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Hans-Paul Schwefel (born December 4, 1940) is a German
computer scientist A computer scientist is a person who is trained in the academic study of computer science. Computer scientists typically work on the theoretical side of computation, as opposed to the hardware side on which computer engineers mainly focus (al ...
and professor emeritus at
University of Dortmund TU Dortmund University (german: Technische Universität Dortmund) is a technical university in Dortmund, North Rhine-Westphalia, Germany with over 35,000 students, and over 6,000 staff including 300 professors, offering around 80 Bachelor's and ...
(now Dortmund University of Technology), where he held the chair of
systems analysis Systems analysis is "the process of studying a procedure or business to identify its goal and purposes and create systems and procedures that will efficiently achieve them". Another view sees system analysis as a problem-solving technique that b ...
from 1985 until 2006. He is one of the pioneers in evolutionary computation and one of the authors responsible for the
evolution strategies In computer science, an evolution strategy (ES) is an optimization technique based on ideas of evolution. It belongs to the general class of evolutionary computation or artificial evolution methodologies. History The 'evolution strategy' optimiza ...
(''Evolutionsstrategien''). His work has helped to understand the dynamics of evolutionary algorithms and to put evolutionary computation on formal grounds. Schwefel was born in
Berlin Berlin ( , ) is the capital and largest city of Germany by both area and population. Its 3.7 million inhabitants make it the European Union's most populous city, according to population within city limits. One of Germany's sixteen constitue ...
. He attended the
Technical University of Berlin The Technical University of Berlin (official name both in English and german: link=no, Technische Universität Berlin, also known as TU Berlin and Berlin Institute of Technology) is a public research university located in Berlin, Germany. It was ...
(TUB) and graduated as an aerospace engineer in 1965 and got his
Dr.-Ing. The Doktoringenieur (acronym Dr.-Ing., also ''Doktor der Ingenieurwissenschaften'') is the German engineering doctorate degree, comparable to the Doctor of Engineering, Engineering Doctorate, Doctor of Science (Engineering), Doctor of Science ...
in 1975. While as a student at TUB, he met
Ingo Rechenberg Ingo Rechenberg (November 20, 1934 - September 25, 2021) was a German researcher and professor in the field of bionics. Rechenberg was a pioneer of the fields of evolutionary computation and artificial evolution. In the 1960s and 1970s he invente ...
in November 1963. Both of them were studying the aero- and space technology and both of them were keen on
cybernetics Cybernetics is a wide-ranging field concerned with circular causality, such as feedback, in regulatory and purposive systems. Cybernetics is named after an example of circular causal feedback, that of steering a ship, where the helmsperson m ...
and
bionics Bionics or biologically inspired engineering is the application of biological methods and systems found in nature to the study and design of engineering systems and modern technology. The word ''bionic'', coined by Jack E. Steele in August 1 ...
. Rechenberg was dealing with wall shear stress measurements and Schwefel was responsible for organizing fluid dynamics exercises for other students. Together they were dreaming of a research robot working according to cybernetic principles, but computers became available only later on. While attending th
Hermann Föttinger-Institute for Hydrodynamics (HFI)
at TUB, he and Rechenberg began performing experiments upon
wing A wing is a type of fin that produces lift while moving through air or some other fluid. Accordingly, wings have streamlined cross-sections that are subject to aerodynamic forces and act as airfoils. A wing's aerodynamic efficiency is expres ...
s, kinked plates, and other objects related to
fluid dynamics In physics and engineering, fluid dynamics is a subdiscipline of fluid mechanics that describes the flow of fluids— liquids and gases. It has several subdisciplines, including ''aerodynamics'' (the study of air and other gases in motion) an ...
. The main objective of those experiments concerned optimizing the shape and/or parameters through mostly small modifications on the real objects, a "technique" they called ''experimental optimization'', in order to reduce the drag, increase the
thrust Thrust is a reaction force described quantitatively by Newton's third law. When a system expels or accelerates mass in one direction, the accelerated mass will cause a force of equal magnitude but opposite direction to be applied to that syst ...
, and so on. Applying classical optimization methods (such as Gauss–Seidel and
gradient In vector calculus, the gradient of a scalar-valued differentiable function of several variables is the vector field (or vector-valued function) \nabla f whose value at a point p is the "direction and rate of fastest increase". If the gradi ...
-based techniques) on such experiments showed that those methods are not well suited to be adopted in ''experimental optimization'', mainly due to noisy measurements and/or multimodality. They realized modifying all the variables at same time via a random manner (e.g., small modifications are more frequent than larger ones). This was the seminal idea to bring to light the first, two membered,
evolution strategy In computer science, an evolution strategy (ES) is an optimization technique based on ideas of evolution. It belongs to the general class of evolutionary computation or artificial evolution methodologies. History The 'evolution strategy' optimizat ...
, which was initially used on a discrete problem (optimization of a kinked plate in a wind tunnel) and was handled without computers. Some time later, Schwefel expanded the idea toward
evolution strategies In computer science, an evolution strategy (ES) is an optimization technique based on ideas of evolution. It belongs to the general class of evolutionary computation or artificial evolution methodologies. History The 'evolution strategy' optimiza ...
to deal with numerical/parametric optimization and, also, has helped to formalize it as it is known nowadays. Schwefel was one of the initiators of the
Parallel Problem Solving from Nature Parallel Problem Solving from Nature, or PPSN, is a research conference focusing on the topic of natural computing. Other conferences in the area include the ACM Genetic and Evolutionary Computation Conference (GECCO), the IEEE Congress on Ev ...
conference series.


References

* Hans-Paul Schwefel: Numerical Optimization of Computer Models, Birkhäuser Verlag, Basel, 1977, traduction John Wiley and Sons Ltd., 1980. * Hans-Paul Schwefel'
Curriculum Vitae
* Hans-Georg Beyer and Hans-Paul Schwefel, (2002). Evolution Strategies: A Comprehensive Introduction. In Natural Computing, 1(1):3-52. * Günter Rudolph and Hans-Paul Schwefel: Simulated evolution under multiple criteria conditions revisited, pp. 49–261 in: J.M. Zurada, G.G. Yen and J. Wang (eds.), Computational Intelligence - Research Frontiers, Plenary and Invited Lectures at the IEEE World Congress on Computational Intelligence, Hong Kong, June 2008, Springer, Berlin, 2008. * Hans-Paul Schwefel: Cybernetic Evolution as Strategy for Experimental Research in Fluid Mechanics (in German). Diploma Thesis, Hermann Föttinger-Institute for Fluid Mechanics, Technical University of Berlin, March 1965. * Hans-Paul Schwefel: Evolution Strategy and Numerical Optimization (in German). Dissertation, Technical University of Berlin, 1974/1975. * Hans-Paul Schwefel: Evolution and Optimum Seeking, Wiley Interscience, New York, 1995. * Ingo Rechenberg: Evolutionsstrategie '94. Stuttgart: Frommann-Holzboog 1994. * Hans-Georg Beyer (2001). The Theory of Evolution Strategies. Natural Computing Series. Springer, Berlin 2001.


External links




Chair of Algorithm Engineering (former Systems Analysis)
{{DEFAULTSORT:Schwefel, Hans-Paul 1940 births Living people German computer scientists Scientists from Berlin Technical University of Berlin alumni Technical University of Dortmund faculty