An Account of the Development of High-Level Numerical Methods for Engineering Simulations [Historical
The article traces the evolution of numerical tools from the Renaissance to the present. It examines the flourishing of numerical methods and concepts in the nineteenth century, particularly in relation to the development of new scientific fields, ranging from thermodynamics to electromagnetism and beyond. The increasingly demanding scientific challenges posed by industrialization necessitated more sophisticated mathematical techniques in the early decades of the twentieth century, leading to the introduction of mechanical and electromechanical computers—both analog and digital—in the 1930s. The enhanced computational capabilities of these machines, in turn, facilitated the development of more advanced mathematical methods. A major revolution occurred with the advent of digital electronic computers in the 1950s, owing to their vastly superior computational speed. Specialized methods were soon developed on electronic computers from the 1960s onward, including early software precursors to MATLAB and Maple. The article then traces the development of advanced mathematical methods and software for electric grid analysis, such as SPICE and FastSPICE. The principal methods for continuum media analysis are also described, including finite differences, finite elements (e.g., NASTRAN, ASKA, and SAP), and other techniques such as finite volumes, boundary elements, and meshfree methods. Sections are devoted to Computational Electromagnetics and Coupled Programs, which are handled by software such as ANSYS, ABAQUS, FEAP, and COMSOL. Finally, the evolution of numerical optimization methods—both deterministic and stochastic—is outlined.
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