Therefore it is important to develop the common usn middleware for flexible integration between the sensor networks and applications. Semantic sensor networks ceur workshop proceedings. Distribution strategies for collaborativeand adaptive sensor networks. This article describes the ontology, its development, an example and current uses. We describe a semantically rich, modeldriven approach to a practical soa for sensor networks. Sensor network ontology developed by the w3c semantic sensor network incubator group. As wireless sensor networks become carriers for the majority of pervasive distributed devices, a network management system designed to perform wsnspecific management. Ontologydriven adaptive sensor networks ebiquity umbc. Joshi, ontologydriven adaptive sensor networks, in proc.
Semantic sensor networks use declarative descriptions of sen sors promote. We proposed an ontologydriven adaptive system for the smart management of the patient treatment based on autonomic computing. It relies on a medical ontology to direct the acquisition of clinic data from a clinical data warehouse and uses an automated analytic system to apply a sequence of machine learning algorithms that create applications for diagnostic screening. The relationships of the sensor nodes are constructed in the ontology. Distributed ontologybased monitoring on the ibbt wilab. Pdf a wireless sensor network deployed in an area of interest is affected by variations in environmental conditions associated with that area. Sensor networks are dense wired or wireless networks. An architecture for sensor web applications by deshendran moodley submitted in ful. This section explains the rationale and method for modularisation of the ssn. Sasikanth avancha, anupam joshi, chintan patel, et al. Networking and services, boston, ma, usa, 2225 august 2004. These practices enable the ontologies to do the doubleduty of first structuring data and then driving generic applications by. Semantic web technologies with sensor networks dates back to 2005 and was called semantic sensor nets 7. Ontologybased architecture for intelligent transportation systems using a traffic sensor network.
Hssn proceedings of the 23rd international database applications. A survey of the semantic specification of sensors ceur. Tsiligiridis informatics laboratory, agricultural university of athens, 75 iera odos street, athens 11855, greece. Control as a service architecture to support contextaware control. Adaptive design optimization of wireless sensor networks using genetic algorithms q konstantinos p. The sensors may be powered or harvest power from their environment and. In this paper an ontologydriven architecture to improve the driving environment through a traffic sensor network is proposed. Sasikanth avancha 4776 drayton green baltimore, md 21227 phone. Extension of the semantic sensor network ontology for. An ontology for sensor networks should capture information about sensor capabilities, performance. Ontology driven adaptive data processing in wireless. Joshi ontologydriven adaptive sensor networks, first annual international conference on mobile and ubiquitous systems.
Ontologydriven applications using adaptive ontologies ai3adaptive information. Sensor networks actuator networks collaborative processing embedded software design scalable information architecture mems signal processing energy harvesting largearea sensoractuator arrays modular reconfiguration constraint based control adaptive optimization idsqcadr location services group. Towards adaptive sensor networks uppsala university. In the remainder of this paper, we first present a motivating use case for an soa on a sensor network middleware in section 2. Representation and validation of domain and range restrictions in a relational database driven ontology maintenance system, patrick garrett. Adaptive design optimization of wireless sensor networks. A predictiondriven adaptation approach for selfadaptive. In this paper, we propose a wireless sensor networks ontology wisno for flexible modeling of sensor data. Avancha, patel and joshi 9 describe an ontology for adaptive sensor networks, where nodes. It aims to acquire context information at realtime. Sensors free fulltext ontologybased architecture for. Energydriven adaptive clustering data collection protocol.
These ontologies set the structural basis for all subsequent data display, analysis, inferencing, entailments, and the like. Previous work has presented adaptive distributed mac and transport level congestion response, 16. We refer to this system as the ontologydriven diagnostic modeling system odms. Ontologydriven apps using generic applications ai3. An ontologybased context model for wireless sensor network wsn management in the internet of things yang liu, boonchong seet and adnan alanbuky. In proceedings of the first annual international conference on mobile and ubiquitous systems. Wireless sensor networks, neural networks, fuzzy logic, etc. Extension of the semantic sensor network ontology for wireless sensor networks. Proceedings of the 2nd international conference on scalable information systems. Ontology alignment architecture for semantic sensor web.
A wireless sensor network deployed in an area of interest is affected by variations in environmental. Roger eastman, craig schlenoff, stephen balakirsky, tsai hong. The stimulussensorobservation ontology design pattern. It is important to provide adaptive data processing in wireless sensor networks in order to deal with various applications. He is a member of editorial board of iaeng international journal of computer science. Crosslayer design through joint routing and link allocation in wireless sensor networks, xuan gong.
An ontologybased sensor network prototype environment. It must adapt to these variations in order to continue functioning as desired by the user. We have developed a smart ontologydriven iot platform which can significantly improve the scalability and efficiency of the deployment and management of largescale iot infrastructures. A lowrisk path to the open world, semantic enterprise ok, youve been reading the literature and perhaps have attended a conference or two. A generic language to describe sensor assets semantic interoperability the ability of communicating entities to share unambiguous meaning wikipedia syntactic interoperability provided by the ogc standards is a prerequisite to semantic interoperability. Each node provides its current energy level and the state of each onboard sensor to a clusterhead. A wireless sensor network deployed in an area of inter est is affected by variations in environmental conditions as sociated with that area. The fifth international conference on information processing in sensor networks, ipsn 2006, nashville, tn. Unfortunately, today, this involves a substantial amount of manual.
An ontology for attacks in wireless sensor networks. Semantic sensor networks, ontology, sensor mobility. However, no one of these ontologies covers the fault domain of wireless sensor networks. A probabilistic framework for uncertainty in semantic web pdf extracting cybersecurity related entities, terms and concepts from text. Ontologydriven applications using adaptive ontologies by. Adaptive ontologies set the structural basis for all subsequent data display, analysis, inferencing, entailments, and the like. An application based on the sensor network also has various requirements to provide services to users. The first annual international conference on mobile and ubiquitous systems. The adaptation is based on tpo which is a flexible semantic representation of the medical interventions and their characteristics that underpin the personalization of the patient treatment.
Pdf ontology driven interactive healthcare with wearable. We call this general design and architecture ontologydriven applications. With the increasing application of wireless sensor networks wsn, the security requirements for wireless sensor network communications have become critical. Intelligent service processing in common usn middleware. In 2008 a framework named semantic sensor web 8 was proposed.
The ssn ontology of the w3c semantic sensor network. Ontologydriven applications using adaptive ontologies. The fourth international conference on models and ontology. Sensor networks are increasingly becoming one of the main sources of big. Energydriven adaptive clustering data collection protocol in wireless sensor networks yongcai wang, qianchuan zhao and dazhong zheng department of automation tsinghua university beijing, 84, p. One of the major issues practitioner s raised with the semantic sensor network ontology as defined in the xg is its complexity, partly due to the layering underneath the dolce ultralite upperlevel ontology. Joshi, ontologydriven adaptive sensor networks, inproceedings, mobiquitous 2004, august 2004. Ontology driven bees foraging approach based self adaptive online recommendation system. Guo, m ontology driven adaptive data processing in wireless sensor networks. We call them adaptive because we embrace a set of unique best practices. Computer science masters theses computer science theses. To manage the knowledge related to the sensor domain we have used the semantic sensor network ontology ssn which can model sensor devices, systems, processes, observations and knowledge of the environment. Ontologybased access to sensor data streams universidad. The ssn ontology was developed by the semantic sensor networks incubator group belonging to the world wide web consortium w3c.
An ontologybased context model for wireless sensor. In section 3 we describe an approach to modeling services on the sensor network using annotated uml. The stimulussensorobservation ontology design pattern and its integration into the. A fault fuzzyontology for large scale faulttolerant. Applying an ontology to a patrol intrusion detection. Distribution strategies for collaborativeand adaptive. Thus, the goal of this study is not to develop sensor network ontology but to complete existing ones by integrating the fault domain concepts. Ontologybased architecture for intelligent transportation. An adaptive ontology mapping approach with neural network based. In the second phase, each clusterhead executes an efficient, ontology driven algorithm to determine the future state of the network under existing conditions, based on information received from each sensor node. Conventional iot infrastructure deployments require complex configurations and management at the sensor devices, gateway and the backend levels. Each sensor node transmits its connection information. In the second phase, each clusterhead executes an efficient, ontologydriven algorithm to determine the future state of the network under existing conditions, based on information received from each sensor node. Ontology was first applied in sensor networks in 2004.
Wireless sensor networks wsns are made up of nodes with limited. Ontologydriven adaptive sensor networks ieee conference. A novel ontology for sensor networks data citeseerx. In order to optimize intelligent applications driven by various sensors, it is vital to properly. Semantic sensor network ontology author w3c semantic sensor network incubator group description this ontology describes sensors and observations, and related concepts. Semantic infrastructure for wireless sensor networks ncbi. Joshi, ontologydriven adaptive sensor networks, in proceedings of the 1st annual international conference on mobile and ubiquitous systems mobiquitous 04, pp. A wireless sensor network deployed in an area of interest is affected by variations in environmental conditions associated with that area. Ontology driven adaptive data processing in wireless sensor networks, in. Wireless sensor networks are used for various types of applications including environmental monitoring, industrial condition monitoring, building surveillance, and intelligent homes 35. Wireless sensor networks wsns have many potential applications.
Our approach relies on what we call adaptive ontologies. The w3c semantic sensor network incubator group ssnxg defined an owl 2 ontology to describe the capabilities and properties of sensors, the act of sensing and the resulting observations. Ijgi free fulltext a hydrological sensor web ontology. Pottie and kaiser 20 initiated work in the general area of wireless sensor networks by establishing that scalable wireless sensor networks require multihop operation to avoid sending large amounts of data over long distances. One of the main features of this framework is the use of ontologies. Holger neuhaus, michael compton, the semantic sensor network ontology. Adaptive ontologydriven personalised news services shane tallon a dissertation submitted to the university of dublin, in partial fulfilment of the requirements for the degree of. Ontologydriven applications or odapps for short based on adaptive ontologies are a topic we have been nibbling around and discussing for some time. It does not describe domain concepts, time, locations, etc. A smart ontologydriven iot platform acm digital library. We call them adaptive because they embrace a set of unique best practices. Pdf ontologydriven adaptive sensor networks researchgate.