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Keywords = behavioral telemetry

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19 pages, 1718 KiB  
Article
Insights into the Movements and Habitat Use of Blue Marlins (Makaira nigricans) in the Southwestern Atlantic Ocean
by Osman Crespo-Neto, Bruno C. L. Macena, Bruno Mourato, Eduardo G. Pimenta, Eduardo W. Wanick, José C. Pacheco and Alberto F. Amorim
Fishes 2025, 10(5), 201; https://doi.org/10.3390/fishes10050201 - 28 Apr 2025
Viewed by 304
Abstract
Understanding the ecology of large pelagic fishes is important for species conservation and maintaining ecosystem dynamics. The Atlantic blue marlin (Makaira nigricans) is usually targeted in recreational fisheries and occasionally captured as bycatch in pelagic longline fisheries, yet it is considered [...] Read more.
Understanding the ecology of large pelagic fishes is important for species conservation and maintaining ecosystem dynamics. The Atlantic blue marlin (Makaira nigricans) is usually targeted in recreational fisheries and occasionally captured as bycatch in pelagic longline fisheries, yet it is considered an overexploited stock in the Atlantic. In this study, pop-up archival satellite tags were deployed on twenty-one blue marlins in the Southwest Atlantic Ocean between February 2006 and August 2021. Results show that blue marlin spent an average of 57% of their time in shallow waters (<10 m) and mostly at temperatures between 26 °C and 28 °C during both day and night. Minimum linear distances observed ranged from 124 to 1995 km, with tracking periods lasting 5 to 215 days. Overall, tagged blue marlins remained around the tagging region during the tracking period, except for six individuals that exhibited more directional movements offshore. The results provided in this study are relevant for better understanding the habitat use of blue marlins in the Southwest Atlantic Ocean and to support analysis for stock assessment purposes, which are often affected by uncertainties and large misreporting rates in the region. Full article
(This article belongs to the Special Issue Movement and Conservation of Large Marine Fauna)
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18 pages, 683 KiB  
Article
InMesh: A Zero-Configuration Agentless Endpoint Detection and Response System
by Angel Kodituwakku and Jens Gregor
Electronics 2025, 14(7), 1292; https://doi.org/10.3390/electronics14071292 - 25 Mar 2025
Viewed by 260
Abstract
Endpoint Detection and Response (EDR) systems play a crucial role in continuously monitoring endpoint activities to detect, analyze, and respond to cybersecurity threats in real time. Traditional agent-based EDR systems rely on software agents installed on endpoints for data collection, which can be [...] Read more.
Endpoint Detection and Response (EDR) systems play a crucial role in continuously monitoring endpoint activities to detect, analyze, and respond to cybersecurity threats in real time. Traditional agent-based EDR systems rely on software agents installed on endpoints for data collection, which can be impractical due to the large number of devices, their mobility, and privacy concerns. In contrast, agentless EDR systems aim to overcome these limitations by remotely collecting network and host data, but they face challenges in precise data attribution because of the transient nature of network addresses. Achieving a fully zero-configuration agentless EDR system remains a significant challenge. This paper introduces InMesh, an innovative system that can identify and monitor endpoints without relying on network addressing or software agents. The effectiveness of the approach is demonstrated using real-world data. Full article
(This article belongs to the Special Issue Security and Privacy in Networks and Multimedia, 2nd Edition)
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20 pages, 122916 KiB  
Article
A Reef’s High-Frequency Soundscape and the Effect on Telemetry Efforts: A Biotic and Abiotic Balance
by Frank McQuarrie, C. Brock Woodson and Catherine R. Edwards
J. Mar. Sci. Eng. 2025, 13(3), 517; https://doi.org/10.3390/jmse13030517 - 7 Mar 2025
Viewed by 499
Abstract
Acoustic telemetry is a tool for tracking animals, but transmitted signals from tagged animals are not always detected. Detection efficiency declines with increasing background noise, which can have both abiotic and biotic sources. The abiotic noise present in reef environments (waves, bubbles, etc.) [...] Read more.
Acoustic telemetry is a tool for tracking animals, but transmitted signals from tagged animals are not always detected. Detection efficiency declines with increasing background noise, which can have both abiotic and biotic sources. The abiotic noise present in reef environments (waves, bubbles, etc.) is primarily low-frequency, but snapping shrimp create high-frequency noise that can interfere with transmission detections. Prior work in shallow coastal reefs correlated winds with less high-frequency background noise, and hypothesized that it was due to a balance of biotic and/or abiotic factors: shrimp may be less active during high wind events, and sound attenuation at the surface increases with wave height. To test this hypothesis, passive acoustic recordings from a live-bottom reef are used to quantify snapping shrimp snap rate. Snap rate was strongly correlated with temperature, and warmer environments appeared to be challenging for acoustic telemetry. However, the majority of synoptic variability in noise is shown to be driven by abiotic attenuation. Wind speed has little to no effect on snapping shrimp behavior, but has a significant inverse correlation with high-frequency noise levels due to surface attenuation of high-frequency noise, and therefore a positive effect on detection efficiency, pointing to primarily abiotic forcing behind noise variability and resulting telemetry success. This research gives context to previously collected detection data and can be leveraged to help plan future acoustic arrays in shallow, complex, and/or noisy environments, potentially predicting changes in detection range. Full article
(This article belongs to the Special Issue Recent Advances in Marine Bioacoustics)
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21 pages, 9645 KiB  
Article
Staying Close to Home: Horizontal Movements of Satellite-Tracked Reef Manta Rays Mobula alfredi (Krefft, 1868) in the World’s Largest Manta Sanctuary
by Edy Setyawan, Abraham B. Sianipar, Ronald Mambrasar, Muhamad Izuan, Abdy W. Hasan, Fahmi, Mujiyanto, Orgenes Ambafen, Imanuel Mofu, Mochamad Iqbal Herwata Putra and Mark V. Erdmann
Fishes 2025, 10(2), 66; https://doi.org/10.3390/fishes10020066 - 5 Feb 2025
Viewed by 1076
Abstract
Indonesia is home to significant populations of globally vulnerable reef manta rays (Mobula alfredi) in at least four key regions: Berau, Nusa Penida, Komodo, and Raja Ampat. Despite detailed population studies in each of these regions, little is known about their [...] Read more.
Indonesia is home to significant populations of globally vulnerable reef manta rays (Mobula alfredi) in at least four key regions: Berau, Nusa Penida, Komodo, and Raja Ampat. Despite detailed population studies in each of these regions, little is known about their horizontal movement patterns. Our study used satellite telemetry to investigate reef manta rays’ habitat use and home ranges. A total of 33 manta rays were tagged with SPLASH10F-321A satellite tags across the four regions: Berau (n = 5), Nusa Penida (n = 8), Komodo (n = 6), and Raja Ampat (n = 14), yielding usable data from 25 tags. The rays were tracked for 7 to 118 days (mean ± SD = 50 ± 30) from July 2014 to July 2022. The results showed localized movements, strong residency near tagging sites, and high site fidelity as evidenced by area-restricted search (ARS) behaviors and frequent revisitations. Most manta rays showed restricted home ranges in each region, with no connectivity between regions. Across 25 individuals, the home range (95% utilization distributions) varied significantly, ranging from 19 to 48,294 km2 (mean ± SD = 4667 ± 10,354). These findings offer important insights into the spatial movement patterns of reef manta rays in Indonesia, allowing the formulation of more effective management strategies. Full article
(This article belongs to the Special Issue Movement and Conservation of Large Marine Fauna)
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15 pages, 723 KiB  
Systematic Review
A Systematic Review of the Efficacy of Compression Wraps as an Anxiolytic in Domesticated Dogs
by Savannah Mathis, Suzie Schoolfield, Peggy Gross, Margaret Gruen and David C. Dorman
Animals 2024, 14(23), 3445; https://doi.org/10.3390/ani14233445 - 28 Nov 2024
Viewed by 1501
Abstract
Many domesticated dogs show signs of anxiety, negatively impacting their own and their owner’s mental and physical health. A systematic review evaluating whether pressure wraps decrease clinical signs of anxiety in dogs was completed to identify relevant studies. The main outcomes of interest [...] Read more.
Many domesticated dogs show signs of anxiety, negatively impacting their own and their owner’s mental and physical health. A systematic review evaluating whether pressure wraps decrease clinical signs of anxiety in dogs was completed to identify relevant studies. The main outcomes of interest included behavioral and physiological measures. A total of 229 studies were identified, of which four met the inclusion criteria. Commercially available pressure wraps and a telemetry vest were used in the reviewed studies. Three experimental studies included brief exposure to recorded firecracker or thunderstorm sounds or separation from their owner as anxiety-invoking stimuli. A non-experimental study evaluated the use of pressure wraps for dogs with thunderstorm phobia living in their home environment exposed to naturally occurring thunderstorms. The risk of bias in domains related to the blinding of investigators or study participants was generally high. Domains with moderate risk of bias often reflected incomplete reporting of research methods and imprecision due to small sample sizes. Most studies reported minimal benefits on behavior or heart rate in the absence of adverse side effects. Our review suggests there is weak and limited evidence to support the beneficial effect of pressure wraps in reducing physiological or behavioral signs of anxiety. Confidence in the available literature is low due to the moderate-to-high risks of bias and inconsistent findings. Further studies are needed regarding the efficacy of these products. Full article
(This article belongs to the Section Human-Animal Interactions, Animal Behaviour and Emotion)
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18 pages, 3636 KiB  
Article
How Much Hatchery-Reared Brown Trout Move in a Large, Deep Subalpine Lake? An Acoustic Telemetry Study
by Stefano Brignone, Luca Minazzi, Christophe Molina, Tiziano Putelli and Pietro Volta
Environments 2024, 11(11), 245; https://doi.org/10.3390/environments11110245 - 6 Nov 2024
Viewed by 1766
Abstract
Fish movement into large, deep lakes has been rarely investigated due to the complexity and extent of such ecosystems. Among the different monitoring methods available, acoustic telemetry enables the study of the spatial ecology and behavior of aquatic organisms in lentic environments. In [...] Read more.
Fish movement into large, deep lakes has been rarely investigated due to the complexity and extent of such ecosystems. Among the different monitoring methods available, acoustic telemetry enables the study of the spatial ecology and behavior of aquatic organisms in lentic environments. In this study, the movement of 69 hatchery-reared adult brown trout (size 43–61 cm) marked with acoustic transmitters was monitored in the large and deep subalpine Lake Lugano (Switzerland and Italy). Trout were tracked for six consecutive months by seven acoustic receivers (March–August 2022), positioned in a non-overlapping array. Trout movement was reconstructed using R packages specific for acoustic telemetry (actel and RSP), which also allowed us to translate tracking information into utilization distribution (UD) areas for each fish. The effects of different environmental variables (rainfall, water discharge of the two main tributaries of Lake Lugano, atmospheric pressure, cloud coverage, and moon phases) on trout movement were tested, but none of these variables seemed to significantly correlate with fish movement. After release, most of the tagged fish exhibited reiterative movements during the initial month, with some maintaining this behavior throughout the entire study period. This spatial behavior can be particularly evident in hatchery-reared fish due to their aggressive and bold attitude. The association of these behavioral traits, shaped by domestication, could expose hatchery-reared fish to high risks and post-release mortality in the wild. Indeed, within a few months after the release, most of the tagged fish were no longer detected by the acoustic receivers. In addition, 26% of the total tagged fish were caught by recreational or professional fishermen. Full article
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27 pages, 2374 KiB  
Article
Advanced Visitor Profiling for Personalized Museum Experiences Using Telemetry-Driven Smart Badges
by Rosen Ivanov
Electronics 2024, 13(20), 3977; https://doi.org/10.3390/electronics13203977 - 10 Oct 2024
Viewed by 2665
Abstract
This paper presents an innovative methodology for enhancing museum visitor experiences through personalized content delivery using a combination of explicit and implicit visitor profiling. The approach integrates Bluetooth Low Energy (BLE) smart badges to collect telemetry data, enabling precise visitor localization and dynamic [...] Read more.
This paper presents an innovative methodology for enhancing museum visitor experiences through personalized content delivery using a combination of explicit and implicit visitor profiling. The approach integrates Bluetooth Low Energy (BLE) smart badges to collect telemetry data, enabling precise visitor localization and dynamic group formation based on real-time proximity and shared interests. Initial profiling begins with OAuth registration and brief surveys and is then refined through the continuous tracking of exhibit interactions and the time spent at each exhibit. An AI-driven system delivers content to individual and group profiles, fostering both personalized learning and social interaction. This methodology addresses the limitations of traditional profiling by adapting to visitor behaviors in real time while maintaining a strong focus on data privacy and ethical considerations. The proposed system not only enhances engagement and satisfaction but also sets the stage for future advancements in personalized cultural experiences. Full article
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17 pages, 16217 KiB  
Article
Investigation of Temperature at Al/Glass Fiber-Reinforced Polymer Interfaces When Drilling Composites of Different Stacking Arrangements
by Brahim Salem, Ali Mkaddem, Malek Habak, Yousef Dobah, Makram Elfarhani and Abdessalem Jarraya
Polymers 2024, 16(19), 2823; https://doi.org/10.3390/polym16192823 - 6 Oct 2024
Cited by 2 | Viewed by 3174
Abstract
This attempt covers an investigation of cutting temperature at interfaces of Fiber Metal Laminates (FMLs) made of glass fiber-reinforced polymer (GFRP) stacked with an Al2020 alloy. GFRP/Al/GFRP and Al/GFRP/Al composite stacks are both investigated to highlight the effect of stacking arrangement on thermal [...] Read more.
This attempt covers an investigation of cutting temperature at interfaces of Fiber Metal Laminates (FMLs) made of glass fiber-reinforced polymer (GFRP) stacked with an Al2020 alloy. GFRP/Al/GFRP and Al/GFRP/Al composite stacks are both investigated to highlight the effect of stacking arrangement on thermal behavior within the interfaces. In a first test series, temperature history is recorded within the metal/composite stack interfaces using preinstalled thermocouples. In a second test series, a wireless telemetry system connected to K-type thermocouples implanted adjacent to the cutting edge of the solid carbide drill is used to record temperature evolution at the tool tip. Focus is put on the effects of cutting speed and stacking arrangement on the thrust force, drilling temperature, and delamination. From findings, the temperature histories show high sensitivity to the cutting speed. When cutting Al/GFRP/Al, the peak temperature is found to be much higher than that recorded in GFRP/Al/GFRP and exceeds the glass transition point of the GFRP matrix under critical cutting speeds. However, thrust force obtained at constitutive phases exhibits close magnitude when the stacking arrangement varies, regardless of cutting speed. Damage analysis is also discussed through the delamination factor at different stages of FML thickness. Full article
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20 pages, 4904 KiB  
Article
User Behavior in Fast Charging of Electric Vehicles: An Analysis of Parameters and Clustering
by Marcelo Bruno Capeletti, Bruno Knevitz Hammerschmitt, Leonardo Nogueira Fontoura da Silva, Nelson Knak Neto, Jordan Passinato Sausen, Carlos Henrique Barriquello and Alzenira da Rosa Abaide
Energies 2024, 17(19), 4850; https://doi.org/10.3390/en17194850 - 27 Sep 2024
Cited by 2 | Viewed by 1152
Abstract
The fast charging of electric vehicles (EVs) has stood out prominently as an alternative for long-distance travel. These charging events typically occur at public fast charging stations (FCSs) within brief timeframes, which requires a substantial demand for power and energy in a short [...] Read more.
The fast charging of electric vehicles (EVs) has stood out prominently as an alternative for long-distance travel. These charging events typically occur at public fast charging stations (FCSs) within brief timeframes, which requires a substantial demand for power and energy in a short period. To adequately prepare the system for the widespread adoption of EVs, it is imperative to comprehend and establish standards for user behavior. This study employs agglomerative clustering, kernel density estimation, beta distribution, and data mining techniques to model and identify patterns in these charging events. They utilize telemetry data from charging events on highways, which are public and cost-free. Critical parameters such as stage of charge (SoC), energy, power, time, and location are examined to understand user dynamics during charging events. The findings of this research provide a clear insight into user behavior by separating charging events into five groups, which significantly clarifies user behavior and allows for mathematical modeling. Also, the results show that the FCSs have varying patterns according to the location. They serve as a basis for future research, including topics for further investigations, such as integrating charging events with renewable energy sources, establishing load management policies, and generating accurate load forecasting models. Full article
(This article belongs to the Section E: Electric Vehicles)
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11 pages, 872 KiB  
Article
Survival and Swimming Performance of Small-Sized Gobiidae Implanted with Mini Passive Integrated Transponders (PIT-Tags)
by Daniel Nyqvist, Alfredo Schiavon, Muhammad Usama Ashraf, Alessandro Candiotto, Adriano Palazzi, Marco Parolini and Claudio Comoglio
Water 2024, 16(19), 2745; https://doi.org/10.3390/w16192745 - 26 Sep 2024
Viewed by 1002
Abstract
Telemetry techniques are important tools in freshwater fish ecology but are limited by the size of the fish in relation to the size of the electronic tags. The emergence of very small PIT tags (8 mm, mini PIT tags) opens the door to [...] Read more.
Telemetry techniques are important tools in freshwater fish ecology but are limited by the size of the fish in relation to the size of the electronic tags. The emergence of very small PIT tags (8 mm, mini PIT tags) opens the door to study the individual movement and behavior of small-sized fish species and life stages previously outside the scope of fish telemetry. Although high survival from mini PIT tags have been shown in some groups of fish, suitability assessments are lacking for many taxa, and potential behavioral effects have rarely been evaluated. Here, we evaluate the survival tagging effects in small-sized (35–76 mm) Padanian goby (Padogobius bonelli) implanted with mini PIT tags. PIT-tagging was associated with high survival and tag retention in the tagged fish. No effects of PIT-tagging on volitional swimming activity nor on maximum swimming speed were found. Similar results were obtained implanting larger tags (12 mm) in gobies down to 50 mm in length. Our results indicate that PIT telemetry—using mini PIT tags—is applicable for the study of behavior and movement in small-sized gobies. Full article
(This article belongs to the Section Biodiversity and Functionality of Aquatic Ecosystems)
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17 pages, 2544 KiB  
Article
When the Light Goes Out: Distribution and Sleeping Habitat Use of Parrotfishes at Night
by Marcos Lucena, Thiago Costa Mendes, César Augusto Marcelino Mendes Cordeiro, Moysés Cavichiloli Barbosa, Jora Batista, Linda Eggertsen, Carlos W. Hackradt and Carlos Eduardo Leite Ferreira
Fishes 2024, 9(10), 370; https://doi.org/10.3390/fishes9100370 - 24 Sep 2024
Viewed by 1167
Abstract
Understanding the diurnal and nocturnal activity of organisms is a key topic in behavioral ecology, with implications for population structure and management strategies. In reef systems, parrotfishes play crucial roles as nominal herbivores, but overfishing has led to population collapses with detrimental effects [...] Read more.
Understanding the diurnal and nocturnal activity of organisms is a key topic in behavioral ecology, with implications for population structure and management strategies. In reef systems, parrotfishes play crucial roles as nominal herbivores, but overfishing has led to population collapses with detrimental effects on reef functions. Parrotfish are good models to study diel rhythms, as they are often easily observed while sleeping at night. We assessed the distribution, sleeping substrate selectivity and sleeping areas of parrotfishes during the night in a subtropical rocky reef of the Southwestern Atlantic. We performed replicated visual censuses (50 × 2 m) at different depths to estimate parrotfish abundance, while quantifying the structural complexity of sleeping sites. Among the seven recorded parrotfish species, we focused on the four most abundant to determine their sleeping habitat selectivity. Active telemetry was used for the two most abundant species to define their sleeping site areas and sleeping hotspots. All four species exhibited a preference for sediment as a sleeping substrate, while avoiding zoanthids. Species distribution was influenced by depth, with Scarus zelindae predominantly sleeping in high-complexity substrate at intermediate depths and Sparisoma tuiupiranga sleeping in the rock–sand interface at deeper depths. Tagged Sparisoma axillare and Sparisoma frondosum exhibited similar sleeping areas in terms of size and geographical locations; showing high site fidelity, they returned to the same sleeping sites over consecutive nights. These results represent the first assessment of parrotfish distribution and habitat use at night in the Atlantic. This information is crucial for guiding management actions, particularly in the planning of no-take zones for fishing control and population recovery. Full article
(This article belongs to the Special Issue Biology and Ecology of Coral Reef Fishes)
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18 pages, 4769 KiB  
Article
Use of Telemetry Data to Quantify Life History Diversity in Migrating Juvenile Chinook Salmon (Oncorhynchus tshawytscha)
by Pascale Ava Lake Goertler, Myfanwy Johnston, Cyril Joseph Michel, Tracy Grimes, Gabriel Singer, Jeremy Notch and Ted Sommer
Water 2024, 16(17), 2529; https://doi.org/10.3390/w16172529 - 6 Sep 2024
Viewed by 1208
Abstract
Variations in species distribution, population structure, and behavior can provide a portfolio effect that buffers populations against rapid environmental change. Although diversity has been identified as a goal for effective resource management and genetic and demographic tools have been developed, life history remains [...] Read more.
Variations in species distribution, population structure, and behavior can provide a portfolio effect that buffers populations against rapid environmental change. Although diversity has been identified as a goal for effective resource management and genetic and demographic tools have been developed, life history remains challenging to quantify. In this study, we demonstrate a novel metric of life history diversity using telemetry data from migratory fish. Here, we examined diversity in the outmigration behavior of juvenile Chinook salmon (Oncorhynchus tshawytscha) released in the Sacramento River, California, between 2007 and 2017. In this synthesis, we examined a wide variety of landscape and demographic drivers at high resolution by incorporating many individual telemetry studies, with variability in release location by year, environmental conditions, and all runs of salmon that are present in the watershed. When years were grouped by shared hydrologic conditions, variation in travel time was significantly higher in wet years. Further, our model showed a negative effect of warm temperatures at low flows on the variation in migration movements. This suggests that enhanced hydrologic connectivity increases the variation in migration time, a representation of habitat complexity and biocomplexity, despite the degraded state of this watershed and the weakened state of these populations. Variation in migration behavior could buffer species from current and future environmental changes, such as climate effects on precipitation and temperature. Hence, behavioral metrics generated from telemetry studies can be used to understand life history diversity and the potential effects of environmental fluctuations. Full article
(This article belongs to the Section Biodiversity and Functionality of Aquatic Ecosystems)
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15 pages, 7281 KiB  
Article
Implementation of a 6U CubeSat Electrical Power System Digital Twin
by Pablo Casado, Cristian Torres, José M. Blanes, Ausiàs Garrigós and David Marroquí
Aerospace 2024, 11(8), 688; https://doi.org/10.3390/aerospace11080688 - 21 Aug 2024
Cited by 2 | Viewed by 2123
Abstract
This paper presents the design of a digital twin for a 6U CubeSat electrical power system, including the solar arrays, solar array regulators, battery, power distribution unit, and load subsystems. The digital twin is validated by comparing its real-time outputs with those of [...] Read more.
This paper presents the design of a digital twin for a 6U CubeSat electrical power system, including the solar arrays, solar array regulators, battery, power distribution unit, and load subsystems. The digital twin is validated by comparing its real-time outputs with those of the physical system. Experimental tests confirm its feasibility, showing that the digital twin’s real-time outputs closely match those of the physical system. Additionally, the digital twin can be used for control-hardware-in-the-loop and power-hardware-in-the-loop tests, allowing the real-time integration of simulated subsystems with hardware. This capability facilitates testing of new subsystems and optimization during the project’s development phases. Additionally, to demonstrate the advanced capabilities of this model, the digital twin is used to simulate the CubeSat electrical power system behavior in real time throughout a complete orbital cycle in low Earth orbit conditions. This simulation provides valuable insights into the CubeSat operation by capturing the transient and steady-state responses of the EPS components under real orbital conditions. The results obtained indicate that the digital twin significantly enhances the testing and optimization process of new subsystems during the development phases of the project. Moreover, the capabilities of the digital twin can be further augmented by incorporating real-time telemetry data from the CubeSat, resulting in a highly accurate replication of the satellite’s in-orbit behavior. This approach is crucial for identifying and diagnosing failures or malfunctions in the electrical power system, ensuring the robust and reliable operation of the CubeSat. Full article
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17 pages, 2655 KiB  
Article
Optimizing Electric Racing Car Performance through Telemetry-Integrated Battery Charging: A Response Surface Analysis Approach
by A. F. Villa-Salazar, I. N. Gomez-Miranda, A. F. Romero-Maya, J. D. Velásquez-Gómez and K. Lemmel-Vélez
World Electr. Veh. J. 2024, 15(7), 317; https://doi.org/10.3390/wevj15070317 - 18 Jul 2024
Viewed by 3972
Abstract
The link between the world of communications and the world of racing is provided by the telemetry systems in electric racing cars. These systems send real-time data about the vehicle’s behavior and systems to enable informed decisions during the race. The objective of [...] Read more.
The link between the world of communications and the world of racing is provided by the telemetry systems in electric racing cars. These systems send real-time data about the vehicle’s behavior and systems to enable informed decisions during the race. The objective of this research was to integrate telemetry into the battery bank of an electric racing car in order to find the optimal values of current and voltage that optimize the charging process and thus improve the performance of the vehicle in competition using Response Surface Analysis. Specifically, the telemetry system consisted of an Arduino Mega, a digital wattmeter, and temperature sensors, all installed in the vehicle. Once the telemetry data were obtained, a response surface design was fitted with current, voltage, and temperature as factors varying from low to high values, with the objective function being to minimize the battery charging time. Using the response surface methodology and the steepest descent algorithm, it was found that all factors significantly affect the charging time, with the minimum charging time being 6961 s, obtained with a current of 2.4 amps and voltages of 50.5 volts and 43.6 volts. Full article
(This article belongs to the Special Issue Lithium-Ion Batteries for Electric Vehicle)
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15 pages, 504 KiB  
Article
Detecting DoS Attacks through Synthetic User Behavior with Long Short-Term Memory Network
by Patrycja Nędza and Jerzy Domżał
Sensors 2024, 24(12), 3735; https://doi.org/10.3390/s24123735 - 8 Jun 2024
Cited by 1 | Viewed by 1001
Abstract
With the escalation in the size and complexity of modern Denial of Service attacks, there is a need for research in the context of Machine Learning (ML) used in attack execution and defense against such attacks. This paper investigates the potential use of [...] Read more.
With the escalation in the size and complexity of modern Denial of Service attacks, there is a need for research in the context of Machine Learning (ML) used in attack execution and defense against such attacks. This paper investigates the potential use of ML in generating behavioral telemetry data using Long Short-Term Memory network and spoofing requests for the analyzed traffic to look legitimate. For this research, a custom testing environment was built that listens for mouse and keyboard events and analyzes them accordingly. While the economic feasibility of this attack currently limits its immediate threat, advancements in technology could make it more cost-effective for attackers in the future. Therefore, proactive development of countermeasures remains essential to mitigate potential risks and stay ahead of evolving attack methods. Full article
(This article belongs to the Special Issue Cybersecurity and Reliability for 5G and Beyond and IoT Applications)
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