Informatics and Applications
2014, Volume 8, Issue 2, pp 39-47
THE GENERALIZED PROBLEM OF SOFTWARE SYSTEM RESOURCES DISTRIBUTION
Abstract
The paper presents the statement and the solution of the optimization problem for a dynamic system
with a linear output and the quadratic performance criterion. System uncertainty is described by the observed
second-order stochastic process. The need to optimize resource distribution of software systems gives practical
justification to the problem. In such interpretation, the uncertainty of a systemdescribes user activity and the output
describes running queries or the volume of the requested memory. The goals of optimization are formalized by
the quadratic performance criterion of the general form. The criterion, in particular, summarizes two problems of
resource distribution of software systems discussed earlier. The objective functional makes it possible, in particular,
to state the problem of adequate program resources allocation (of threads, memory, etc.), penalizing for unlimited
spending. To solve the problem, the method of dynamic programming is used. The optimal strategy is a linear
combination of the output and state predictions up to the control horizon. In the context of computational
complexity of the optimal strategy, the possibility of its simplicity and of using the locally-optimal strategy is
discussed.
[+] References (14)
- Gitman, L. J., and M.D. Joehnk. 1990. Fundamentals of
investing. 4th ed. N.Y.: Harper & Row. 1008 p.
- GOST 7.70-2003 SIBID. 2003. Opisanie baz dannykh i
mashinochitaemykh informatsionnykh resursov. Sostav i
oboznachenie kharakteristik [Description of data bases
and information resources. The composition and characteristics
of the designation]. Moscow: Standardinform
Publs. 11 p.
- GOST 28195-89. 2001. Otsenka kachestva programmnykh
sredstv. Obshchie polozheniya [Assessment of the
quality of software. General provisions]. Moscow: StandardinformPubls.
39 p.
- Tanenbaum, A. S., and A. S. Woodhull. 2006. Operating
systems: Design and implementation. 3rd ed. Upper Saddle
River, NJ: Prentice Hall. 1080 p.
- Date, C. J. 2004. An introduction to database systems. 8th
ed. Reading,MA: Addison-Wesley. 1024 p.
- Elsasser, R., B. Monien, and R. Preis. 2002. Diffusion
schemes for load balancing on heterogeneous networks.
Theory Comput. Syst. 35(3):305–320.
- Low, S.H., F. Paganini, and J.C. Doyle. 2002. Internet
congestion control. IEEE Control Syst. Magazine
22(1):28–43.
- Welzl, M. 2005. Network congestion control. N.Y.: Wiley.
263 p.
- Bosov, A. V., and A. V. Ivanov. 2007. Programmnaya infrastruktura
Informatsionnogo web-portala RAN [RAS
Informational web-portal software infrastructure]. Informatika
i ee Primeneniya — Inform. Appl. 2(1):39–53.
- Bosov, A. V. 2012. Zadachi analiza i optimizatsii dlya modeli
pol’zovatel’skoy aktivnosti. Chast’ 2. Optimizatsiya
vnutrennikh resursov [Analysis and optimization problems
for some users activity model. Part 2. Internal resources
optimization]. Informatika i ee Primeneniya — Inform.
Appl. 6(1):18–25.
- Bosov,A. V. 2012.Zadachi analiza i optimizatsii dlyamodeli
pol’zovatel’skoy aktivnosti. Chast’ 3. Optimizatsiya
vneshnikh resursov [Analysis and optimization problems
for some users activity model. Part 3. External resources
optimization]. Informatika i ee Primeneniya — Inform.
Appl. 6(2):15–22.
- Bertsekas, D. P., and S. E. Shreve. 1978. Stochastic optimal
control: The discrete-time case. N.Y.: Academic Press.
323 p.
- Albert, A. 1972. Regression, and the Moore–Penrose pseudoinverse.
N.Y.: Academic Press. 179 p.
- Kogan, M.M., and Ju. I. Nejmark. 1987. Adaptivnoe
lokal’no-optimal’noe upravlenie [Locally-optimal adaptive
control]. Avtomatika i Telemehanika [Automation and
Remote Control] 8:126–136.
[+] About this article
Title
THE GENERALIZED PROBLEM OF SOFTWARE SYSTEM RESOURCES DISTRIBUTION
Journal
Informatics and Applications
2014, Volume 8, Issue 2, pp 39-47
Cover Date
2014-03-31
DOI
10.14357/19922264140204
Print ISSN
1992-2264
Publisher
Institute of Informatics Problems, Russian Academy of Sciences
Additional Links
Key words
software system; stochastic observation system; quadratic criterion; dynamic programming
Authors
A. V. Bosov
Author Affiliations
Institute of Informatics Problems, Russian Academy of Sciences, 44-2 Vavilov Str., Moscow 119333, Russian
Federation
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