Pinn With Python An Introduction(1st Edition)
Authors:
Gui Rong Liu
In Stock: 2 Left
Shipment time
Expected shipping within 2 - 3 DaysPopular items with books
Total Price:
$115.5
Solution Manual Includes
Price:
$9.99
Book details
ISBN: 1946018058, 978-1946018052
Book publisher: Scientech Publisher LLC
Book Price $115.5 : Physics-Informed Neural Networks (PINNs) Are Transforming The Way We Solve Complex Scientific And Engineering Problems. This Book Serves As Your Essential Guide To Understanding This Powerful Technique, Which Elegantly Combines The Flexibility Of Neural Networks With The Fundamental Rigor Of Physical Laws.PINNs Embed Partial Differential Equations (PDEs), Along With Their Boundary And Initial Conditions, Directly Into A Neural Networkâ??s Training Process Via A Custom Loss Function. This Means The Neural Network Learns To Obey The Laws Of Physics!The Solution Function Is Represented By A Neural Networkâ??a Smooth, Differentiable Model Constructed From Affine Transformations And Activation Functions. This Formulation Allows The Network To Intrinsically Satisfy PDEs. Crucially, The Derivatives Required To Enforce These Physical Constraints Are Computed Using Autograd, A Lightning-fast, Machine-precision Technique Built Into Modern Machine Learning Libraries.This Comprehensive And Practical Book Delivers:Core Theory & Formulations: Understand The Foundational Principles That Make PINNs Work.Essential Techniques: Learn Methods For Building, Training, And Applying PINN Models.Step-by-Step Coding: Get Hands-on With Python Code To Implement PINNs From Scratch.Collocation Vs. Energy-Based PINNs: Discover The Nuances Between These Two Primary Approaches, Their Strengths, And When To Use Each.The Book Dives Deep Into Applications Across Key PDE Types Critical In Science And Engineering:Static Problems: Tackle Poisson Equations.Time-Dependent Systems: Solve Heat Equations (parabolic) And Wave Equations (hyperbolic).Eigenvalue Challenges: Solve Helmholtz Equations.Beyond Theoretical Concepts, You'll Explore In-depth Case Studies Demonstrating How To Construct Effective PINN Models For Various PDE Types And Geometries. We Also Address Real-world Challenges, Including Designing Appropriate Loss Functions, Normalizing Equation Systems, Resolving Convergence Issues, And Developing Robust Training Strategies.Benefit Directly From The Author's Research Experience, Insights, And Practical Utility Codesâ??all Integrated Into This Invaluable Resource.Whether You're A Researcher Pushing Boundaries, A Student Eager To Grasp Cutting-edge Computational Methods, Or A Practitioner Seeking Advanced Solutions, This Book Will Equip You With The Essential Tools And Understanding To Deploy PINNs Effectively Across A Wide Range Of PDE-driven Challenges.
Customers also bought these books
Probability, Random Signals, And Statistics - 1st Edition
X Rong Li
ISBN: 1351421522, 9781351421522
$81.9 $117.00
Transformation Of The Fiscal And Taxation Systems - 1st Edition
Kang Jia
ISBN: 9811625891, 978-9811625893
$65.37 $93.39
Introduction to Electrodynamics - 3rd Edition
David J. Griffiths
ISBN: 978-0138053260, 013805326X, 8120316010, 978-8120316010
$0 $60.00
Introduction to Solid State Physics - 8th Edition
Charles Kittel
ISBN: 047141526X, 978-0471415268
$115.5 $165.00
Concepts And Techniques Of Graph Neural Networks - 1st Edition
Vinod Kumar
ISBN: 1668469030, 978-1668469033
$179.9 $257.00
Applications Of Artificial Neural Networks For Nonlinear Data - 1st Edition
Hiral Ashil Patel
ISBN: 1799840425, 978-1799840428
$134.4 $192.00
The Hacking Bible The Dark Secrets Of The Hacking World How You Can Become A Hacking Monster Undetected And In The Best Way - 1st Edition
Kevin James
ISBN: 1517110947, 978-1517110949
$0 $9.50
Theoretical Aspects Of Computing Ictac 2012 9th International Colloquium Bangalore India September 24 27 2012 Proceedings - 1st Edition
Abhik Roychoudhury
ISBN: 364232942X, 978-3642329425
$0 $59.00
Simulating Social Phenomena - 1st Edition
Rosaria Conte
ISBN: 3540633294, 978-3540633297
$67.89 $96.99
Practical Object Oriented Development With Uml And Java - 1st Edition
Richard C. Lee
ISBN: 0130672386, 978-0130672384
$0 $11.98
Coach Yourself Thin Five Steps To Retrain Your Mind Reclaim Your Power And Lose The Weight For Good - 1st Edition
Greg Hottinger
ISBN: 1609613317, 978-1609613310
$0 $10.64
The Shelly Cashman Series Microsoft 365 And Office 2021 Introductory - 1st Edition
Sandra Cable
ISBN: 0357676785, 978-0357676783
$71.48 $102.12
Farm 501 Things To Find Search And Find Book For Ages 4 And Up - 1st Edition
Igloobooks
ISBN: 1837715971, 978-1837715978
$0 $7.00
Farm 501 Things To Find Search And Find Book For Ages 4 And Up - 1st Edition
Igloobooks
ISBN: 1837715971, 978-1837715978
$0 $7.00
Popular Among Students
Fundamentals Series Master Data Analytics And Ai To Thrive In The Digital Economy Essential Skills For Data Mastery And Ai Innovation In The Digital Age - 1st Edition
Russell Dawson
ISBN: B0F344K362
$0 $47.99
The Digital Economy Promise And Peril In The Age Of Networked Intelligence - 1st Edition
Don Tapscott
ISBN: 0070622000, 978-0070622005
$0 $2.88
Renewable Energy Engineering Systems A Comprehensive Guide To Practical Applications For Designing Sustainable Energy - 1st Edition
Johann M Schneider
ISBN: B0F292PQG5, 979-8315249764
$0 $41.87
Measuring Up What Educational Testing Really Tells Us - 1st Edition
Daniel Koretz
ISBN: 0674035216, 978-0674035218
$0 $13.29
Privacy Engineering A Dataflow And Ontological Approach - 1st Edition
Dr Ian Oliver
ISBN: 1497569710, 978-1497569713
$0 $36.99
Smoothed Point Interpolation Methods G Space Theory And Weakened Weak Forms - 1st Edition
Gui-rong Liu
ISBN: 981445284X, 9814452866, 9789814452847, 9789814452861
$110.74 $158.20
Smoothed Particle Hydrodynamics A Meshfree Particle Method - 1st Edition
Moubin Liu
ISBN: 9812384561, 978-9812384560
$76.73 $109.62
A Year To Change Your Mind Ideas From The Therapy Room To Help You Live Better - 1st Edition
Lucy Maddox Phd
ISBN: 1838956301, 978-1838956301
$0 $44.72
October The Story Of The Russian Revolution - 1st Edition
China Mia C Ville
ISBN: 1784782785, 978-1784782788
$0 $12.00
Bob Dylan For Clawhammer Banjo 14 Iconic Dylan Songbook Arranged For Clawhammer Style 5 String Banjo Sheet Music With Guitar Tablature Hal Leonard Banjo Songbook For All Skill Levels - 1st Edition
Bob Dylan
ISBN: 1480364061, 978-1480364066
$0 $13.50
Tai Chi For Beginners And The 24 Forms - 1st Edition
Paul Lam
ISBN: 0977536114, 978-0977536115
$0 $11.98
Sew The Contemporary Wardrobe For 18 Inch Dolls Complete Instructions And Full Size Patterns For 35 Clothing And Accessory Items - 1st Edition
Joan Hinds
ISBN: 0873493753, 978-0873493758
$0 $6.87
Learning Predictive Analytics With Python Gain Practical Insights Into Predictive Modelling By Implementing Predictive Analytics Algorithms On Public Datasets With Python - 1st Edition
Ashish Kumar
ISBN: 1783983264, 9781783983261
$0 $30.99