An agent-based self-adaptation architecture for implementing smart devices in Smart Space

2011 ◽  
Vol 52 (4) ◽  
pp. 2335-2346 ◽  
Author(s):  
Ingeol Chun ◽  
Jeongmin Park ◽  
Haeyoung Lee ◽  
Wontae Kim ◽  
Seungmin Park ◽  
...  
Author(s):  
Xinjun Mao ◽  
Menggao Dong ◽  
Haibin Zhu

Development of self-adaptive systems situated in open and uncertain environments is a great challenge in the community of software engineering due to the unpredictability of environment changes and the variety of self-adaptation manners. Explicit specification of expected changes and various self-adaptations at design-time, an approach often adopted by developers, seems ineffective. This paper presents an agent-based approach that combines two-layer self-adaptation mechanisms and reinforcement learning together to support the development and running of self-adaptive systems. The approach takes self-adaptive systems as multi-agent organizations and enables the agent itself to make decisions on self-adaptation by learning at run-time and at different levels. The proposed self-adaptation mechanisms that are based on organization metaphors enable self-adaptation at two layers: fine-grain behavior level and coarse-grain organization level. Corresponding reinforcement learning algorithms on self-adaptation are designed and integrated with the two-layer self-adaptation mechanisms. This paper further details developmental technologies, based on the above approach, in establishing self-adaptive systems, including extended software architecture for self-adaptation, an implementation framework, and a development process. A case study and experiment evaluations are conducted to illustrate the effectiveness of the proposed approach.


2021 ◽  
Vol 2 (4) ◽  
pp. 1-20
Author(s):  
Changyuan Lin ◽  
Hamzeh Khazaei ◽  
Andrew Walenstein ◽  
Andrew Malton

Embedded sensors and smart devices have turned the environments around us into smart spaces that could automatically evolve, depending on the needs of users, and adapt to the new conditions. While smart spaces are beneficial and desired in many aspects, they could be compromised and expose privacy, security, or render the whole environment a hostile space in which regular tasks cannot be accomplished anymore. In fact, ensuring the security of smart spaces is a very challenging task due to the heterogeneity of devices, vast attack surface, and device resource limitations. The key objective of this study is to minimize the manual work in enforcing the security of smart spaces by leveraging the autonomic computing paradigm in the management of IoT environments. More specifically, we strive to build an autonomic manager that can monitor the smart space continuously, analyze the context, plan and execute countermeasures to maintain the desired level of security, and reduce liability and risks of security breaches. We follow the microservice architecture pattern and propose a generic ontology named Secure Smart Space Ontology (SSSO) for describing dynamic contextual information in security-enhanced smart spaces. Based on SSSO, we build an autonomic security manager with four layers that continuously monitors the managed spaces, analyzes contextual information and events, and automatically plans and implements adaptive security policies. As the evaluation, focusing on a current BlackBerry customer problem, we deployed the proposed autonomic security manager to maintain the security of a smart conference room with 32 devices and 66 services. The high performance of the proposed solution was also evaluated on a large-scale deployment with over 1.8 million triples.


2020 ◽  
Author(s):  
João Paulo Cardoso De Lima ◽  
Leandro Buss Becker ◽  
Frank Siqueira ◽  
Analucia Schaffino Morales ◽  
Gustavo Medeiros De Araújo

The growing development of smart devices makes it possible to create new distributed applications targeted for smart spaces. The design of intelligent spaces assumes that there is an infrastructure to support the applications requirements. Many academic works have proposed middlewares that provide an abstraction for the use of network services. The network services of an smart space, such as an automated home, can have different communications interfaces. Accordingly, we developed a middleware called UDP4US (Universal Device Pipe for Ubiquitous Services) which was designed to abstract different patterns of communication, keeping the discovery of devices on a local network services. In this paper, we present a new UDP4US architecture component that aims to expose the local network devices services to the Internet. The new component was developed with the REST technology, thus the devices services can be discovered and accessed over the Internet. The new component was exhaustively tested in order to find the liits of its effectiveness. The evaluation of the new component was performed by measuring its discovery and execution times plus the success rate of the services execution exposed over the Internet. The results from the present work are important to guide a better design of distributed applications for smart places.


2010 ◽  
Vol 80 (1) ◽  
pp. 63-68 ◽  
Author(s):  
R. M. Yusupov ◽  
A. L. Ronzhin
Keyword(s):  

Author(s):  
Jorge Perdigao

In 1955, Buonocore introduced the etching of enamel with phosphoric acid. Bonding to enamel was created by mechanical interlocking of resin tags with enamel prisms. Enamel is an inert tissue whose main component is hydroxyapatite (98% by weight). Conversely, dentin is a wet living tissue crossed by tubules containing cellular extensions of the dental pulp. Dentin consists of 18% of organic material, primarily collagen. Several generations of dentin bonding systems (DBS) have been studied in the last 20 years. The dentin bond strengths associated with these DBS have been constantly lower than the enamel bond strengths. Recently, a new generation of DBS has been described. They are applied in three steps: an acid agent on enamel and dentin (total etch technique), two mixed primers and a bonding agent based on a methacrylate resin. They are supposed to bond composite resin to wet dentin through dentin organic component, forming a peculiar blended structure that is part tooth and part resin: the hybrid layer.


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