Title:

Support systems for decision and negotiation processes * Volume 1 * Optimization of multiple objectives in control of uncertain systems

Subtitle:

Książka = Book ; KS/2/1992/R25

Creator:

Guez, Allon ; Ahmad, Ziauddin

Publisher:

Instytut Badań Systemowych. Polska Akademia Nauk ; Systems Research Institute. Polish Academy of Sciences

Place of publishing:

Warszawa

Date issued/created:

1992

Description:

197-206 pages ; 21 cm ; Bibliography p. 205-206

Type of object:

Book/Chapter

Abstract:

We believe that an essential feature in machine learning is the real time satisfaction of multiple objectives such as identification, tracking etc. The machine learning problem may be viewed as a nonlinear adaptive control problem where the environment plays the role of the 'plant', while the learner is the controller. Multiobjective optimization (MOO) in the control problem typically deals w1th simultaneous optrmlzatton of more than one objecttve, where cach objecttve is descnbed via a cost functional. In sucha situation there of ten exists a region of tradeoff wherein one cost may be improved at the expense of others. Such a region is called the Pareto optima (PO) set. A parameterlzation of this set simplifies the attainment of the existing tradeoff. Working within the Pareto set guaranties optimum tradeoff. We present two examples for linear time invariant systems. These examples help illustrate different issues involved in this matter.

Relation:

Książka = Book

Resource type:

Text

Detailed Resource Type:

Book

Source:

KS-1992-02-R25

Language:

eng

Language of abstract:

eng

Rights:

Creative Commons Attribution BY 4.0 license

Terms of use:

Copyright-protected material. [CC BY 4.0] May be used within the scope specified in Creative Commons Attribution BY 4.0 license, full text available at: ; -

Digitizing institution:

Systems Research Institute of the Polish Academy of Sciences

Original in:

Library of Systems Research Institute PAS

Projects co-financed by:

Operational Program Digital Poland, 2014-2020, Measure 2.3: Digital accessibility and usefulness of public sector information; funds from the European Regional Development Fund and national co-financing from the state budget.

Access:

Open