Secure and Privacy-Aware Data Collection in Wireless Sensor Networks

A wireless sensor network is a collection of numerous sensors distributed on an area of interest to collect and process data from the environment. One particular threat in wireless sensor networks is node compromise attacks, that is, attacks where the adversary gets physical access to a node and to...

Full description

Bibliographic Details
Main Author: Rodhe, Ioana
Format: Doctoral Thesis
Language:English
Published: Uppsala universitet, Avdelningen för datorteknik 2012
Subjects:
Online Access:http://urn.kb.se/resolve?urn=urn:nbn:se:uu:diva-180087
http://nbn-resolving.de/urn:isbn:978-91-554-8463-7
id ndltd-UPSALLA1-oai-DiVA.org-uu-180087
record_format oai_dc
spelling ndltd-UPSALLA1-oai-DiVA.org-uu-1800872014-07-22T05:19:22ZSecure and Privacy-Aware Data Collection in Wireless Sensor NetworksengRodhe, IoanaUppsala universitet, Avdelningen för datorteknikUppsala universitet, DatorteknikUppsala2012Secure Data CollectionKey DistributionLocation PrivacyQuality of InformationWireless Sensor NetworksA wireless sensor network is a collection of numerous sensors distributed on an area of interest to collect and process data from the environment. One particular threat in wireless sensor networks is node compromise attacks, that is, attacks where the adversary gets physical access to a node and to the programs and keying material stored on it. Only authorized queries should be allowed in the network and the integrity and confidentiality of the data that is being collected should be protected. We propose a layered key distribution scheme together with two protocols for query authentication and confidential data aggregation. The layered key distribution is more robust to node and communication failures than a predefined tree structure. The protocols are secure under the assumption that less than n sensor nodes are compromised. n is a design parameter that allows us to trade off security for overhead. When more than n sensor nodes are compromised, our simulations show that the attacker can only introduce unauthorized queries into a limited part of the network and can only get access to a small part of the data that is aggregated in the network. Considering the data collection protocol we also contribute with strategies to reduce the energy consumption of an integrity preserving in-network aggregation scheme to a level below the energy consumption of a non-aggregation scheme. Our improvements reduce node congestion by a factor of three and the total communication load by 30%. Location privacy of the users carrying mobile devices is another aspect considered in this thesis. Considering a mobile sink that collects data from the network, we propose a strategy for data collection that requires no information about the location and movement pattern of the sink. We show that it is possible to provide data collection services, while protecting the location privacy of the sink. When mobile phones with built-in sensors are used as sensor nodes, location information about where the data has been sensed can be used to trace users and infer other personal information about them, like state of health or personal preferences. Therefore, location privacy preserving mechanisms have been proposed to provide location privacy to the users. We investigate how a location privacy preserving mechanism influences the quality of the collected data and consider strategies to reconstruct the data distribution without compromising location privacy. WISENETDoctoral thesis, comprehensive summaryinfo:eu-repo/semantics/doctoralThesistexthttp://urn.kb.se/resolve?urn=urn:nbn:se:uu:diva-180087urn:isbn:978-91-554-8463-7Digital Comprehensive Summaries of Uppsala Dissertations from the Faculty of Science and Technology, 1651-6214 ; 968application/pdfinfo:eu-repo/semantics/openAccess
collection NDLTD
language English
format Doctoral Thesis
sources NDLTD
topic Secure Data Collection
Key Distribution
Location Privacy
Quality of Information
Wireless Sensor Networks
spellingShingle Secure Data Collection
Key Distribution
Location Privacy
Quality of Information
Wireless Sensor Networks
Rodhe, Ioana
Secure and Privacy-Aware Data Collection in Wireless Sensor Networks
description A wireless sensor network is a collection of numerous sensors distributed on an area of interest to collect and process data from the environment. One particular threat in wireless sensor networks is node compromise attacks, that is, attacks where the adversary gets physical access to a node and to the programs and keying material stored on it. Only authorized queries should be allowed in the network and the integrity and confidentiality of the data that is being collected should be protected. We propose a layered key distribution scheme together with two protocols for query authentication and confidential data aggregation. The layered key distribution is more robust to node and communication failures than a predefined tree structure. The protocols are secure under the assumption that less than n sensor nodes are compromised. n is a design parameter that allows us to trade off security for overhead. When more than n sensor nodes are compromised, our simulations show that the attacker can only introduce unauthorized queries into a limited part of the network and can only get access to a small part of the data that is aggregated in the network. Considering the data collection protocol we also contribute with strategies to reduce the energy consumption of an integrity preserving in-network aggregation scheme to a level below the energy consumption of a non-aggregation scheme. Our improvements reduce node congestion by a factor of three and the total communication load by 30%. Location privacy of the users carrying mobile devices is another aspect considered in this thesis. Considering a mobile sink that collects data from the network, we propose a strategy for data collection that requires no information about the location and movement pattern of the sink. We show that it is possible to provide data collection services, while protecting the location privacy of the sink. When mobile phones with built-in sensors are used as sensor nodes, location information about where the data has been sensed can be used to trace users and infer other personal information about them, like state of health or personal preferences. Therefore, location privacy preserving mechanisms have been proposed to provide location privacy to the users. We investigate how a location privacy preserving mechanism influences the quality of the collected data and consider strategies to reconstruct the data distribution without compromising location privacy. === WISENET
author Rodhe, Ioana
author_facet Rodhe, Ioana
author_sort Rodhe, Ioana
title Secure and Privacy-Aware Data Collection in Wireless Sensor Networks
title_short Secure and Privacy-Aware Data Collection in Wireless Sensor Networks
title_full Secure and Privacy-Aware Data Collection in Wireless Sensor Networks
title_fullStr Secure and Privacy-Aware Data Collection in Wireless Sensor Networks
title_full_unstemmed Secure and Privacy-Aware Data Collection in Wireless Sensor Networks
title_sort secure and privacy-aware data collection in wireless sensor networks
publisher Uppsala universitet, Avdelningen för datorteknik
publishDate 2012
url http://urn.kb.se/resolve?urn=urn:nbn:se:uu:diva-180087
http://nbn-resolving.de/urn:isbn:978-91-554-8463-7
work_keys_str_mv AT rodheioana secureandprivacyawaredatacollectioninwirelesssensornetworks
_version_ 1716708658183667712