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Nissim L, Karnik S, Smith PA, Wang Y, Frazier OH, Fraser KH. Machine learning based on computational fluid dynamics enables geometric design optimisation of the NeoVAD blades. Sci Rep 2023; 13:7183. [PMID: 37137928 PMCID: PMC10156814 DOI: 10.1038/s41598-023-33708-9] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2022] [Accepted: 04/18/2023] [Indexed: 05/05/2023] Open
Abstract
The NeoVAD is a proposed paediatric axial-flow Left Ventricular Assist Device (LVAD), small enough to be implanted in infants. The design of the impeller and diffuser blades is important for hydrodynamic performance and haemocompatibility of the pump. This study aimed to optimise the blades for pump efficiency using Computational Fluid Dynamics (CFD), machine learning and global optimisation. Meshing of each design typically included 6 million hexahedral elements and a Shear Stress Transport turbulence model was used to close the Reynolds Averaged Navier-Stokes equations. CFD models of 32 base geometries, operating at 8 flow rates between 0.5 and 4 L/min, were created to match experimental studies. These were validated by comparison of the pressure-flow and efficiency-flow curves with those experimentally measured for all base prototype pumps. A surrogate model was required to allow the optimisation routine to conduct an efficient search; a multi-linear regression, Gaussian Process Regression and a Bayesian Regularised Artificial Neural Network predicted the optimisation objective at design points not explicitly simulated. A Genetic Algorithm was used to search for an optimal design. The optimised design offered a 5.51% increase in efficiency at design point (a 20.9% performance increase) as compared to the best performing pump from the 32 base designs. An optimisation method for the blade design of LVADs has been shown to work for a single objective function and future work will consider multi-objective optimisation.
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Affiliation(s)
- Lee Nissim
- Department of Mechanical Engineering, University of Bath, Bath, BA2 7AY, UK
| | - Shweta Karnik
- Innovative Device and Engineering Applications (IDEA) Lab, Texas Heart Institute, Houston, Texas, 77030, USA
| | - P Alex Smith
- Innovative Device and Engineering Applications (IDEA) Lab, Texas Heart Institute, Houston, Texas, 77030, USA
| | - Yaxin Wang
- Innovative Device and Engineering Applications (IDEA) Lab, Texas Heart Institute, Houston, Texas, 77030, USA
| | - O Howard Frazier
- Innovative Device and Engineering Applications (IDEA) Lab, Texas Heart Institute, Houston, Texas, 77030, USA
| | - Katharine H Fraser
- Department of Mechanical Engineering, University of Bath, Bath, BA2 7AY, UK.
- Centre for Therapeutic Innovation, University of Bath, Bath, BA2 7AY, UK.
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Yu Z, Tan J, Wang S, Guo B. Structural improvement study of streamline design method, conical hub, and auxiliary blades for axial blood pump. Int J Artif Organs 2020; 44:251-261. [PMID: 32957840 DOI: 10.1177/0391398820959344] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
The blood pump is a medical device used to assist or replace the diseased heart. Research on the structure of blood pumps has been committed to achieving better hemolysis and hydraulic performance. The purpose of this study was to find some effective ways to improve design methods and hydraulic structures. The research contents of improvement include: (1) improved blade streamline design method; (2) conical impeller hub; (3) additional auxiliary blades. Characteristic analysis and parameter design were carried out on the above three aspects. The methods used in this study included Dynamics (CFD) simulation, hydraulic experiments, and Particle Image Velocimetry (PIV) experiments. The results showed that this improved streamline design method could improve the distortion of blades and ensure a smaller impeller length. And, in the enhanced design of the hub, it is designed to be conical with inlet and outlet diameters of 7.5 and 12.8 mm, respectively. Furthermore, the auxiliary blades between the main blades are analyzed and designed. The results have the best performance optimization effect when the length of the auxiliary blades is 55% of the main blades. In general, the structural improvements in this study achieved the effect of improving hydraulic performance and avoiding increased hemolysis. These methods can be considered as an effective means of improving blood pump performance.
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Affiliation(s)
- Zheqin Yu
- College of Mechanical and Electrical Engineering, Central South University, Hunan, China
| | - Jianping Tan
- College of Mechanical and Electrical Engineering, Central South University, Hunan, China
| | - Shuai Wang
- College of Mechanical and Electrical Engineering, Central South University, Hunan, China
| | - Bin Guo
- School of Mechanical and Electrical Engineering, Jiangxi University of Science and Technology, Ganzhou, Jiangxi, China
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Lazoglu I, Kucukaksu DS, Ozturk C, Aka IB, Bakuy V, Arat N, Yalcin O, Ugurel E, Celikbilek Erkasap P, Aksoy E, Ruacan S. A Short-Term In Vivo Evaluation of the Istanbul Heart Left Ventricular Assist Device in a Pig Model. EXP CLIN TRANSPLANT 2019. [PMID: 31580231 DOI: 10.6002/ect.2019.0110] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Abstract
OBJECTIVES A continuous-flow centrifugal blood pump system has been recently developed as an implantable left ventricular assist device for patients with endstage heart failure. The objective of this study was to evaluate the initial in vivo performance of a newly developed left ventricular assist device (iHeart or Istanbul heart; Manufacturing and Automation Research Center, Koc University, Istanbul, Turkey) in an acute setting using a pig model. MATERIALS AND METHODS Three pigs (77, 83, 92 kg) received implants via a median sternotomy, with animals supported for up to 6 hours. An outflow cannula was anastomosed to the ascending aorta. Anticoagulation was applied by intravenous heparin administration. During the support period, pump performance was evaluated under several flow and operating conditions. All pigs were humanely sacrificied after the experiments, and organs were examined macroscopically and histopathologically. RESULTS Flow rate ranged between 1.5 and 3.6 L/min with pump speeds of 1500 to 2800 revolutions/min and motor current of 0.6 to 1.3 A. Initial findings confirmed thatthe iHeart ventricular assist device had sufficient hydraulic performance to support the circulation. During the experimental period, plasma free hemoglobin levels were found to be within normalranges.Thrombus formation was not observed inside the pump in all experiments. CONCLUSIONS The iHeart ventricular assist device demonstrated encouraging hemodynamic performance and good biocompatibility in the pig model for use as an implantable left ventricular assist device. Further acute in vivo studies will evaluate the short-term pump performance prior to chronic studies for long-term evaluation.
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Affiliation(s)
- Ismail Lazoglu
- From the Manufacturing and Automation Research Center, College of Engineering, Koc University, Istanbul, Turkey
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Karimov JH, Polakowski AR, Fukamachi K, Miyamoto T. Progress in mechanical circulatory support: Challenges and opportunities. Artif Organs 2019; 43:818-820. [DOI: 10.1111/aor.13500] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2019] [Accepted: 05/10/2019] [Indexed: 01/18/2023]
Affiliation(s)
- Jamshid H. Karimov
- Department of Biomedical Engineering Lerner Research Institute, Cleveland Clinic Cleveland Ohio
| | - Anthony R. Polakowski
- Department of Biomedical Engineering Lerner Research Institute, Cleveland Clinic Cleveland Ohio
| | - Kiyotaka Fukamachi
- Department of Biomedical Engineering Lerner Research Institute, Cleveland Clinic Cleveland Ohio
| | - Takuma Miyamoto
- Department of Biomedical Engineering Lerner Research Institute, Cleveland Clinic Cleveland Ohio
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Sawa Y, Matsumiya G, Matsuda K, Tatsumi E, Abe T, Fukunaga K, Ichiba S, Taguchi T, Kokubo K, Masuzawa T, Myoui A, Nishimura M, Nishimura T, Nishinaka T, Okamoto E, Tokunaga S, Tomo T, Tsukiya T, Yagi Y, Yamaoka T. Journal of Artificial Organs 2018: the year in review : Journal of Artificial Organs Editorial Committee. J Artif Organs 2019; 22:1-5. [PMID: 30796540 DOI: 10.1007/s10047-019-01094-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2019] [Indexed: 11/29/2022]
Affiliation(s)
- Y Sawa
- Division of Cardiovascular Surgery, Department of Surgery, Osaka University Graduate School of Medicine, Osaka, Japan.
| | - G Matsumiya
- Department of Cardiovascular Surgery, Chiba University Graduate School of Medicine, Chiba, Japan
| | - K Matsuda
- Emergency and Critical Care Medicine, University of Yamanashi Hospital, Yamanashi, Japan
| | - E Tatsumi
- Department of Artificial Organs, National Cerebral and Cardiovascular Center Research Institute, Osaka, Japan
| | - T Abe
- Department of Urology, Iwate Medical University School of Medicine, Iwate, Japan
| | - K Fukunaga
- Faculty of Health Sciences, Kyorin University, Tokyo, Japan
| | - S Ichiba
- Department of Surgical Intensive Care Medicine, Nippon Medical School Hospital, Tokyo, Japan
| | - T Taguchi
- Biomaterial Unit, National Institute of Material Science, Ibaraki, Japan
| | - K Kokubo
- Department of Medical Engineering and Technology, Kitasato University School of Allied Health Science, Kanagawa, Japan
| | - T Masuzawa
- Department of Mechanical Engineering, Ibaraki University, Ibaraki, Japan
| | - A Myoui
- Medical Center for Translational Research, Osaka University Hospital, Osaka, Japan
| | - M Nishimura
- Division of Organ Regeneration Surgery, Tottori University Faculty of Medicine, Tottori, Japan
| | - T Nishimura
- Department of Therapeutic Strategy for Heart Failure, The University of Tokyo, Tokyo, Japan
| | - T Nishinaka
- Department of Cardiovascular Surgery, Tokyo Women's Medical University, Tokyo, Japan
| | - E Okamoto
- Department of Human Science and Informatics, School of Bioscience and Engineering, Tokai University, Sapporo, Japan
| | - S Tokunaga
- The Department of Cardiovascular Surgery, JCHO Kyushu Hospital, Fukuoka, Japan
| | - T Tomo
- Second Department of Internal Medicine, Faculty of Medicine, Oita University, Oita, Japan
| | - T Tsukiya
- Department of Artificial Organs, National Cerebral and Cardiovascular Center Research Institute, Osaka, Japan
| | - Y Yagi
- Department of Clinical Engineering, Kyoto Prefectural University of Medicine, Kyoto, Japan
| | - T Yamaoka
- Department of Biomedical Engineering, National Cerebral and Cardiovascular Center Research Institute, Osaka, Japan
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YUN ZHONG, XIANG CHUANG, WANG LIANG. EFFECT OF A HIGH-FREQUENCY VIBRATION BOUNDARY ON RBC. J MECH MED BIOL 2019. [DOI: 10.1142/s0219519418400328] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
Abstract
The vibrations in blood pumps were often caused by high speed, suspension structure, viscoelastic implantation environment and other factors in practical application. Red blood cell (RBC) was modeled using a nonlinear spring network model. The immersed boundary-lattice Boltzmann method (IB-LBM) was used to investigate the impact of high-frequency vibration boundary on RBC. To confirm the RBC model, the simulation results of RBC stretching were compared with experimental results. We examined the force acting on RBC membrane nodes; moreover, we determined whether RBC energy was affected by different frequencies, amplitudes, and vibration models of the boundary. Furthermore, we examined whether RBC energy was affected by the distance between the top and bottom boundaries. The energy of RBCs in shear flow disturbed by the vibration boundary was also investigated. The results indicate that larger amplitude (Am), frequency (Fr), and opposite vibration velocity of top and bottom boundary produced a larger force that acted on RBC membrane nodes and larger energy changes in RBCs. The vibration boundary may cause turbulence and alter RBC energy. When the blood pump was designed and optimized, the vibration frequency and amplitude of the blood pump body and impeller should be reduced, the phase of the blood pump body and impeller vibration velocity should be close. To alleviate the free energy of RBCs and to reduce RBC injury in the blood pump, the distance between RBCs and the boundary should not be less than 20[Formula: see text][Formula: see text]m.
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Affiliation(s)
- ZHONG YUN
- School of Mechanical and Electrical Engineering, Central South University, Changsha 410083, P. R. China
| | - CHUANG XIANG
- School of Mechanical and Electrical Engineering, Central South University, Changsha 410083, P. R. China
| | - LIANG WANG
- School of Mechanical and Electrical Engineering, Central South University, Changsha 410083, P. R. China
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Shape optimization of a centrifugal blood pump by coupling CFD with metamodel-assisted genetic algorithm. J Artif Organs 2018; 22:29-36. [DOI: 10.1007/s10047-018-1072-z] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2018] [Accepted: 09/29/2018] [Indexed: 11/29/2022]
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