Papers for
smart building integrators
Papers whose findings have a practical use for this group, as judged from the abstract. Open a paper to read what it means in practice.
LiFi improves academic libraries with faster secure data sharing
Light Fidelity in Academic Libraries: A Radiant Journey to Light the Future Light Fidelity in Academic Libraries: A Radiant Journey to Light the Future
Abstract: Academic contexts have changed due to the fast expansion of communication technology, affecting information access, sharing, and dissemination. Light Fidelity (LiFi) is a new technology that may transform academic library connections in this changing environment. This article examines how LiFi can accelerate data transmission, secure data, and provide a more dynamic and collaborative learning environment to spur creativity. Academic libraries may accelerate information interchange using visible light communication with LiFi technology. LiFi is the solution for the increasing need of digital access it adress the situation by enabling faster research activities and enhancing collaboration among students, faculty, and researchers. Present paper discusses the importance and application of LiFi in libraries.
Transfer learning improves indoor location using visible light signals
Cross-Area Transfer Learning for VLC-based Indoor Localization with a Transfer Efficiency Score
Abstract: Indoor localization systems are critical for Industry-4.0 applications. Visible Light Communication (VLC)-based systems offer advantages such as immunity to electromagnetic interference, high accuracy, and energy efficiency, but their performance is hindered by environmental variability across deployment areas. This paper presents a transfer learning (TL) framework for VLC-based indoor localization that enhances cross-area robustness while reducing data requirements. Using real-world measurements from four distinct areas of a Bosch manufacturing facility, we show that fine-tuning a deep neural network (DNN) pre-trained on source area data with only 40% of target-area measurements recovers 97% of full-data performance, thereby reducing the amount of target data needed. We further introduce the Transfer Efficiency Score (TES), a composite metric that identifies the most effective source models for transfer without exhaustive evaluation. Guided by TES, the framework selects the best source model, yielding localization errors as low as 40.9 cm with success rates above 86%. Validation on an unseen area confirms its generalization capability, with a 3.28 cm mean error achieved using the TES-selected source model. Overall, the proposed framework provides a scalable and data-efficient pathway for industrial VLC localization, substantially reducing deployment costs and computational burden while maintaining high accuracy in diverse and dynamic environments.
Geofencing indoor wireless coverage with reconfigurable intelligent surfaces
GeoRIS: Geofencing With Reconfigurable Intelligent Surfaces
Abstract: Geofencing refers to controlling the availability of wireless services within a network perimeter. In this paper, we study how RIS can be used to achieve geofencing in outdoor-to-indoor network scenarios. Particularly, we propose GeoRIS, a RIS controller that achieves geofencing by exploiting beam management procedures to control beam alignment in networks with steerable directional transmission links. GeoRIS does not require control over the outdoor base station and can work with or without channel state information. Through simulations based on 3GPP network models, we validate GeoRIS and demonstrate that it can "shield" an indoor network area (for example, by weakening communication links to the point where indoor users cannot meet the minimum requirements of 5G eMBB services). We also highlight an interesting insight: the same RIS can play a dual role, extending or inhibiting outdoor-to-indoor communication. In our simulations, we show that GeoRIS can easily change an indoor space from a "strongly covered area" (e.g., supports eMBB services in approx. 90% of network area) to an "out-of-service area" (e.g., inhibits eMBB services in approx. 90% of network area), or vice-versa, an attractive characteristic in scenarios in which dynamic indoor coverage control is needed.