The increased mobility requirements of modern lifestyles put more stress on existing traffic infrastructure, which causes reduced traffic flow, especially in peak traffic hours. This calls for new and advanced solutions in traffic flow regulation and management. One approach towards optimisation is a transition from static to dynamic traffic light intervals, especially in spots where pedestrian crossing cause stops in road traffic flow. In this paper, we propose a smart pedestrian traffic light triggering mechanism that uses a Frequency-modulated continuous-wave (FMCW) radar for pedestrian detection. Compared to, for example, camera-surveillance systems, radars have advantages in the ability to reliably detect pedestrians in low-visibility conditions and in maintaining privacy. Objects within a radar's detection range are represented in a point cloud structure, in which pedestrians form clusters where they lose all identifiable features. Pedestrian detection and tracking are completed with a group tracking (GTRACK) algorithm that we modified to run on an external processor and not integrated into the used FMCW radar itself. The proposed prototype has been tested in multiple scenarios, where we focused on removing the call button from a conventional pedestrian traffic light. The prototype responded correctly in practically all cases by triggering the change in traffic signalization only when pedestrians were standing in the pavement area directly in front of the zebra crossing.
Download full-text PDF |
Source |
---|---|
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC8915097 | PMC |
http://dx.doi.org/10.3390/s22051754 | DOI Listing |
Adv Colloid Interface Sci
January 2025
Breakthrough Technologies, Deakin, ACT, Australia.
The glycocalyx and its associated endothelial surface layer which lines all cell membranes and most tissues, dwarfs the phospholipid membrane of cells in extent. Its major components are sulphated polymers like heparan and chondroitin sulphates and hyaluronic acid. These form a fuzzy layer of unknown structure and function.
View Article and Find Full Text PDFSensors (Basel)
January 2025
School of Information Engineering, Nanchang Hangkong University, Nanchang 330063, China.
Pedestrian detection is widely used in real-time surveillance, urban traffic, and other fields. As a crucial direction in pedestrian detection, dense pedestrian detection still faces many unresolved challenges. Existing methods suffer from low detection accuracy, high miss rates, large model parameters, and poor robustness.
View Article and Find Full Text PDFSensors (Basel)
January 2025
Software Engineering College, Zhengzhou University of Light Industry, Zhengzhou 450002, China.
With the rapid development of IoT technology, sensors are widely used for monitoring environmental parameters. The data collected by sensors needs to be stored, and distributed storage systems provide an excellent platform to handle this vast amount of data. To enhance data reliability and reduce storage costs, erasure coding technology can be employed within distributed storage systems.
View Article and Find Full Text PDFHealth Promot J Austr
January 2025
School of Sport, Exercise and Nutrition, Massey University, Auckland, New Zealand.
Objective: To assess alignment of food and drinks served to New Zealand (NZ) children in early learning services (ELS) with the Health NZ (formerly known as Ministry of Health) Healthy Food and Drink (HFD) and Reducing Food Related Choking (choking) guidance.
Methods: Menus (271) collected remotely from 148 ELS from November 2020-March 2021 were analysed for their nutritional quality based on a 'traffic light' classification of 'green' (most nutritious), 'amber' (moderately nutritious) and 'red' (least nutritious) based on the guidance.
Results: Overall, 2.
Int J Emerg Med
January 2025
UMC Utrecht, Heidelberglaan 100, CX 3584, Utrecht, The Netherlands.
Background: Emergency department (ED) crowding is a growing concern worldwide and associated with negative effects. In 2013, 68% of Dutch ED-managers experienced crowding on several days of the week. This resulted into the introduction in phases of an ambulance diversion dashboard, in order to influence ED input.
View Article and Find Full Text PDFEnter search terms and have AI summaries delivered each week - change queries or unsubscribe any time!