paper-with-me

Papers

A Comprehensive Data Description for LoRaWAN Path Loss Measurements in an Indoor Office Setting: Effects of Environmental Factors

2025-05-09 · Nahshon Mokua Obiri, Kristof Van Laerhoven

This paper presents a comprehensive dataset of LoRaWAN technology path loss measurements collected in an indoor office environment, focusing on quantifying the effects of environmental factors on signal propagation. Utilizing a network of six strategically placed LoRaWAN end devices (EDs) and a single indoor gateway (GW) at the University of Siegen, City of Siegen, Germany, we systematically measured signal strength indicators such as the Received Signal Strength Indicator (RSSI) and the Signal-to-Noise Ratio (SNR) under various environmental conditions, including temperature, relative humidity, carbon dioxide (CO$_2$) concentration, barometric pressure, and particulate matter levels (PM$_{2.5}$). Our empirical analysis confirms that transient phenomena such as reflections, scattering, interference, occupancy patterns (induced by environmental parameter variations), and furniture rearrangements can alter signal attenuation by as much as 10.58 dB, highlighting the dynamic nature of indoor propagation. As an example of how this dataset can be utilized, we tested and evaluated a refined Log-Distance Path Loss and Shadowing Model that integrates both structural obstructions (Multiple Walls) and Environmental Parameters (LDPLSM-MW-EP). Compared to a baseline model that considers only Multiple Walls (LDPLSM-MW), the enhanced approach reduced the root mean square error (RMSE) from 10.58 dB to 8.04 dB and increased the coefficient of determination (R$^2$) from 0.6917 to 0.8222. By capturing the extra effects of environmental conditions and occupancy dynamics, this improved model provides valuable insights for optimizing power usage and prolonging device battery life, enhancing network reliability in indoor Internet of Things (IoT) deployments, among other applications. This dataset offers a solid foundation for future research and development in indoor wireless communication.

📄 PDF Abstract BibTeX arXiv:2505.06375

Code (1)

nahshonmokua/LoRaWAN-Indoor-PathLoss-Dataset-IEEEACCESS 공식 구현

Similar Papers 제목 키워드 기반

EnviKal-Loc: Sub-10m Indoor LoRaWAN Localization using an Environmental-Aware Path Loss and Adaptive RSSI Smoothing

2025-05-02 · Nahshon Mokua Obiri, Kristof Van Laerhoven

LoRaWAN technology's extensive coverage positions it as a strong contender for large-scale IoT deployments. However, achieving sub-10 m accuracy in indoor localization remains challenging due to complex environmental con…

Indoor Localization

LoRaWAN-enabled Smart Campus: The Dataset and a People Counter Use Case

2023-04-26 · Eslam Eldeeb, Hirley Alves

IoT has a significant role in the smart campus. This paper presents a detailed description of the Smart Campus dataset based on LoRaWAN. LoRaWAN is an emerging technology that enables serving hundreds of IoT devices. Fir…

Missing Values

A Statistical Evaluation of Indoor LoRaWAN Environment-Aware Propagation for 6G: MLR, ANOVA, and Residual Distribution Analysis

2025-04-23 · Nahshon Mokua Obiri, Kristof Van Laerhoven

Modeling path loss in indoor LoRaWAN technology deployments is inherently challenging due to structural obstructions, occupant density and activities, and fluctuating environmental conditions. This study proposes a two-s…

Hybrid Machine LearningIndoor Localizationinput filteringInterpretable Machine Learning+1

Seirios: Leveraging Multiple Channels for LoRaWAN Indoor and Outdoor Localization

2021-08-16 · Jun Liu, Jiayao Gao, Sanjay Jha, Wen Hu

Localization is important for a large number of Internet of Things (IoT) endpoint devices connected by LoRaWAN. Due to the bandwidth limitations of LoRaWAN, existing localization methods without specialized hardware (e.g…

Outdoor LocalizationSuper-Resolution

A Tutorial on Chirp Spread Spectrum for LoRaWAN: Basics and Key Advances

2023-10-16 · Alireza Maleki, Ha H. Nguyen, Ebrahim Bedeer, Robert Barton

Chirps spread spectrum (CSS) modulation is the heart of long-range (LoRa) modulation used in the context of long-range wide area network (LoRaWAN) in internet of things (IoT) scenarios. Despite being a proprietary techno…