{"title":"In-Situ Measurements of Radiofrequency Electromagnetic Fields Measurements Around 5G Macro Base Stations in the UK","authors":"Carolina Calderon, Darren Addison, Azadeh Peyman","doi":"10.1002/bem.70012","DOIUrl":"https://doi.org/10.1002/bem.70012","url":null,"abstract":"<p>Radiofrequency (RF) electromagnetic field spot measurements were performed in line-of-sight to 56 active 5G macro base stations across 30 publicly accessible locations in the United Kingdom (UK). Four different exposure scenarios were assessed: background (no traffic instigation), streaming videos, downlink speed test, and extrapolation of SS-RSRP decoder measurements. Power density measurements across the 420 MHz–6 GHz frequency range were also performed at each site to assess the total exposure from various RF sources in the environment. Both total RF and 5G specific power density levels were found to be well within the 1998 ICNIRP public reference levels, even when extrapolating to worst-case scenario (≤ 5%). 4G downlink was the dominant contributor to total RF exposure, with 5G contributing on average less than 10%. No statistically significant difference was observed between beamforming and non-beamforming sites. Streaming did not seem to contribute materially to exposure levels, suggesting that background measurements are a good representation of typical downlink exposure at current urban and suburban 5G sites.</p>","PeriodicalId":8956,"journal":{"name":"Bioelectromagnetics","volume":"46 5","pages":""},"PeriodicalIF":1.8,"publicationDate":"2025-06-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/bem.70012","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144514695","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Short-Dipole Sensor Response Linearization Through Physics-Informed Neural Networks","authors":"Alessandro Fasse, Romain Meyer, Esra Neufeld, Maxim Haas, Nicolas Chavannes, Niels Kuster","doi":"10.1002/bem.70010","DOIUrl":"https://doi.org/10.1002/bem.70010","url":null,"abstract":"<p>Short-dipole diode sensors loaded with highly resistive lines are commonly used to measure the time-averaged square of the high-frequency electromagnetic field amplitude directly. Their precision, simplicity, broadband, high dynamic range capability, and minimal scattering make them ideal for application in the near-field of sources, particularly for demonstrating compliance with exposure limits. However, the usage of these sensors to cover multiple orders of magnitude of field amplitude requires signal-specific linearization of the sensor response. Traditionally, linearization had been performed for each signal or modulation by measurement and, more recently, by simulations based on a calibrated sensor model. These approaches have become prohibitively expensive with the launch of the fifth generation of mobile communication (5G), which added thousands of diverse and complex modulation schemes. In response to these challenges, we first developed an innovative approach to accelerate sensor model simulations with an enhancement of accuracy, which allows us to subsequently establish a data set comprising a large number of probe parameters and signal characteristic configurations. Subsequently, a physics-informed neural network (PINN) was trained with readily accessible signal characteristics to obtain on-the-fly linearization parameters with acceptable uncertainties across the relevant dynamic range. In contrast to traditional artificial intelligence (AI) models that predominantly rely on pattern recognition from precomputed data, our approach ensures that the model captures the intrinsic relationships and system dynamics inherent to the physical phenomena under study. Our AI-based approach achieves an error below 0.4 dB at peak specific absorption rate (SAR) values of up to <span></span><math>\u0000 <semantics>\u0000 <mrow>\u0000 <mo>></mo>\u0000 <mspace></mspace>\u0000 <mn>200</mn>\u0000 <mspace></mspace>\u0000 <msup>\u0000 <mstyle>\u0000 <mspace></mspace>\u0000 <mtext>W kg</mtext>\u0000 <mspace></mspace>\u0000 </mstyle>\u0000 <mrow>\u0000 <mo>−</mo>\u0000 <mn>1</mn>\u0000 </mrow>\u0000 </msup>\u0000 </mrow>\u0000 <annotation> $gt ,200,{text{W kg}}^{-1}$</annotation>\u0000 </semantics></math>. In addition, AI accelerates the determination of linearization parameters by a factor <span></span><math>\u0000 <semantics>\u0000 <mrow>\u0000 <mo>></mo>\u0000 </mrow>\u0000 <annotation> $gt $</annotation>\u0000 </semantics></math> 34,000<span></span><math>\u0000 <semantics>\u0000 <mrow>\u0000 <mo>×</mo>\u0000 </mrow>\u0000 ","PeriodicalId":8956,"journal":{"name":"Bioelectromagnetics","volume":"46 4","pages":""},"PeriodicalIF":1.8,"publicationDate":"2025-05-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/bem.70010","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144108819","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"5G EMF Exposure at 3.6 GHz in Greece Using Data From Frequency-Selective Monitoring Sensors","authors":"Serafeim Iakovidis, Athanasios Manassas, Christos Apostolidis, Theodoros Samaras","doi":"10.1002/bem.70008","DOIUrl":"https://doi.org/10.1002/bem.70008","url":null,"abstract":"<p>The introduction of 5G networks has raised public concerns about potential changes in environmental electromagnetic field (EMF) exposure. This study analyzes continuous monitoring data collected over 2 years (August 2022–October 2024) from 13 frequency-selective monitoring sensors located in Greece's five largest cities. Focusing on the 3.6 GHz band, we evaluated trends and weekly variations in EMF levels. Results indicated a gradual increase in EMF exposure at 3.6 GHz, driven by the growing penetration of 5G infrastructure and devices. Notably, this band exhibited higher maximum-to-median power density ratios compared to other frequency bands, attributable to active antenna systems' characteristics and traffic variations. Applying the ICNIRP 2020 guidelines, we found that 30-min averaged values significantly reduced these variations. All measured EMF levels, including maximum values, remained well below Greek and international safety limits. These findings, especially the increasing trend identified for the EMF levels, underscore the importance of continuous monitoring networks for assessing EMF exposure to existing and emerging telecommunications networks and ensuring compliance with safety standards.</p>","PeriodicalId":8956,"journal":{"name":"Bioelectromagnetics","volume":"46 4","pages":""},"PeriodicalIF":1.8,"publicationDate":"2025-05-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/bem.70008","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143919715","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Rapid Deployment of 5G Wireless Communication and Risk Assessment on Human Health: Quid Novi?","authors":"Brahim Selmaoui, Layla Jamal, Lisa Michelant","doi":"10.1002/bem.70005","DOIUrl":"https://doi.org/10.1002/bem.70005","url":null,"abstract":"<p>The rapid deployment of 5G wireless communication has amazingly accelerated global connectivity, marking a significant milestone in how we interact with technology and with each other. This next-generation network promises to revolutionize industries by delivering faster data speeds, drastically reducing latency, and providing the capacity to support a vast and growing ecosystem of interconnected devices. From smart cities and autonomous vehicles to advanced healthcare applications and immersive virtual reality experiences, 5G is poised to be the backbone of a hyper-connected world.</p><p>However, the swift and widespread rollout of 5G has not been without controversy. Alongside the excitement over its potential, significant concerns have emerged regarding its potential impact on human health. These concerns stem from the increased exposure to electromagnetic fields (EMFs) associated with 5G technology, particularly as it operates on higher frequency bands, including millimeter waves. Consequently, given the lack of publications concerning the effects of frequencies implemented for 5G (3.5–26 GHz) for the general public, more in-depth studies need to be established due to the increased debates and inconclusive reports about the subject.</p><p>Given that 5G is a relatively new technology, short- and long-term studies are still in progress to assess its health implications comprehensively. For this purpose, the European Union Commission via their institutions has launched a call for proposals in the environmental health topic (HORIZON-HL-TH-2021-ENVHLTH-02). This program was implemented to answer to the public concern about the health effect of 5G exposure. The total amount of funding was 30 million euros from Horizon Europe 2021–2027. The results should fill the current knowledge gaps on the effects of wireless technologies on health and the environment. Four projects funded by Horizon Europe have been brought together under the CLUE-H network, involving more than 60 European research organizations across four research consortia: ETAIN, GOLIAT, NextGEM, and SEAWave. Additionally, scientists from outside Europe, including the USA, Korea, and Japan, are also collaborating on these projects.</p><p>The rapid deployment of 5G brings unprecedented opportunities for technological innovation but also necessitates thorough and ongoing risk assessment regarding its potential health impacts. While current scientific consensus generally supports the safety of 5G under existing guidelines, the evolving nature of the technology, coupled with the long-term uncertainty, underscores the importance of continued research, transparent communication, and adaptive regulatory frameworks. As 5G becomes more ubiquitous, balancing its benefits with precautionary health measures will be crucial to ensuring public trust and safety.</p><p>The authors declare no conflicts of interest.</p>","PeriodicalId":8956,"journal":{"name":"Bioelectromagnetics","volume":"46 4","pages":""},"PeriodicalIF":1.8,"publicationDate":"2025-04-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/bem.70005","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143871849","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}