Literature DB >> 32410539

Design of Patient Specific Spinal Implant (Pedicle Screw Fixation) using FE Analysis and Soft Computing Techniques.

Jayanta Kumar Biswas1,2, Swati Dey1, Santanu Kumar Karmakar3, Amit Roychowdhury1, Shubhabrata Datta4.   

Abstract

BACKGROUND: This work uses genetic algorithm (GA) for optimum design of patient specific spinal implants (pedicle screw) with varying implant diameter and bone condition. The optimum pedicle screw fixation in terms of implant diameter is on the basis of minimum strain difference from intact (natural) to implantation at peri-prosthetic bone for the considered six different peri-implant positions.
METHODS: This design problem is expressed as an optimization problem using the desirability function, where the data generated by finite element analysis is converted into an artificial neural network (ANN) model. The finite element model is generated from CT scan data. Thereafter all the ANN predictions of the microstrain in six positions are converted to unitless desirability value varying between 0 and 1, which is then combined to form the composite desirability. Maximization of the composite desirability is done using GA where composite desirability should be made to go up as close as possible to 1. If the composite desirability is 1, then all 'strain difference values in 6 positions' are 0.
RESULTS: The optimum solutions obtained can easily be used for making patient-specific spinal implants. Copyright© Bentham Science Publishers; For any queries, please email at epub@benthamscience.net.

Entities:  

Keywords:  Spinal implant; artificial neuralzzm321990network; composite desirability; design; finite element analysis; genetic algorithm; microstrain; modeling; optimization; pedicle screw.

Mesh:

Year:  2020        PMID: 32410539     DOI: 10.2174/1573405614666181018122538

Source DB:  PubMed          Journal:  Curr Med Imaging


  2 in total

Review 1.  A review on the application of deep learning for CT reconstruction, bone segmentation and surgical planning in oral and maxillofacial surgery.

Authors:  Jordi Minnema; Anne Ernst; Maureen van Eijnatten; Ruben Pauwels; Tymour Forouzanfar; Kees Joost Batenburg; Jan Wolff
Journal:  Dentomaxillofac Radiol       Date:  2022-05-23       Impact factor: 3.525

2.  Location of pedicle screw hold in relation to bone quality and loads.

Authors:  Frédéric Cornaz; Mazda Farshad; Jonas Widmer
Journal:  Front Bioeng Biotechnol       Date:  2022-09-02
  2 in total

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