Towards ubiquitous indoor positioning: comparing systems across heterogeneous datasets

التفاصيل البيبلوغرافية
العنوان: Towards ubiquitous indoor positioning: comparing systems across heterogeneous datasets
المؤلفون: Torres-Sospedra, Joaquín, Silva, Ivo Miguel Menezes, Klus, Lucie, Quezada-Gaibor, Darwin, Crivello, Antonino, Barsocchi, Paolo, Pendão, Cristiano, Lohan, Elena Simona, Nurmi, Jari, Moreira, Adriano
المساهمون: Universidade do Minho
بيانات النشر: IEEE, 2021.
سنة النشر: 2021
مصطلحات موضوعية: Evaluation, Indoor Positioning, Benchmarking, Indoor Positioning Benchmarking, Ciências Naturais::Ciências da Computação e da Informação, Science & Technology
الوصف: The evaluation of Indoor Positioning Systems (IPSs) mostly relies on local deployments in the researchers' or partners' facilities. The complexity of preparing comprehensive experiments, collecting data, and considering multiple scenarios usually limits the evaluation area and, therefore, the assessment of the proposed systems. The requirements and features of controlled experiments cannot be generalized since the use of the same sensors or anchors density cannot be guaranteed. The dawn of datasets is pushing IPS evaluation to a similar level as machine-learning models, where new proposals are evaluated over many heterogeneous datasets. This paper proposes a way to evaluate IPSs in multiple scenarios, that is validated with three use cases. The results prove that the proposed aggregation of the evaluation metric values is a useful tool for high-level comparison of IPSs.
الوصف (مترجم): The authors gratefully acknowledge funding from European Union's Horizon 2020 Research and Innovation programme under the Marie Sklodowska Curie grant agreement No. 813278 (A-WEAR: A network for dynamic wearable applications with privacy constraints, http://www.a-wear.euTest/). FCT - Fundacao para a Ciencia e Tecnologia within the R&D Units Project Scope: UIDB/00319/2020 and the PhD fellowship PD/BD/137401/2018. J. Torres-Sospedra acknowledges funding from MICIU (INSIGNIA, PTQ2018-009981)
وصف الملف: application/pdf
اللغة: English
العلاقة: J. Torres-Sospedra et al., "Towards Ubiquitous Indoor Positioning: Comparing Systems across Heterogeneous Datasets," 2021 International Conference on Indoor Positioning and Indoor Navigation (IPIN), Lloret de Mar, Spain, 2021, pp. 1-8, doi: 10.1109/IPIN51156.2021.9662560; 9781665404020; 2162-7347; https://ieeexplore.ieee.org/document/9662560Test
DOI: 10.1109/IPIN51156.2021.9662560
الإتاحة: https://hdl.handle.net/1822/82120Test
حقوق: open access
رقم الانضمام: rcaap.com.repositorium.repositorium.sdum.uminho.pt.1822.82120
قاعدة البيانات: RCAAP