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A High-fidelity, Machine-learning Enhanced Queueing Network Simulation Model for Hospital Ultrasound Operations [article]

Yihan Pan, Zhenghang Xu, Jin Guang, Jingjing Sun, Chengwenjian Wang, Xuanming Zhang, Xinyun Chen, J.G. Dai, Yichuan Ding, Pengyi Shi, Hongxin Pan, Kai Yang (+1 others)
2021 arXiv   pre-print
We collaborate with a large teaching hospital in Shenzhen, China and build a high-fidelity simulation model for its ultrasound center to predict key performance metrics, including the distributions of  ...  We apply machine learning tools to calibrate the key components of the queueing model from data with enhanced accuracy.  ...  Main Contribution We develop a high-fidelity simulation model that integrates machine learning tools and queueing models in a novel manner, instead of using either alone.  ... 
arXiv:2104.07451v1 fatcat:irfg2b6xizgshn5helnc6izxyy

PPU-friendly Biomechanical Models for Virtual Medicine

Jing Qin, Yim-Pan Chui, Simon Sze-Ming Ho, Wai-Sang Poon, Pheng Ann Heng
2009 International Journal of Virtual Reality  
With the change in the health economics, the advances of minimal invasive surgery (MIS) and shortening of hospitalization time, source and availability of patient for teaching become a major problem.  ...  The main focus of virtual medicine is to develop and deliver virtual reality based training and computer enhanced learning in medicine.  ...  ACKNOWLEDGMENT The work described in this paper was fully supported by a grant from the Research Grants Council of the Hong Kong Special Administrative Region (Project No.  ... 
doi:10.20870/ijvr.2009.8.1.2709 fatcat:mwsl4sz3abexrn75smwspwokcq

A Comprehensive Survey of the Tactile Internet: State-of-the-Art and Research Directions

Nattakorn Promwongsa, Amin Ebrahimzadeh, Diala Naboulsi, Somayeh Kianpisheh, Fatna Belqasmi, Roch Glitho, Noel Crespi, Omar Alfandi
2021 IEEE Communications Surveys and Tutorials  
Index Terms-5G/6G, artificial intelligence, edge computing, machine learning, tactile Internet.  ...  To address these lacunae, we provide a comprehensive survey of the architectures and algorithms proposed to date for the Tactile Internet.  ...  Let us consider that surgeons in one hospital need to operate on a patient who is located in a different hospital.  ... 
doi:10.1109/comst.2020.3025995 fatcat:wdqtfbwitvcp3phrtzlshnjlse

Conference Guide [Front matter]

2020 2020 16th International Conference on Control, Automation, Robotics and Vision (ICARCV)  
In our hybrid system, the proposed robust extreme learning machine is employed to model high-frequent sub- signals, while least square extreme learning machine is used to model low-frequent subsignals  ...  The proposed method was validated in the Next Generation Simulation dataset, and the queue length for each signal cycle can be estimated with a high accuracy.  ...  When the communication network meets the necessary connectivity, we develop a variation of so-called ratio consensus algorithm that deal with malicious attacks.  ... 
doi:10.1109/icarcv50220.2020.9305477 fatcat:4h7gpoj7ljgsrlkjoyw3qcfzxi


2021 2021 IEEE International Conference on Consumer Electronics-Taiwan (ICCE-TW)  
Subsequent studies are planned for different types of areas to generate and evaluate a variety of high-fidelity simulation patterns across several fields. 13:40 Automotive Radar Precision  ...  For the repair of the shadow layer, we use a neural network for algorithm simulation.  ... 
doi:10.1109/icce-tw52618.2021.9602919 fatcat:aetmvxb7hfah7iuucbamos2wgu

2021 Index IEEE Robotics and Automation Letters Vol. 6

2021 IEEE Robotics and Automation Letters  
The Author Index contains the primary entry for each item, listed under the first author's name.  ...  ., +, LRA April 2021 3655-3662 A Queue-Stabilizing Framework for Networked Multi-Robot Exploration.  ...  ., +, LRA Oct. 2021 8102-8109 Magnetic Control of a Steerable Guidewire Under Ultrasound Guidance 2021 6489-6496 Position-Based Dynamics Simulator of Brain Deformations for Path Plan-ning and Intra-Operative  ... 
doi:10.1109/lra.2021.3119726 fatcat:lsnerdofvveqhlv7xx7gati2xu

Empowering Vertical Industries through 5G Networks - Current Status and Future Trends

Alexandros Kaloxylos, Anastasius Gavras, Raffaele De Peppe
2020 Zenodo  
This white paper summarizes the progress and key findings produced by 5G PPP projects to provide 5G network services for vertical industries.  ...  Figure 4 .12 topright), was processed by a machine learning-based Infringement Recognition Server.  ...  Speeds above 100 Km/h, 2 Gbit/s for UHD multicamera video streams from hospital to paramedic treating the patient and high-resolution streaming from the ultrasound probe at the paramedic to the remote  ... 
doi:10.5281/zenodo.3698113 fatcat:mkjzdvjnqfehxply655s7mdqam

D3.1 – State-of-the-Art and Market Analysis Report

ASSIST-IoT Consortium
2021 Zenodo  
• FiWi-enhanced cellular network architectures aim to enhance LTE-A heterogeneous networks with FiWi access networks to provide high-capacity fiber backhaul and WiFi offloading capabilities.  ...  NVIDIA offers an edge computing platform, which uses deep learning for radiology. Participating hospitals label their own patient data and train the global model.  ... 
doi:10.5281/zenodo.6705158 fatcat:xote6pjzubcvxo4aqxxbraooxi

Learning Capacity in Simulated Virtual Neurological Procedures

Mattia Samuel Mancosu, Silvester Czanner, Martin Punter
2020 Journal of WSCG  
ACKNOWLEDGEMENTS The authors would like to thank Oana Rotaru-Orhei for her comments and the three anonymous reviewers for their insightful suggestions.  ...  This work was partially supported by a grant of Ministry of Research and Innovation, CNCS -UEFISCDI, project number PN-III-P4-ID-PCE-2016-0842, within PNCDI III.  ...  Recent advances in machine learning and particularly deep learning offer promising prospects for improvements in the field.  ... 
doi:10.24132/csrn.2020.3001.13 fatcat:uytlm7nytrhmnk553ellfhl54a

Acoustic concerns related to multi cultural societies

Anders Chr. Gade
2001 Journal of the Acoustical Society of America  
a desktop machine. ͓  ...  High intensity focused ultrasound for arrest of bleeding. Shahram Vaezy, Roy Martin, and Lawrence Crum ͑Ctr. for Industrial and Medical Ultrasound, Appl. Phys.  ...  The general operation principle is not new, but the system, which can operate upon an ordinary laboratory table, is refined and optimized for a generation of levels as high as 174 dB at 500 Hz with a very  ... 
doi:10.1121/1.4777092 fatcat:mu53dmjeund3zg5guqdnjpl2bm

Artificial Intelligence [article]

John Paul Mueller Luca Massaron
2018 Zenodo  
A major part of the problem is that movies, television shows, and books have all conspired to give false hopes as to what AI will accomplish.  ...  After creating a model, you can write a program that simulates the model.  ...  Yes, some AI is modeled to simulate human intelligence, but that's what it is: a simulation.  ... 
doi:10.5281/zenodo.5599660 fatcat:rn6nyx5xinehzpwfy3knurtzgy

Society of Cardiovascular Anesthesiologists

2012 Anesthesia and Analgesia  
A high fidelity simulation manikin was used to simulate both normal and difficult airway scenarios . Each participant had 8 intubation attempts on the manikin .  ...  We are in the process of utilizing both traditional statistical analysis and advanced machine learning algorithms to model our dataset .  ...  Plasticity in the hippocampus is impaired after isoflurane suggesting a possible network substrate for the memory deficit .  ... 
doi:10.1213/00000539-201202000-00004 fatcat:fv7slix6zvdadpmtc26cyf7fjy

Interoperability, XML Schema [chapter]

2017 Encyclopedia of GIS  
Thus the correct objects are recognized by the machine learning model.  ...  Machine learning algorithms could be accessed from several neural networks books (Haykin 1999) .  ...  Cross-References Visual Momentum Information Retrieval Internet-Based Spatial Information Retrieval Retrieval Algorithms, Spatial Skyline Queries Information Theory Data Compression for Network GIS  ... 
doi:10.1007/978-3-319-17885-1_100625 fatcat:bgxdhdxa4bewzcggrogz56rdpi


2018 Journal of general internal medicine  
hospital admissions in the 90 days post-operatively between patients with and without a UP pre-operatively.  ...  Doctors who ASSOCIATION BETWEEN AREA RESOURCES AND BODY MASS assess swallowing function using the protocol might carefully begin oral intake INDEX: A MULTI-LEVEL MACHINE LEARNING ANALYSIS Seth  ... 
doi:10.1007/s11606-018-4413-y fatcat:zovo3gdawjarfmbxy6tqypkztm

Inferring Queueing Network Models from High-precision Location Tracking Data

Tzu-Ching Horng, William Knottenbelt, Peter Harrison
This high-quality data provides an ideal basis for the construction of high-fidelity performance models.  ...  This thesis presents a four-stage data processing pipeline which takes as input high-precision location tracking data and automatically constructs a queueing network performance model approximating the  ...  The unprecedented volume and high-quality of information captured by these sensor-enabled networks, combined with theories/techniques in Data Mining, Machine Learning and statistical inference, lay the  ... 
doi:10.25560/13700 fatcat:6zlyjvtjyjhjhn64hd2muib4sy
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