PARALLEL HISOBLASH ASOSIDA KO‘P MEZONLI QAROR QABUL QILISH JARAYONLARINI OPTIMALLASHTIRISH

Authors

  • Karimov Norbek O‘zbekiston jahon tillari universiteti “Zamonaviy axborot texnologiyalari va sun’iy intellekt” kafedrasi o‘qituvchisi Author
  • Xolmuminov Oybek O‘zbekiston jahon tillari universiteti “Zamonaviy axborot texnologiyalari va sun’iy intellekt” kafedrasi o‘qituvchisi Author

DOI:

https://doi.org/10.65164/07vdws53

Keywords:

parallel hisoblash, MCDM, TOPSIS, distributed systems, GPU computing, optimallashtirish, decision support systems, high-performance computing, multicore systems.

Abstract

Mazkur maqolada parallel hisoblash texnologiyalari asosida ko‘p mezonli qaror qabul qilish (Multi-Criteria Decision Making – MCDM) jarayonlarini optimallashtirish usullari tahlil qilingan. Katta hajmdagi va ko‘p parametrli ma’lumotlar bilan ishlovchi qaror qabul qilish tizimlarida hisoblash murakkabligini kamaytirish hamda real vaqt rejimida natija olish masalalari ko‘rib chiqilgan. Tadqiqotda TOPSIS algoritmini parallel hisoblash muhitida optimallashtirish va GPU hamda distributed systems texnologiyalaridan foydalanish asosida tezkor hisoblash modeli taklif etilgan. Tajriba natijalari parallel yondashuvning an’anaviy ketma-ket hisoblash usullariga nisbatan yuqori samaradorlikka ega ekanligini ko‘rsatdi.

References

1.

Saaty T.L. Decision Making with the Analytic Hierarchy Process // International Journal of Services Sciences. – 2008. – Vol. 1, No. 1. – P. 83–98.

1055

2.

Hwang C.L., Yoon K. Multiple Attribute Decision Making Methods and Applications. – Springer, 1981. – 269 p.

3.

Grama A., Gupta A., Karypis G., Kumar V. Introduction to Parallel Computing. – Pearson Education, 2020. – 784 p.

4.

Triantaphyllou E. MultiCriteria Decision Making Methods: A Comparative Study. – Springer, 2000. – 320 p.

5.

Behzadian M., Khanmohammadi Otaghsara S., Yazdani M., Ignatius J. A StateoftheArt Survey of TOPSIS Applications // Expert Systems with Applications. – 2012. – Vol. 39. – P. 13051–13069.

6.

Kirk D., Hwu W.W. Programming Massively Parallel Processors: A Handson Approach. – Morgan Kaufmann, 2021. – 520 p.

7.

Foster I. Designing and Building Parallel Programs. – AddisonWesley, 2019. – 432 p.

8.

Li X., Wang Y., Chen H. Parallel Optimization of MultiCriteria Decision Algorithms Using GPU Computing // IEEE Access. – 2023. – Vol. 11. – P. 55412–55425.

9.

Sanders J., Kandrot E. CUDA by Example: An Introduction to GeneralPurpose GPU Programming. – AddisonWesley, 2018. – 312 p.

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Published

2026-05-15