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Data assimilation using a gradient descent method for estimation of intraoperative brain deformation

Songbai Ji, Alex Hartov, David Roberts, Keith Paulsen
2009 Medical Image Analysis  
Biomechanical models that simulate brain deformation are gaining attention as alternatives for brain shift compensation.  ...  Previously, we have shown that by assimilating intraoperatively acquired brain displacements in an inversion scheme, the Representer algorithm (REP) is able to maintain stress-free BCs and improve model  ...  Andrea Borsic at the Dartmouth College for helpful discussion on utilizing the PARDISO software package.  ... 
doi:10.1016/j.media.2009.07.002 pmid:19647473 pmcid:PMC2749709 fatcat:ecgheft32rfmjpsrt4hkhlbxf4

Brain–skull contact boundary conditions in an inverse computational deformation model

Songbai Ji, David W. Roberts, Alex Hartov, Keith D. Paulsen
2009 Medical Image Analysis  
In this study, we extend the application of a brain-skull contact BC by incorporating it into an inversion estimation scheme for the deformation field using the steepest gradient descent (SGD) framework  ...  The importance of the method is that model performance significantly improves when brain-skull contact influences the deformation field but does not degrade when the contact is less critical and simpler  ...  Conclusion We have incorporated a brain-skull contact BC within a computationally efficient inverse method for intraoperative data assimilation.  ... 
doi:10.1016/j.media.2009.05.007 pmid:19560393 pmcid:PMC2893576 fatcat:ba5bk4jte5f4teiw4kc3dfrkxi

Stereovision to MR image registration for cortical surface displacement mapping to enhance image-guided neurosurgery

Xiaoyao Fan, Songbai Ji, Alex Hartov, David W. Roberts, Keith D. Paulsen
2014 Medical Physics (Lancaster)  
The full three-dimensional (3D) displacement field was also extracted to drive a biomechanical brain deformation model, the results of which were reconciled with the reconstructed iSV surface as another  ...  extract tissue displacements as part of the overall process of compensating for intraoperative brain deformation in order to maintain accurate neuronavigational image guidance during surgery.  ...  process through data inversion (e.g., to minimize model-data misfit 9, 10 ) .  ... 
doi:10.1118/1.4894705 pmid:25281972 pmcid:PMC5176089 fatcat:af2j4rm3t5cynd7rudqtlckjey

An atlas-based method to compensate for brain shift: Preliminary results

Prashanth Dumpuri, Reid C. Thompson, Benoit M. Dawant, A. Cao, Michael I. Miga
2007 Medical Image Analysis  
An atlas of model deformations based on these complex loading conditions is computed preoperatively and used with a constrained linear inverse model to predict the intraoperative distributed brain shift  ...  This translates to a remaining surface and subsurface shift error of 0.7 ± 0.3 mm, and 1.0 ± 0.4 mm, respectively, for deformations on the order of 1 cm.  ...  The authors would also like to thank the PETSc maintenance staff for their assistance with the parallelization of the computational model.  ... 
doi:10.1016/j.media.2006.11.002 pmid:17336133 pmcid:PMC3819812 fatcat:baeyx5zrwra7hnhakt7tgcwqmm

Acoustoelastic full-waveform inversion for transcranial ultrasound computed tomography

Patrick Marty, Christian Boehm, Andreas Fichtner, Nicole V. Ruiter, Brett C. Byram
2021 Medical Imaging 2021: Ultrasonic Imaging and Tomography  
Applying full-waveform inversion to a set of synthetically generated acoustoelastic forward data allows for favorable reconstructions to be achieved when considering an acoustoelastic prior model of the  ...  Using the spectral-element method on cubical meshes, we obtain a scalable and performant method to resolve such a coupled physical system.  ...  This in silico study analyzes the use of acoustoelastic FWI in conjunction with the spectral-element method (SEM) for reconstructing a 2D model of the brain.  ... 
doi:10.1117/12.2581029 fatcat:ufhuo3ebhzemvnmoqgxnkdpw7i

Estimation of Brain Deformation for Volumetric Image Updating in Protoporphyrin IX Fluorescence-Guided Resection

Pablo A. Valdés, Xiaoyao Fan, Songbai Ji, Brent T. Harris, Keith D. Paulsen, David W. Roberts
2010 Stereotactic and Functional Neurosurgery  
Conclusion: Implementation of brain deformation modeling in FGR shows promise for increasing the accuracy of neurosurgical guidance in the delineation and resection of brain tumors.  ...  Roberts serves on the data monitoring committee for a Medtronic deep brain stimulation study.  ...  ., USA) for the supply of ALA, and the use of the OPMI Pentero surgical microscope, StealthStation Treon navigation system, and iU22 3D ultrasound system, respectively. Conflict of Interest Dr.  ... 
doi:10.1159/000258143 pmid:19907205 pmcid:PMC2813794 fatcat:epjqftukjrcibp3osceseqdxry

Automatic MRI-Driven Model Calibration for Advanced Brain Tumor Progression Analysis [article]

Klaudius Scheufele, Shashank Subramanian, George Biros
2020 arXiv   pre-print
To this end, we present a fully automatic tumor-growth calibration methodology that integrates a single-species reaction-diffusion partial differential equation (PDE) model for tumor progression with multiparametric  ...  We propose a coarse-to-fine multi-resolution continuation scheme with parameter decomposition to stabilize the inversion.  ...  Acknowledgment The authors would like to thank Naveen Himthani and Andreas Mang for their valuable contributions and the fruitful discussions.  ... 
arXiv:2001.09173v1 fatcat:z32lro6tabaqpozofdcog35ba4

Retrieve Ice Velocities and Invert Spatial Rigidity of the Larsen C Ice Shelf Based on Sentinel-1 Interferometric Data

Faming Gong, Kui Zhang, Shujun Liu
2021 Remote Sensing  
The shallow-shelf approximation (SSA) is the core of the reverse model, which is closely dependent on boundary conditions, including kinematic and dynamic conditions.  ...  This rigidity distribution can reproduce a similar ice flow pattern to the observations.  ...  Acknowledgments: The authors are very grateful to the European Space Agency for providing Sentinel-1 data.  ... 
doi:10.3390/rs13122361 fatcat:ppc7v3ir4vfvjlhoaqv2gtt65u

Inverting Rayleigh surface wave velocities for crustal thickness in eastern Tibet and the western Yangtze craton based on deep learning neural networks

Xianqiong Cheng, Qihe Liu, Pingping Li, Yuan Liu
2019 Nonlinear Processes in Geophysics  
Compared with other ways to detect crustal thickness such as seismic wave reflection and receiver function, we adopt a new way for inversion of earth model parameters, and realize that a deep learning  ...  In this paper, a deep learning neural network based on a stacked sparse auto-encoder is proposed for the inversion of crustal thickness in eastern Tibet and the western Yangtze craton.  ...  The authors are grateful to Xie Jiayi for providing the phase velocity maps, Shapiro Nikolai for making model CUB2 available, Gabi Laske for making model CRUST1.0 available, and Zhu Jieshou for making  ... 
doi:10.5194/npg-26-61-2019 fatcat:huncfr57z5gulasg57fsy7ccwa

Leakage detection of water reservoirs using a Mise-à-la-Masse approach

C. Ling, A. Revil, F. Abdulsamad, Y. Qi, A. Soueid Ahmed, P. Shi, S. Nicaise, L. Peyras
2019 Journal of Hydrology  
We test a new approach for the inversion of the voltage data using sandbox experiments and numerical modeling.  ...  For a leak having the form of a crack, the inversion results using the source compaction method agree with the position of the leak and its shape.  ...  The postdoc of Abdellahi Soueid Ahmed is funded by EDF through a contract with the CNRS. We thank the two referees for their very useful review of our manuscript. Appendix A.  ... 
doi:10.1016/j.jhydrol.2019.02.046 fatcat:vc2z4chf5jh4jko3rhqggfa2tq

Multiscale Joint Segmentation and Registration of Image Morphology

M. Droske, M. Rumpf
2007 IEEE Transactions on Pattern Analysis and Machine Intelligence  
A variational approach is presented, which combines the detection of corresponding edges, an edge preserving denoising and the morphological registration via a non-rigid deformation for a pair of images  ...  The matching of the regular morphology is quantified by a second contribution which compares deformed normals and normals at deformed positions.  ...  Furthermore, we thank Carlo Schaller from the Department of Neurosurgery, Bonn for discussions on medical morphology as well as Benjamin Berkels for support with the volume renderer.  ... 
doi:10.1109/tpami.2007.1120 pmid:17934227 fatcat:4nxgvulhorahvb2gpruu7j2m2e

3-D Structural geological models: Concepts, methods, and uncertainties [chapter]

Florian Wellmann, Guillaume Caumon
2018 Advances in Geophysics  
We introduce a formulation for geological model representation and interpolation and uncertainty analysis methods with the aim to clarify similarities and differences in the diverse set of approaches that  ...  We believe that some reasons for this omission are (a) an incomplete picture of available geological modeling methods, and (b) the problem of the perceived static picture of an inflexible geological representation  ...  This type of method could certainly be extended to deform a reference model volumetrically.  ... 
doi:10.1016/bs.agph.2018.09.001 fatcat:drmjlawqy5c5rhotprbh7hlfv4

Analytic expression of fluorescence ratio detection correlates with depth in multi-spectral sub-surface imaging

F Leblond, Z Ovanesyan, S C Davis, P A Valdés, A Kim, A Hartov, B C Wilson, B W Pogue, K D Paulsen, D W Roberts
2011 Physics in Medicine and Biology  
Here we derived analytical solutions to diffuse light transport in biological tissue based on spectral deformation of diffused near-infrared measurements.  ...  We present experimental measurements acquired with a broad-beam non-contact multi-spectral fluorescence imaging system using a hemoglobin-containing diffusive phantom.  ...  Light Transport Modeling Methods Relationship between fluorescence ratio and depth Figure 1(a) illustrates an example of a non-contact configuration for intra-operative multispectral imaging.  ... 
doi:10.1088/0031-9155/56/21/005 pmid:21971201 pmcid:PMC4959601 fatcat:ugaahqw75zftrebsv4meksh7ja

Mumford–Shah based registration: a comparison of a level set and a phase field approach

Marc Droske, Wolfgang Ring, Martin Rumpf
2008 Computing and Visualization in Science  
The focus is on edge-based instead of intensity-based methods and a variational model based on the Mumford-Shah free discontinuity problem.  ...  A proper registration depends on a good initial segmentation and vice versa. In this paper it is proposed to link these problems together by formulating a coupled variational problem.  ...  The initial idea for this approach has emerged during the IPAM Workshop on Inverse Problems, Sept. 2003.  ... 
doi:10.1007/s00791-008-0084-2 fatcat:eii5wtbspresff5hjmirogl77i

An Efficient Modelling-Simulation-Analysis Workflow to Investigate Stump-Socket Interaction Using Patient-Specific, Three-Dimensional, Continuum-Mechanical, Finite Element Residual Limb Models

Ellankavi Ramasamy, Okan Avci, Beate Dorow, Sook-Yee Chong, Leonardo Gizzi, Günter Steidle, Fritz Schick, Oliver Röhrle
2018 Frontiers in Bioengineering and Biotechnology  
The proposed approach is not only limited to modelling residual limbs but also has applications in predicting the impact of plastic surgery, for detailed forward-dynamics simulations of normal musculoskeletal  ...  that 7.65% of the residual limb volume was injured, while the detailed-model predicted 16.03%.  ...  Constitutive Muscle Model A continuum body B is assumed to be a collection of points P in space whose local deformation can be described by the deformation gradient F.  ... 
doi:10.3389/fbioe.2018.00126 pmid:30283777 pmcid:PMC6156538 fatcat:el5ttk2np5gkdhup46ps5oywve
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