Mathematical modelling /
"Mathematical Modelling sets out the general principles of mathematical modelling as a means comprehending the world. Within the book, the problems of physics, engineering, chemistry, biology, medicine, economics, ecology, sociology, psychology, political science, etc. are all considered throug...
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| Format: | eBook |
| Language: | English |
| Published: |
Boca Raton, FL :
Chapman & Hall/CRC Press,
2022.
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| Edition: | First edition. |
| Subjects: | |
| Online Access: | Connect to the full text of this electronic book |
Table of Contents:
- Cover
- Half Title
- Title Page
- Copyright Page
- Dedication
- Contents
- Preface
- List of Figures
- List of Tables
- 1. Foundations of mathematical modeling
- Lecture
- 1. Cognition and modeling
- 2. Natural Sciences and Mathematics
- 3. Content or form?
- 4. Copernicus or Ptolemy?
- 5. Mathematical model of a body falling
- 6. Principles for determining mathematical models
- 7. Classification of mathematical models
- Appendix
- 1. Probe movement
- 2. Missile flight
- 3. Glider flight
- Notes
- I. Systems with lumped parameters
- 2. Approximate solving of differential equations
- Lecture
- 1. Conception of approximate solution
- 2. Euler method
- 3. Probe movement
- 4. Missile flight
- 5. Glider flight
- Appendix
- 1. Runge-Kutta method
- 2. Two-body problem
- 3. Predator-pray model
- Notes
- 3. Mechanical oscillations
- Lecture
- 1. Determination of the pendulum oscillation equation
- 2. Solving of the pendulum oscillation equation
- 3. Pendulum oscillation energy
- 4. Oscillation of a pendulum with friction
- 5. Equilibrium position of the pendulum
- 6. Forced oscillations of the pendulum
- Appendix
- 1. Spring oscillation
- 2. Large pendulum oscillations
- 3. Problems of nonlinear oscillation theory
- Notes
- 4. Electrical oscillations
- Lecture
- 1. Electrical circuit
- 2. Energy of circuit
- 3. Circuit with resistance
- 4. Forced circuit oscillations
- Appendix
- 1. Forced oscillations of spring
- 2. Circuit with nonlinear capacity
- 3. Van der Pol circuit
- Notes
- 5. Elements of dynamical system theory
- Lecture
- 1. Evolutionary processes and differential equations
- 2. General notions of dynamic systems theory
- 3. Change in species number with excess food
- 4. Oscillations of pendulum
- 5. Stability of the equilibrium position
- 6. Limit cycle
- Appendix.
- 1. Exponential growth systems
- 2. Brussellator
- 3. System with two limit cycle
- Notes
- 6. Mathematical models in chemistry
- Lecture
- 1. Chemical kinetics equations
- 2. Monomolecular reaction
- 3. Bimolecular reaction
- 4. Lotka reaction system
- Appendix
- 1. Brusselator
- 2. Oregonator
- 3. Chemical niche
- 4. Laser healing model
- Notes
- 7. Mathematical model in biology
- Lecture
- 1. One species evolution
- 2. Biological competition model
- 3. Predator-prey model
- 4. Symbiosis model
- Appendix
- 1. Models of chemical and physical competition
- 2. Fluctuations in yield and fertility
- 3. Ecological niche model
- 4. SIR model for spread of disease
- 5. Antibiotic resistance model
- Notes
- 8. Mathematical model of economics
- Lecture
- 1. One company evolution
- 2. Economic competition model
- 3. Economic niche model
- 4. Free market model
- 5. Monopolized market model
- Appendix
- 1. Ecological niche model
- 2. Inflation model
- 3. Model of economic cooperation
- 4. Racketeer-entrepreneur model
- 5. Solow model of economic growth
- Notes
- 9. Mathematical models in social sciences
- Lecture
- 1. Political competition
- 2. Political niche
- 3. Bipartisan system
- 4. Trade union activity
- 5. Allied relations
- Appendix
- 1. Competition models
- 2. Niche models
- 3. Predator-prey models
- Notes
- II. Systems with distributed parameters
- 10. Mathematical models of transfer processes. 1
- Lecture
- 1. Heat equation
- 2. First boundary value problem for the homogeneous heat equation
- 3. Non-homogeneous heat equation
- Appendix
- 1. Generalizations of the heat equation
- 2. Second boundary value problem for the heat equation
- 3. Diffusion equation
- Notes
- 11. Mathematical models of transfer processes. 2
- Lecture
- 1. Heat equation and similarity theory.
- 2. Goods transfer equation
- 3. Finite difference method for the heat equation
- 4. Diffusion of chemical reactants
- 5. Stefan problem for the heat equation
- Appendix
- 1. Overview of transfer processes
- 2. Finite difference method: Implicit scheme
- 3. Competitive species migration
- 4. Hormone treatment of the tumor with hormone resistance
- Notes
- 12. Wave processes
- Lecture
- 1. Vibration of string
- 2. Vibrations of string with fixed ends
- 3. Infinitely long string
- 4. Electrical vibrations in wires
- Appendix
- 1. Energy of vibrating string
- 2. Mathematical models of wave processes
- 3. Beam vibrations
- 4. Maxwell equations
- 5. Finite difference method for the vibrating string equation
- Notes
- 13. Mathematical models of stationary systems
- Lecture
- 1. Stationary heat transfer
- 2. Spherical and cylindrical coordinates
- 3. Vector fields
- 4. Electrostatic field
- 5. Gravity field
- Appendix
- 1. Stationary fluid flow
- 2. Steady oscillations
- 3. Bending a thin elastic plate
- 4. Variable separation method for the Laplace equation in a circle
- 5. Establishment method
- Notes
- 14. Mathematical models of fluid and gas mechanics
- Lecture
- 1. Material balance in a moving fluid
- 2. Ideal fluid movement
- 3. Ideal fluid under the gravity field
- 4. Viscous fluid movement
- Appendix
- 1. Burgers equation
- 2. Surface wave movement
- 3. Boundary layer model
- 4. Acoustic problem
- 5. Thermal convection
- 6. Problems of magnetohydrodynamics
- Notes
- 15. Mathematical models of quantum mechanical systems
- Lecture
- 1. Quantum mechanics problems
- 2. Wave function
- 3. Schrödinger equation
- 4. Particle movement under an external field
- 5. Potential barrier
- Appendix
- 1. Wave function normalization
- 2. Particle movement in a well with infinitely high walls
- Notes.
- III. Other mathematical models
- 16. Variational principles
- Lecture
- 1. Brachistochrone problem
- 2. Lagrange problem
- 3. Shortest curve
- 4. Body falling problem and the concept of action
- 5. Principle of least action
- 6. Vibrations of string
- Appendix
- 1. Law of conservation of energy
- 2. Fermat's principle and light refraction
- 3. River crossing problem
- 4. Pendulum oscillations
- 5. Approximate solution of minimization problems
- Notes
- 17. Discrete models
- Lecture
- 1. Discrete population dynamics models
- 2. Discrete heat transfer model
- 3. Transportation problem
- 4. Traveling salesman problem
- 5. Prisoner's dilemma
- Appendix
- 1. Discrete model of epidemic propagation
- 2. Potential method for solving a transportation problem
- 3. Production planning
- 4. Concepts of game theory
- Notes
- 18. Stochastic models
- Lecture
- 1. Stochastic model of pure birth
- 2. Monte Carlo method
- 3. Stochastic model of population death
- 4. Stochastic Malthus model
- Appendix
- 1. Malthus model with random population growth
- 2. Models with random parameters
- 3. Discrete model of selling goods
- 4. Passage of a neutron through a plate
- Notes
- IV. Additions
- 19. Mathematical problems of mathematical models
- Lecture
- 1. Cauchy problem properties for differential equations
- 2. Properties of boundary value problems
- 3. Boundary value problems for the heat equation
- 4. Hadamard's example and well-posedness of problems
- 5. Classical and generalized solution of problems
- Appendix
- 1. Nonlinear boundary value problems
- 2. Euler's elastic problem
- 3. Bénard problem
- 4. Generalized model of stationary heat transfer
- 5. Sequential model of stationary heat transfer
- Notes
- 20. Optimal control problems
- Lecture
- 1. Maximizing the shell flight range.
- 2. Maximizing the missile flight range
- 3. General optimal control problem
- 4. Solving of the maximization problem of the missile flight range
- 5. Time-optimal control problem
- Appendix
- 1. Maximizing the probe's ascent height
- 2. Approximate methods for solving optimality conditions
- 3. Gradient methods
- Notes
- 21. Identification of mathematical models
- Lecture
- 1. Problem of determining the system parameters
- 2. Inverse problems and their solving
- 3. Heat equation with data at the final time
- 4. Differentiation of functionals and gradient methods
- 5. Solving of the heat equation with reversed time
- Appendix
- 1. Boundary inverse problem for the heat equation
- 2. Inverse problem for the falling of body
- 3. Inverse gravimetry problem
- 4. Well-posedness of optimal control problems
- Notes
- Epilogue
- Bibliography
- Index.