What are some applications of the numerical methods?5 answersNumerical methods find applications in various fields such as engineering, physics, and medicine. They are utilized to approximate solutions for differential equations that lack analytical solutions. In the realm of engineering, numerical methods play a crucial role in solving dynamic equilibrium problems, aiding in the analysis of structures. Moreover, in the medical domain, numerical methods have revolutionized the analysis of the respiratory system, enabling the study of diseases like asthma, lung cancer, and COVID-19 through noninvasive procedures. Additionally, numerical simulation, driven by advanced numerical methods, is instrumental in solving scientific and engineering problems like turbulent flow mechanisms, optimization processes, and manufacturing control, showcasing the broad spectrum of applications for numerical methods.
What are the different applications of artificial neural networks?5 answersArtificial neural networks have a wide range of applications in various fields. They are used in the chemical industry to improve traditional production technology, optimize control, estimate physical properties of compounds, and deal with nonlinear complex situations. In the energy sector, artificial neural networks are applied to improve the efficiency of power systems, analyze clean electricity collection, and help in selecting suitable locations for power stations. They are also used in smart grid systems, natural language processing, image processing, medical diagnosis, and more. In addition, artificial neural networks are utilized for image recognition, symbol recognition, and evaluation of structures and properties of materials, such as polymer composite materials. Overall, artificial neural networks have proven to be valuable tools in solving complex problems and improving various processes in different fields.
What are the applications of calculus in artificial intelligence?5 answersCalculus has various applications in artificial intelligence. It is used in teaching calculus theory when using computer algebra systems like Mathematica and Maple, as these software packages may fail to yield correct results without the accompanying teaching of calculus theory. Calculus is also applied in the field of occupational medicine, where principles of predicate calculus and artificial intelligence search methods are used to improve the diagnostic process, resolve differences in conclusions, and develop AI-based expert systems. Additionally, calculus is utilized in reasoning about hardware and firmware at the algorithmic state machine and instruction-set processor levels, allowing for the analysis of composed behavior and equivalence between different machine descriptions. Furthermore, mathematical techniques from calculus are applied in various artificial intelligence problems, including rule-based systems, digital hardware design, constraint satisfaction networks, and knowledge engineering.
What is Newton Raphson method in fea?5 answersThe Newton-Raphson method is a numerical technique used in finite-element analysis (FEA) to solve nonlinear problems. FEA is a computational method for analyzing complex systems by dividing them into smaller elements. The Newton-Raphson method is combined with the FETI-DP method to improve the efficiency of 3-D FEA for electromechanical problems. It is also used for optimization of distributed generation (DG) through power flow studies. Additionally, the method has been extended to solve cubic equations using fuzzy triangular numbers. In the field of sewage treatment process simulation, the Newton-Raphson technique is applied to calculate the differential equation until the maximum change amount of the state variable is within a tolerance. In statistics, the Newton-Raphson method is used for maximum likelihood estimation by finding zeros of the first derivative of the loglikelihood function.
How did Newton develop Calculus?5 answersNewton developed calculus independently in the seventeenth century. He developed the concepts of limits, continuity, and derivatives of functions, as well as the rules of differentiation and integration. Newton's work on calculus was influenced by his predecessors, such as John Wallis and Isaac Barrow, and he also had some ideas about calculus as early as 1666. Newton communicated his ideas on calculus to Henry Oldenburg, the secretary of the Royal Society, and engaged in discussions with other mathematicians, including Leibniz. However, the exact details of Newton's development of calculus and his interactions with other mathematicians are still a subject of debate and controversy.
What is artificial neural network applications?9 answers