[HTML][HTML] Passively generated big data for micro-mobility: State-of-the-art and future research directions

HH Schumann, H Haitao, M Quddus - Transportation Research Part D …, 2023 - Elsevier
The sharp rise in popularity of micro-mobility poses significant challenges in terms of
ensuring its safety, addressing its social impacts, mitigating its environmental effects, and …

Improved indoor localization performance using a modified affinity propagation clustering algorithm with context similarity coefficient

AS Yaro, F Malý, K Malý - IEEE Access, 2023 - ieeexplore.ieee.org
The performance of fingerprint-based indoor wireless localization systems (IWL-Ss) can be
enhanced using fingerprint clustering. The localization performance of clustered fingerprint …

A two-nearest wireless access point-based fingerprint clustering algorithm for improved indoor wireless localization

AS Yaro, F Malý, K Malý - Emerging Science Journal, 2023 - ijournalse.org
Fingerprint database clustering is one of the methods used to reduce localization time and
improve localization accuracy in a fingerprint-based localization system. However, optimal …

An Analysis of ML-Based Outlier Detection from Mobile Phone Trajectories

FM Pereira, RC Sofia - Future Internet, 2022 - mdpi.com
This paper provides an analysis of two machine learning algorithms, density-based spatial
clustering of applications with noise (DBSCAN) and the local outlier factor (LOF), applied in …

Clustering and analysis of gps trajectory data using distance-based features

Z Koh, Y Zhou, BPL Lau, R Liu, KH Chong… - IEEE Access, 2022 - ieeexplore.ieee.org
The proliferation of smartphones has accelerated mobility studies by largely increasing the
type and volume of mobility data available. One such source of mobility data is from GPS …

OBLoc: Online Batch Localization for Large-Scale Indoor Environments

AT Abraha, B Wang, Z Yu, J He - IEEE Systems Journal, 2023 - ieeexplore.ieee.org
The demand for indoor localization is increasing with ubiquitous computing and the Internet
of Things (IoT) emergence. Location awareness is crucial to intelligent systems in large …

Research and application of the global positioning system (GPS) clustering algorithm based on multilevel functions

G Liu, Q Zheng, S Niu, J Ma - Journal of Computational …, 2024 - content.iospress.com
With the rapid development and widespread adoption of wearable technology, a new type of
lifelog data is being collected and used in numerous studies. We refer to these data as …

[PDF][PDF] Indoor Position and Movement Direction Estimation System Using DNN on BLE Beacon RSSI Fingerprints

K Echizenya, K Kondo - Adv. Sci. Tech. Eng. Sys. J, 2022 - academia.edu
In this paper, we propose a highly accurate indoor position and direction estimation system
using a simple fully connected deep neural network (DNN) model on Bluetooth Low Energy …