Indoor navigation systems based on data mining techniques in internet of things: a survey

Sattarian, Mahbubeh; Rezazadeh, Javad; Farahbakhsh, Reza; Bagheri, Alireza

doi:10.1007/s11276-018-1766-4

Cited by 43 publications

(26 citation statements)

References 86 publications

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“…Some IPS-related reviews have over 200 references [16,17,18,19,20,21] or even over 300 references [22]. The insights presented in the rest of this paper are mainly based on 62 IPS-related survey works [6,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,58,59,60,61,62,63,64,65,66,67,68,69,70,…”

Section: An Overview Of Ips Solutionsmentioning

confidence: 99%

“…Cellular networks, in the form of GSM, LTE, 5G or other, are frequently mentioned but rarely addressed in detail in the selected surveys. Cellular networks have been used for positioning [12,20,45,59] applying proximity, RSS fingerprinting, and observed TDOA lateration, but not necessarily for indoor scenarios. Indeed, with reported accuracies that are commonly above 50 m, there are no IPS that are based solely on cellular networks signals to the best of this work’s knowledge.…”

Section: An Overview Of Ips Solutionsmentioning

confidence: 99%

“…However, in IoT, the node’s connectivity is generally less restrictive than in WSN. Thus, IoT is expected to boost the device-free positioning to enable applications such as smart environments [22,59,68].…”

Section: An Overview Of Ips Solutionsmentioning

confidence: 99%

See 2 more Smart Citations

A Meta-Review of Indoor Positioning Systems

Mendoza-Silva

Torres-Sospedra

Huerta

2019

Sensors

204

130

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An accurate and reliable Indoor Positioning System (IPS) applicable to most indoor scenarios has been sought for many years. The number of technologies, techniques, and approaches in general used in IPS proposals is remarkable. Such diversity, coupled with the lack of strict and verifiable evaluations, leads to difficulties for appreciating the true value of most proposals. This paper provides a meta-review that performed a comprehensive compilation of 62 survey papers in the area of indoor positioning. The paper provides the reader with an introduction to IPS and the different technologies, techniques, and some methods commonly employed. The introduction is supported by consensus found in the selected surveys and referenced using them. Thus, the meta-review allows the reader to inspect the IPS current state at a glance and serve as a guide for the reader to easily find further details on each technology used in IPS. The analyses of the meta-review contributed with insights on the abundance and academic significance of published IPS proposals using the criterion of the number of citations. Moreover, 75 works are identified as relevant works in the research topic from a selection of about 4000 works cited in the analyzed surveys.

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Section: An Overview Of Ips Solutionsmentioning

confidence: 99%

Section: An Overview Of Ips Solutionsmentioning

confidence: 99%

See 1 more Smart Citation

A Meta-Review of Indoor Positioning Systems

Mendoza-Silva

Torres-Sospedra

Huerta

2019

Sensors

204

130

View full text Add to dashboard Cite

show abstract

“…Therefore, training corroborated with decision support systems can diminish the psychological impact the danger is inducing. Novel decision support systems designed for building evacuation scenarios use data mining and IoT technologies, a comprehensive literature review being provided by Sattarian et al [10]. Moreover, the technological advance favoured the integration of effective deep learning algorithms with augmented reality hardware into systems capable of processing large amounts of environmental data in real-time.…”

Section: Literature Reviewmentioning

confidence: 99%

Indoor Location Chalanges. An Augmented Reality Approach

Obretin¹

2019

Proceedings of the 18th International Conference on INFORMATICS in ECONOMY Education, Research and Business Technologies

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Romania's capital city is one of the most endangered cities in Europe due to its proximity to the Vrancea seismic region. Over the years both authorities and researchers have tried to understand the root causes, implement monitoring systems and mitigate risks. So far, the efforts were concentrated on estimations and pre-disaster solutions that can limit the impact. In contrast, modern technologies provide stakeholders the opportunity to develop relevant post-disaster decision support systems that facilitate reaction after an incident. Indoor location systems have multiple applications in emergency mitigation context, the current paper detailing the building evacuation scenario. A software solution that relies on smartphone capabilities to determine the shortest evacuation route is further introduced. The application provides convenient workarounds for known technological limitations, grants high accuracy and avoids the costs of traditional sensors-based indoor location systems. Nevertheless, this solution is tailored to the user, instead of the rescue teams, which to the best of our knowledge is the first academic initiative of its kind in Romania.

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“…Localization, as a crucial service for IoT, is an energydemanding process for both indoor and outdoor scenarios [7]. The localization techniques can be used for Indoor Navigation Systems (INS) to locate objects or people inside a building [8]. Indoor positioning methods can be classified as triangulation, proximity detection and scene analysis [9].…”

Section: Related Workmentioning

confidence: 99%

Novel iBeacon Placement for Indoor Positioning in IoT

et al. 2018

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Indoor positioning and location estimation inside the buildings is still challenging in Internet of Things (IoT) platform, however GPS signals could successfully solve the outdoor localization problem. A recently introduced RSS-based device, named iBeacon paves the way to estimate the users location inside the buildings. Due to the complexity of indoor RF environments, the positioning accuracy is affected by the placement of the iBeacons. Inadvertently the concept of iBeacon placement for improving the accuracy remains unattended by the current research. This paper provides a comprehensive analysis and experiments on the importance of iBeacon placement, and factors impacting the beacon signal quality. Moreover, we propose a novel beacon placement strategy, Crystal-shape iBeacon Placement (CiP). As another contribution, a customized application for android is developed which is used for recording and analyzing the iBeacon signals. Our proposed placement strategy could achieve 21.7% higher precision than the existing normal iBeacon placement.

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Indoor navigation systems based on data mining techniques in internet of things: a survey

Cited by 43 publications

References 86 publications

A Meta-Review of Indoor Positioning Systems

A Meta-Review of Indoor Positioning Systems

Indoor Location Chalanges. An Augmented Reality Approach

Novel iBeacon Placement for Indoor Positioning in IoT

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