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[Keyword] smart home(4hit)

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  • Bandwidth Efficient IoT Traffic Shaping Technique for Protecting Smart Home Privacy from Data Breaches in Wireless LAN

    Kiana DZIUBINSKI  Masaki BANDAI  

     
    PAPER-Internet

      Pubricized:
    2021/02/09
      Vol:
    E104-B No:8
      Page(s):
    961-973

    The automation of the home through Internet of Things (IoT) devices presents security challenges for protecting the safety and privacy of its inhabitants. In spite of standard wireless communication security protocols, an attacker inside the wireless communication range of the smart home can extract identifier and statistical information, such as the MAC address and packet lengths, from the encrypted wireless traffic of IoT devices to make inferences about the private activities of the user. In this paper, to prevent this breach on privacy in the wireless LAN, we accomplish the following three items. First, we demonstrate that performing traffic shaping simultaneously on the upload and download node is necessary; second, we demonstrate that traffic shaping by random packet generation is impracticable due to the excessive bandwidth requirement; third, we propose traffic shaping by variable padding durations to reduce the bandwidth requirement for injecting dummy traffic during periods of user activity and inactivity to decrease the confidence of the local attacker from identifying genuine user activity traffic. From our performance evaluation, we decreased the data generated on several WiFi and ZigBee-enabled IoT devices by over 15% by our proposal of variable padding durations compared to the conventional method of fixed padding durations at low attacker confidence.

  • Effective Anomaly Detection in Smart Home by Analyzing Sensor Correlations

    Giang-Truong NGUYEN  Van-Quyet NGUYEN  Van-Hau NGUYEN  Kyungbaek KIM  

     
    LETTER-Dependable Computing

      Pubricized:
    2020/11/09
      Vol:
    E104-D No:2
      Page(s):
    332-336

    In a smart home environment, sensors generate events whenever activities of residents are captured. However, due to some factors, abnormal events could be generated, which are technically reasonable but contradict to real-world activities. To detect abnormal events, a number of methods has been introduced, e.g., clustering-based or snapshot-based approaches. However, they have limitations to deal with complicated anomalies which occur with large number of events and blended within normal sensor readings. In this paper, we propose a novel method of detecting sensor anomalies under smart home environment by considering spatial correlation and dependable correlation between sensors. Initially, we pre-calculate these correlations of every pair of two sensors to discover their relations. Then, from periodic sensor readings, if it has any unmatched relations to the pre-computed ones, an anomaly is detected on the correlated sensor. Through extensive evaluations with real datasets, we show that the proposed method outperforms previous approaches with 20% improvement on detection rate and reasonably low false positive rate.

  • Rescue Support System with DTN for Earthquake Disasters

    Raito MATSUZAKI  Hiroyuki EBARA  Noriaki MURANAKA  

     
    PAPER-Network System

      Vol:
    E98-B No:9
      Page(s):
    1832-1847

    In a previous paper, we proposed a rescue support system for victims buried in an earthquake disaster by constructing an ad-hoc network using home-server based smart homes. However, this system has the following two problems: i) it cannot ensure sufficient density of home servers to realize adequate WLAN coverage, ii) the system does not consider areas in which home servers cannot be used such as parks and factories, for example. In this paper, we propose a new method using a delay tolerant network (DTN) technique. In this method, rescuers (such as rescue teams) with mobile devices relay information between disconnected networks by walking around during rescue activities. For a performance evaluation, we performed simulation experiments using a map of Abeno-ku, Osaka. From our results, we show that the proposed method increases the information acquisition rate, and that the network can be maintained. We also quantitatively show the penetration rate of smart homes needed for our system. In addition, we show that the rescue request system is more effective than other systems, and the method with the mobile device relay is better than without this method.

  • MAHI: A Multiple Stage Approach for Home Network Interoperability

    Hark-Jin LEE  Eun-Seo LEE  Kwangil LEE  Jun-Hee PARK  Jae-Cheol RYOU  

     
    PAPER

      Vol:
    E97-B No:12
      Page(s):
    2689-2697

    Interoperability is one of the fundamental functions of a home network because such networks must support many different types of devices and services. Interoperability can be realized by converting messages among different middleware with rules. However, it is very difficult to define common rules to accommodate all differences among various middleware. In addition, most interoperability approaches only address the conversion of the message format and schema, and occasionally these are not enough for a semantic conversion. In this paper, we propose a systematic approach to solve the interoperability problem. For this, we classify three interoperability types, i.e., schema, profile, and procedure, and define the rules for each type. We called this interoperability scheme the Multiple stage Approach for Home network Interoperability (MAHI). In this paper, we present the design and implementation of MAHI for a three-stage conversion process. Finally, we illustrate some experimental and quantitative results. In the experiments, MAHI can provide efficient interoperability among different middleware and MAHI will be a method to deal with a complex home network interoperability.