Perspectives on Collective Intelligence  
centralized, , -,  decentralized, ,  network society, -,  networked individualism,  origins, , -,  ResearchGate,  predictive science, ,  printing press,   ...  civic, -, , -, -, - group intelligence test, - individual,  individual intelligence test,  instrumentarian, -, ,  social,  Internet, -, -, -,   ... 
doi:10.1017/9781108981361.017 fatcat:zi2mubyuerg4lbd73paktaplgu

Intelligent Manufacturing Control Systems: The Core of Smart Factory

Yu-Ju Lin, Shih-Hsuan Wei, Chin-Yin Huang
2019 Procedia Manufacturing  
This research proposes intelligent Manufacturing Control System (iMCS) as a core function of the smart factory to replace the conventional SCADA.  ...  This research proposes intelligent Manufacturing Control System (iMCS) as a core function of the smart factory to replace the conventional SCADA.  ...  iMCS vs.  ... 
doi:10.1016/j.promfg.2020.01.382 fatcat:ksx2ttqpbbakzikanlt4nvanxm

Application of Wireless Sensor and Actuator Networks to Achieve Intelligent Microgrids: A Promising Approach towards a Global Smart Grid Deployment

Alvaro Llaria, Guillaume Terrasson, Octavian Curea, Jaime Jiménez
2016 Applied Sciences  
Wireless Sensor and Actuator Networks (WSANs) are therefore a promising solution to achieve an intelligent management of MGs and, by extension, the SG.  ...  The number of domestic appliances is also high enough to make difficult any attempt of centralized real time management procedures.  ...  Centralized vs.  ... 
doi:10.3390/app6030061 fatcat:vso6sxs6ivagpglgy45kwmgomi

Development of a descriptive model for intralogistics as a foundation for an autonomous control method for intralogistics systems

Jan Schuhmacher, Vera Hummel
2018 Procedia Manufacturing  
Autonomous, decentralized material flow control systems distribute the required decision-making and control processes on intelligent logistic entities.  ...  Autonomous, decentralized material flow control systems distribute the required decision-making and control processes on intelligent logistic entities.  ...  Logistics as the connecting function between external and intracompany places of supply and demand is of central importance for future value creation networks.  ... 
doi:10.1016/j.promfg.2018.04.021 fatcat:ui3xeobzpfhwtes7hqll6q6yve

Transformative and disruptive role of local direct current power networks in power and transportation sectors

Prahaladh Paniyil, Rajendra Singh, Amir Asif, Vishwas Powar, Guneet Bedi, John Kimsey
2019 Facta universitatis - series Electronics and Energetics  
Finally, we conclude with data bolstering our argument towards the paradigm shift in the power network.  ...  This paper focusses on the decentralized power generation, storage and distribution through photovoltaics and lithium batteries.  ...  In a central network with many nodes, a hacker may have many points of centralized vulnerability to attack on. This is eliminated in a decentralized network as the data is distributed over network.  ... 
doi:10.2298/fuee1903387p fatcat:ckrt2oz4wfan5l7pdwdrhjkte4
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