1
|
Chen J, Chen F. Efficient vehicle lateral safety analysis based on Multi-Kriging metamodels: Autonomous trucks under different lateral control modes during being overtaken. ACCIDENT; ANALYSIS AND PREVENTION 2024; 208:107787. [PMID: 39278138 DOI: 10.1016/j.aap.2024.107787] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/09/2024] [Revised: 08/19/2024] [Accepted: 09/09/2024] [Indexed: 09/17/2024]
Abstract
Different lateral control modes for autonomous trucks have been proposed in the past to improve road sustainability. To evaluate the lateral reliability and risk of autonomous trucks under different lateral control modes, especially in windy conditions and during overtaking, this study proposes a high-precision, efficient method based on Multi-Kriging (MK) metamodeling. Compared to Support Vector Regression (SVR), widely used in vehicle safety studies, the MK method builds Kriging metamodels for all potential deviation crashes of autonomous trucks, significantly reducing computational costs while ensuring accuracy. Additionally, instead of using the maximum lateral deviation as a dynamic risk indicator, this study innovatively suggests using the distance between the autonomous truck and the lane line after the maximum lateral deviation occurs. Considering the vehicle and environmental characteristics, the MK method is used to calculate the probability of a crash and the associated risk at various lateral positions of the autonomous truck, quantifying the crash probability and risk values under different lateral control modes. Furthermore, the study investigates the influence of the standard deviation of the normal distribution on the crash probability and risk values of autonomous trucks, providing valuable insights for future research on road sustainability and safety under autonomous driving conditions.
Collapse
Affiliation(s)
- Jilong Chen
- The Key Laboratory of Road and Traffic Engineering, Ministry of Education, Tongji University, 4800 Cao'an Road, Jiading, Shanghai 201804, China.
| | - Feng Chen
- The Key Laboratory of Road and Traffic Engineering, Ministry of Education, Tongji University, 4800 Cao'an Road, Jiading, Shanghai 201804, China.
| |
Collapse
|
2
|
Singh M, Roubertie F, Ozturk C, Borchiellini P, Rames A, Bonnemain J, Gollob SD, Wang SX, Naulin J, El Hamrani D, Dugot-Senant N, Gosselin I, Grenet C, L'Heureux N, Roche ET, Kawecki F. Hemodynamic evaluation of biomaterial-based surgery for Tetralogy of Fallot using a biorobotic heart, in silico, and ovine models. Sci Transl Med 2024; 16:eadk2936. [PMID: 38985852 DOI: 10.1126/scitranslmed.adk2936] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2023] [Revised: 03/12/2024] [Accepted: 06/20/2024] [Indexed: 07/12/2024]
Abstract
Tetralogy of Fallot is a congenital heart disease affecting newborns and involves stenosis of the right ventricular outflow tract (RVOT). Surgical correction often widens the RVOT with a transannular enlargement patch, but this causes issues including pulmonary valve insufficiency and progressive right ventricle failure. A monocusp valve can prevent pulmonary regurgitation; however, valve failure resulting from factors including leaflet design, morphology, and immune response can occur, ultimately resulting in pulmonary insufficiency. A multimodal platform to quantitatively evaluate the effect of shape, size, and material on clinical outcomes could optimize monocusp design. This study introduces a benchtop soft biorobotic heart model, a computational fluid model of the RVOT, and a monocusp valve made from an entirely biological cell-assembled extracellular matrix (CAM) to tackle the multifaceted issue of monocusp failure. The hydrodynamic and mechanical performance of RVOT repair strategies was assessed in biorobotic and computational platforms. The monocusp valve design was validated in vivo in ovine models through echocardiography, cardiac magnetic resonance, and catheterization. These models supported assessment of surgical feasibility, handling, suturability, and hemodynamic and mechanical monocusp capabilities. The CAM-based monocusp offered a competent pulmonary valve with regurgitation of 4.6 ± 0.9% and a transvalvular pressure gradient of 4.3 ± 1.4 millimeters of mercury after 7 days of implantation in sheep. The biorobotic heart model, in silico analysis, and in vivo RVOT modeling allowed iteration in monocusp design not now feasible in a clinical environment and will support future surgical testing of biomaterials for complex congenital heart malformations.
Collapse
Affiliation(s)
- Manisha Singh
- Institute for Medical Engineering and Science, Massachusetts Institute of Technology, Cambridge, MA 02142, USA
| | - François Roubertie
- IHU Liryc, Electrophysiology and Heart Modeling Institute, F-33604 Pessac, France
- Congenital Heart Diseases Department, CHU de Bordeaux, F-33604 Pessac, France
| | - Caglar Ozturk
- Institute for Medical Engineering and Science, Massachusetts Institute of Technology, Cambridge, MA 02142, USA
| | - Paul Borchiellini
- University of Bordeaux, INSERM, BioTis, U1026, F-33000 Bordeaux, France
| | - Adeline Rames
- University of Bordeaux, INSERM, BioTis, U1026, F-33000 Bordeaux, France
| | - Jean Bonnemain
- Institute for Medical Engineering and Science, Massachusetts Institute of Technology, Cambridge, MA 02142, USA
- Department of Adult Intensive Care Medicine, Lausanne University Hospital and University of Lausanne, CH-1011 Lausanne, Switzerland
| | - Samuel Dutra Gollob
- Department of Mechanical Engineering, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Sophie X Wang
- Institute for Medical Engineering and Science, Massachusetts Institute of Technology, Cambridge, MA 02142, USA
- Department of Surgery, Beth Israel Deaconess Medical Center, Boston, MA 02215, USA
| | - Jérôme Naulin
- IHU Liryc, Electrophysiology and Heart Modeling Institute, F-33604 Pessac, France
| | - Dounia El Hamrani
- IHU Liryc, Electrophysiology and Heart Modeling Institute, F-33604 Pessac, France
| | - Nathalie Dugot-Senant
- Plateforme d'histopathologie, TBMcore INSERM US005-CNRS 3427, F-33000 Bordeaux, France
| | - Isalyne Gosselin
- Plateforme d'histopathologie, TBMcore INSERM US005-CNRS 3427, F-33000 Bordeaux, France
| | - Célia Grenet
- University of Bordeaux, INSERM, BioTis, U1026, F-33000 Bordeaux, France
| | - Nicolas L'Heureux
- University of Bordeaux, INSERM, BioTis, U1026, F-33000 Bordeaux, France
| | - Ellen T Roche
- Institute for Medical Engineering and Science, Massachusetts Institute of Technology, Cambridge, MA 02142, USA
- Department of Mechanical Engineering, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Fabien Kawecki
- University of Bordeaux, INSERM, BioTis, U1026, F-33000 Bordeaux, France
| |
Collapse
|
3
|
Chen J, Chen F, Zhao S. Lateral safety evaluation of autonomous trucks in overtaking maneuvers and adverse weather: Exploratory comparison of different lateral control modes. ACCIDENT; ANALYSIS AND PREVENTION 2024; 200:107540. [PMID: 38479204 DOI: 10.1016/j.aap.2024.107540] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/17/2023] [Revised: 02/05/2024] [Accepted: 03/04/2024] [Indexed: 04/14/2024]
Abstract
As the detrimental impact of the commonly recommended centered driving mode for autonomous trucks on road longevity is gaining attention, more lateral control modes are being proposed to enhance road sustainability. However, there is currently a lack of research on the lateral safety analysis of autonomous trucks with different lateral control modes, especially in complex driving scenarios (such as overtaking) and adverse weather conditions. Therefore, this study developed a safety assessment framework to comparatively analyze the risk probability differences in lateral accidents during overtaking maneuvers by autonomous trucks with different lateral control modes under adverse weather conditions. Based on aerodynamics and vehicle dynamics simulations to capture the multifactorial influences on truck lateral deviation, the results are used for model validation and training. In the reliability approach, Support Vector Machine Regression (SVR) is introduced to establish the SVR response surface model with optimal predictive performance, and combined with Monte Carlo simulations for safety assessment, quantifying safety indices. The results indicate that trucks being overtaken during overtaking maneuvers are more prone to lateral accidents under crosswind influences. The overall impact of lateral control modes on the lateral safety trends is minor. Compared to other lateral control modes, following the centered zero-drift mode is generally safer. However, in conditions of low wind speeds (below 20 km/h) or on highly slippery road surfaces (road friction coefficient below 0.1), autonomous trucks following a uniform distribution mode can better maintain a low-risk level. This study provides crucial insights for future considerations integrating road longevity and truck safety in a collaborative manner, and the proposed methodology has broad applications.
Collapse
Affiliation(s)
- Jilong Chen
- The Key Laboratory of Road and Traffic Engineering, Ministry of Education, Tongji University, 4800 Cao'an Road, Jiading, Shanghai 201804, China
| | - Feng Chen
- The Key Laboratory of Road and Traffic Engineering, Ministry of Education, Tongji University, 4800 Cao'an Road, Jiading, Shanghai 201804, China.
| | - Suiyang Zhao
- The Key Laboratory of Road and Traffic Engineering, Ministry of Education, Tongji University, 4800 Cao'an Road, Jiading, Shanghai 201804, China
| |
Collapse
|
4
|
Ozturk C, Rosalia L, Roche ET. A Multi-Domain Simulation Study of a Pulsatile-Flow Pump Device for Heart Failure With Preserved Ejection Fraction. Front Physiol 2022; 13:815787. [PMID: 35145432 PMCID: PMC8822361 DOI: 10.3389/fphys.2022.815787] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2021] [Accepted: 01/05/2022] [Indexed: 12/02/2022] Open
Abstract
Mechanical circulatory support (MCS) devices are currently under development to improve the physiology and hemodynamics of patients with heart failure with preserved ejection fraction (HFpEF). Most of these devices, however, are designed to provide continuous-flow support. While it has been shown that pulsatile support may overcome some of the complications hindering the clinical translation of these devices for other heart failure phenotypes, the effects that it may have on the HFpEF physiology are still unknown. Here, we present a multi-domain simulation study of a pulsatile pump device with left atrial cannulation for HFpEF that aims to alleviate left atrial pressure, commonly elevated in HFpEF. We leverage lumped-parameter modeling to optimize the design of the pulsatile pump, computational fluid dynamic simulations to characterize hydraulic and hemolytic performance, and finite element modeling on the Living Heart Model to evaluate effects on arterial, left atrial, and left ventricular hemodynamics and biomechanics. The findings reported in this study suggest that pulsatile-flow support can successfully reduce pressures and associated wall stresses in the left heart, while yielding more physiologic arterial hemodynamics compared to continuous-flow support. This work therefore supports further development and evaluation of pulsatile support MCS devices for HFpEF.
Collapse
Affiliation(s)
- Caglar Ozturk
- Institute for Medical Engineering and Science, Massachusetts Institute of Technology, Cambridge, MA, United States
| | - Luca Rosalia
- Institute for Medical Engineering and Science, Massachusetts Institute of Technology, Cambridge, MA, United States
- Health Sciences and Technology Program, Harvard – Massachusetts Institute of Technology, Cambridge, MA, United States
| | - Ellen T. Roche
- Institute for Medical Engineering and Science, Massachusetts Institute of Technology, Cambridge, MA, United States
- Department of Mechanical Engineering, Massachusetts Institute of Technology, Cambridge, MA, United States
- *Correspondence: Ellen T. Roche,
| |
Collapse
|
5
|
Peng L, Zheng M, Pan T, Su G, Li Q. Tandem-wing interactions on aerodynamic performance inspired by dragonfly hovering. ROYAL SOCIETY OPEN SCIENCE 2021; 8:202275. [PMID: 34457328 PMCID: PMC8385352 DOI: 10.1098/rsos.202275] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/07/2021] [Accepted: 07/30/2021] [Indexed: 06/13/2023]
Abstract
Dragonflies possess two pairs of wings and the interactions between forewing (FW) and hindwing (HW) play an important role in dragonfly flight. The effects of tandem-wing (TW) interactions on the aerodynamic performance of dragonfly hovering have been investigated. Numerical simulations of single-wing hovering without interactions and TW hovering with interactions are conducted and compared. It is found that the TW interactions reduce the lift coefficient of FW and HW by 7.36% and 20.25% and also decrease the aerodynamic power and efficiency. The above effects are mainly caused by the interaction between the vortex structures of the FW and the HW, which makes the pressure of the wing surface and the flow field near the wings change. During the observations of dragonfly flight, it is found that the phase difference (γ) is not fixed. To explore the influence of phase difference on aerodynamic performance, TW hovering with different phase differences is studied. The results show that at γ = 22.5°, dragonflies produce the maximum lift which is more than 20% of the body weight with high efficiency; at γ = 180°, dragonflies generate the same lift as the body weight.
Collapse
Affiliation(s)
- Liansong Peng
- School of Energy and Power Engineering, Beihang University, Beijing 100191, People's Republic of China
| | - Mengzong Zheng
- School of Energy and Power Engineering, Beihang University, Beijing 100191, People's Republic of China
| | - Tianyu Pan
- Research Institute of Aero-Engine, Beihang University, Beijing 100083, People's Republic of China
| | - Guanting Su
- School of Energy and Power Engineering, Beihang University, Beijing 100191, People's Republic of China
| | - Qiushi Li
- School of Energy and Power Engineering, Beihang University, Beijing 100191, People's Republic of China
- Research Institute of Aero-Engine, Beihang University, Beijing 100083, People's Republic of China
- Key Laboratory of Fluid and Power Machinery, Ministry of Education, Xihua University, Chengdu 610039, People's Republic of China
| |
Collapse
|
6
|
Latt J, Coreixas C, Beny J. Cross-platform programming model for many-core lattice Boltzmann simulations. PLoS One 2021; 16:e0250306. [PMID: 33914788 PMCID: PMC8084255 DOI: 10.1371/journal.pone.0250306] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2020] [Accepted: 04/04/2021] [Indexed: 11/19/2022] Open
Abstract
We present a novel, hardware-agnostic implementation strategy for lattice Boltzmann (LB) simulations, which yields massive performance on homogeneous and heterogeneous many-core platforms. Based solely on C++17 Parallel Algorithms, our approach does not rely on any language extensions, external libraries, vendor-specific code annotations, or pre-compilation steps. Thanks in particular to a recently proposed GPU back-end to C++17 Parallel Algorithms, it is shown that a single code can compile and reach state-of-the-art performance on both many-core CPU and GPU environments for the solution of a given non trivial fluid dynamics problem. The proposed strategy is tested with six different, commonly used implementation schemes to test the performance impact of memory access patterns on different platforms. Nine different LB collision models are included in the tests and exhibit good performance, demonstrating the versatility of our parallel approach. This work shows that it is less than ever necessary to draw a distinction between research and production software, as a concise and generic LB implementation yields performances comparable to those achievable in a hardware specific programming language. The results also highlight the gains of performance achieved by modern many-core CPUs and their apparent capability to narrow the gap with the traditionally massively faster GPU platforms. All code is made available to the community in form of the open-source project stlbm, which serves both as a stand-alone simulation software and as a collection of reusable patterns for the acceleration of pre-existing LB codes.
Collapse
Affiliation(s)
- Jonas Latt
- Computer Science Department, University of Geneva, Carouge, Switzerland
| | | | - Joël Beny
- Computer Science Department, University of Geneva, Carouge, Switzerland
| |
Collapse
|
7
|
Analysis of Aeroacoustic Properties of the Local Radial Point Interpolation Cumulant Lattice Boltzmann Method. ENERGIES 2021. [DOI: 10.3390/en14051443] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
The lattice Boltzmann method (LBM) has recently been used to simulate wave propagation, one of the challenging aspects of wind turbine modeling and simulation. However, standard LB methods suffer from the instability that occurs at low viscosities and from its characteristic lattice uniformity, which results in issues of accuracy and computational efficiency following mesh refinement. The local radial point interpolation cumulant lattice Boltzmann method (LRPIC-LBM) is proposed in this paper to overcome these shortcomings. The LB equation is divided into collision and streaming steps. The collision step is modeled by the cumulant method, one of the stable LB methods at low viscosities. In addition, the streaming step, which is naturally a pure advection equation, is discretized in time and space using the Lax–Wendroff scheme and the local radial point interpolation method (RPIM), a mesh free method. We describe the propagation of planar acoustic waves, including the temporal decay of a standing plane wave and the spatial decay of a planar acoustic pulse. The analysis of these specific benchmark problems has yielded qualitative and quantitative data on acoustic dispersion and dissipation, and their deviation from analytical results demonstrates the accuracy of the method. We found that the LRPIC-LBM replicates the analytical results for different viscosities, and the errors of the fundamental acoustic properties are negligible, even for quite low resolutions. Thus, this method may constitute a useful platform for effectively predicting complex engineering problems such as wind turbine simulations, without parameter dependencies such as the number of points per wavelength Nppw and resolution σ or the detrimental effect caused by the use of coarse grids found in other accurate and stable LB models.
Collapse
|