Sensor-Based Fuzzy Inference of COVID-19 Transmission Risk in Cruise Ships DOI Creative Commons
Georgios Triantafyllou, Georgia Sovatzidi, George Dimas

et al.

Studies in health technology and informatics, Journal Year: 2024, Volume and Issue: unknown

Published: Aug. 22, 2024

Cruise ships are densely populated ecosystems where infectious diseases can spread rapidly. Hence, early detection of infected individuals and risk assessment (RA) the disease transmissibility critical. Recent studies have investigated long-term transmission on cruise ships; however, short-term approaches limited by data unavailability. To this end, work proposes a novel knowledge-based method for RA based fuzzy rules. These rules constructed using knowledge elicited from domain experts. In contrast to previous approaches, proposed considers captured several sensors ship information system, according recently smart design. Evaluation with agent-based simulations confirms effectiveness across various cases.

Language: Английский

The influence of mechanical ventilation and portable air cleaners upon aerosol spread in a hospital outpatients clinic DOI Creative Commons
Jacob Salmonsmith, Andrea Ducci, Liwei Guo

et al.

Aerosol Science and Technology, Journal Year: 2025, Volume and Issue: unknown, P. 1 - 12

Published: Jan. 30, 2025

The SARS-CoV-2 global pandemic has highlighted the risk of nosocomial infections airborne viruses to patient populations around world. Increased use mechanical ventilation and portable air cleaners (PACs) have been suggested as methods mitigate this risk, but introduction new flows indoor areas can complex potentially unforeseen consequences. We used particle counters investigate effect using built-in and/or PACs in a typical hospital outpatients' clinic upon spread aerosols produced by an aerosol generator. A variety scenarios was investigated, examining movement neighboring room, throughout whole clinic, from one room another at far side clinic. Whilst both may reduce migration some up 96%, same lead unexpectedly increased 29% between rooms, supply increase across 5.5 times. These increases are most likely due outlets these devices, providing with enough momentum traverse distance relatively remote locations or creating recirculation regions that pull out push them into another. Accordingly, order effectively deploy useful mitigations their full potential not simply displace infection, careful consideration placement resultant flow dynamics is required.

Language: Английский

Citations

1

Ultra-scaled deep learning temperature reconstruction in turbulent airflow ventilation DOI
Filippos Sofos, Dimitris Drikakis, Ioannis W. Kokkinakis

et al.

Physics of Fluids, Journal Year: 2024, Volume and Issue: 36(6)

Published: June 1, 2024

A deep learning super-resolution scheme is proposed to reconstruct a coarse, turbulent temperature field into detailed, continuous field. The fluid mechanics application here refers an airflow ventilation process in indoor setting. Large eddy simulations are performed from dense simulation grid and provide data two-dimensional images. images fed flow reconstruction model after being scaled down 100 times. Training testing on these images, the learns map such highly coarse fields their high-resolution counterparts. This computational, approach mimics of employing sparse sensor measurements trying upscale Notably, achieves high performance when input by 5–20 times original dimension, acceptable 30, poor at higher scales. peak signal-to-noise ratio, structure similarity index, relative error between reconstructed output given compared common image processing techniques, as linear bicubic interpolation. pipeline suggests high-performance platform that calculates spatial values can bypass installation wide array, making it cost-effective solution for relevant applications.

Language: Английский

Citations

4

The corridor effect in droplet and aerosol pathogens transmission DOI
Ioannis W. Kokkinakis, Dimitris Drikakis

Physics of Fluids, Journal Year: 2025, Volume and Issue: 37(3)

Published: March 1, 2025

This study investigates the effect of natural ventilation on distribution airborne pathogens in narrow, low-ceiling corridors typical hotels, offices, or cruise ships. Two scenarios are examined: a milder cough at 6 m/s and stronger 12 m/s. A reference baseline case with no airflow is compared to cases featuring an incoming velocity 1 (3.6 km/h), examining differences dispersal respiratory droplets from two individuals coughing spaced 5 meters apart. Both direction airflow, assuming one-way traffic minimize pathogen transmission. Findings indicate that accelerates past door, exceeding 3 m/s, gusts reaching 4 due interaction recirculation zones. acceleration affects droplet dispersal. Larger (>150 μm) maintain ballistic trajectory, traveling 2–4 m, potentially increasing transmission risk but suggesting 5-m distancing policy could suffice for protection. Smaller (<150 μm), especially those <100μm, spread extensively regardless strength while containing most viral mass overall. Thus, alone insufficient. The recommends additional safety measures be enforced, such as wearing masks, stricter usage protocols by limiting corridor use one person every 20–30 s, eliminating when feasible effectively mitigate risks environments.

Language: Английский

Citations

0

The effects of ventilation layout on cough droplet dynamics relating to seasonal influenza DOI
Leslie Kojo Norvihoho, Jing Yin,

Xin-Gang Zhu

et al.

Physics of Fluids, Journal Year: 2024, Volume and Issue: 36(11)

Published: Nov. 1, 2024

The primary aim of this paper is to investigate airborne virus transmission in a typical meeting room relating the heating, ventilation, and air conditioning (A.C.) systems. While installation 4-way cassette A.C. systems offices rooms has become increasingly common, their efficiency mitigating short-range spread remains poorly understood. Addressing gap critical post-pandemic era, where understanding limitations various ventilation paramount for public health. We systematically compare performance A.C., configurations mixing displacement systems, natural controlling respiratory viruses. Our research uniquely integrates evaporation models accurately simulate cough clouds' multiphase behavior under both quiescent thermally influenced conditions. study benchmarks these against two widely recognized standards (i.e., 5 changes per hour 10 l/s person), offering evidence-based insights applicable across diverse indoor settings. findings reveal significant thermal effects case, resulting 32.3%, 54.3%, 8.0% axial, vertical, lateral virus-laden droplets, respectively. Notably, 0.5 m/s system demonstrated superior performance, reducing axial by 29.6% compared other mechanical configurations. Furthermore, role exhaust outlets or doors was found be shaping pattern scenarios. This work can offer practical guidance office workers, engineers, health officials on enhancing infection control.

Language: Английский

Citations

1

Risk Assessment of COVID-19 Transmission on Cruise Ships Using Fuzzy Rules DOI
Georgia Sovatzidi, Georgios Triantafyllou, George Dimas

et al.

IFIP advances in information and communication technology, Journal Year: 2024, Volume and Issue: unknown, P. 336 - 348

Published: Jan. 1, 2024

Language: Английский

Citations

0

Sensor-Based Fuzzy Inference of COVID-19 Transmission Risk in Cruise Ships DOI Creative Commons
Georgios Triantafyllou, Georgia Sovatzidi, George Dimas

et al.

Studies in health technology and informatics, Journal Year: 2024, Volume and Issue: unknown

Published: Aug. 22, 2024

Cruise ships are densely populated ecosystems where infectious diseases can spread rapidly. Hence, early detection of infected individuals and risk assessment (RA) the disease transmissibility critical. Recent studies have investigated long-term transmission on cruise ships; however, short-term approaches limited by data unavailability. To this end, work proposes a novel knowledge-based method for RA based fuzzy rules. These rules constructed using knowledge elicited from domain experts. In contrast to previous approaches, proposed considers captured several sensors ship information system, according recently smart design. Evaluation with agent-based simulations confirms effectiveness across various cases.

Language: Английский

Citations

0