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An Advanced Symbol Detection Method Based on Discrete Crow Search Algorithm for MIMO-FBMC/OQAM Transmission Technology

Yıl 2024, Cilt: 40 Sayı: 2, 393 - 407, 31.08.2024

Öz

Although multiple-input multiple-output – filter bank multicarrier/offset quadrature amplitude modulation (MIMO-FBMC/OQAM), which is among the prominent transmission technologies developed in recent years, has the capability of solving various problems peculiar to wireless communication, it requires an efficient symbol detector at its receiver. In this study, a new symbol detector with both low complexity and high symbol detection performance has been developed for MIMO-FBMC/OQAM system. For this, the classical maximum likelihood (ML) detector, which can detect the symbol vectors perfectly but performs this process by using an exhaustive search procedure that causes a quite high searching cost, was modified. In this modification, the high-cost exhaustive search procedure was disabled and instead, discrete crow search algorithm (DCSA) was integrated to carry out the optimization process of the symbol vectors. Thus, not only the pretty high search cost of the traditional ML method was reduced, but also a near-optimum symbol detection performance was achieved.

Kaynakça

  • Nissel, R., Schwarz, S., Rupp, M. 2017. Filter bank multicarrier modulation schemes for future mobile communications. IEEE Journal on Selected Areas in Communications, 34(10), 1768-1782. Farhang-Boroujeny, B. 2014. Filter bank multicarrier modulation: A waveform candidate for 5G and beyond. Advances in Electrical Engineering, 2014(1), 1-25. Cimini, L. J. 1985. Analysis and simulation of a digital mobile channel using orthogonal frequency division multiplexing. IEEE Transactions on Communications, 33(7), 665-675. Peng, Y., Alexandropoulos, G. C., Li, Y. 2016. Pilot-assisted channel estimation with MSE-optimal thresholding for OFDM systems. Transactions on Emerging Telecommunications Technologies, 27(8), 1055-1070.
  • Nissel, R., Schwarz, S., Rupp, M. 2017. Filter bank multicarrier modulation schemes for future mobile communications. IEEE Journal on Selected Areas in Communications, 34(10), 1768-1782. Farhang-Boroujeny, B. 2014. Filter bank multicarrier modulation: A waveform candidate for 5G and beyond. Advances in Electrical Engineering, 2014(1), 1-25. Cimini, L. J. 1985. Analysis and simulation of a digital mobile channel using orthogonal frequency division multiplexing. IEEE Transactions on Communications, 33(7), 665-675. Peng, Y., Alexandropoulos, G. C., Li, Y. 2016. Pilot-assisted channel estimation with MSE-optimal thresholding for OFDM systems. Transactions on Emerging Telecommunications Technologies, 27(8), 1055-1070.
  • Zakaria, R., Le Ruyet, D. 2010. On maximum likelihood MIMO detection in QAM-FBMC systems. 21st Annual IEEE International Symposium on Personal, Indoor and Mobile Radio Communications, 26-30 September, Istanbul, Turkey, 183-187.
  • Zakaria, R., Le Ruyet, D. 2010. On maximum likelihood MIMO detection in QAM-FBMC systems. 21st Annual IEEE International Symposium on Personal, Indoor and Mobile Radio Communications, 26-30 September, Istanbul, Turkey, 183-187.
  • Nissel, R., Blumenstein, J., Rupp, M. 2017. Block frequency spreading: A method for low-complexity MIMO in FBMC-OQAM. IEEE 18th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC), 03-06 July, Sapporo, Japan, 1-5.
  • Nissel, R., Blumenstein, J., Rupp, M. 2017. Block frequency spreading: A method for low-complexity MIMO in FBMC-OQAM. IEEE 18th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC), 03-06 July, Sapporo, Japan, 1-5.
  • Spencer, Q. H., Swindlehurst, A. L., Haardt, M. 2004. Zero-forcing methods for downlink spatial multiplexing in multiuser MIMO channels. IEEE Transactions on Signal Processing, 52(2), 461-471. Zhu, X., Murch, R. D. 2002. Performance analysis of maximum likelihood detection in a MIMO antenna system. IEEE Transactions on Communications, 50(2), 187-191.
  • Spencer, Q. H., Swindlehurst, A. L., Haardt, M. 2004. Zero-forcing methods for downlink spatial multiplexing in multiuser MIMO channels. IEEE Transactions on Signal Processing, 52(2), 461-471. Zhu, X., Murch, R. D. 2002. Performance analysis of maximum likelihood detection in a MIMO antenna system. IEEE Transactions on Communications, 50(2), 187-191.
  • Şimşir, Ş., Taşpınar, N. 2023. A powerful PTS strategy boosted by a novel discrete crow search algorithm for reducing the PAPR of UFMC signals. Journal of Electrical Engineering, 74(3), 197-209. Askarzadeh, A. 2016. A novel metaheuristic method for solving constrained engineering optimization problems: Crow search algorithm. Computers & Structures, 169, 1-12.
  • Şimşir, Ş., Taşpınar, N. 2023. A powerful PTS strategy boosted by a novel discrete crow search algorithm for reducing the PAPR of UFMC signals. Journal of Electrical Engineering, 74(3), 197-209. Askarzadeh, A. 2016. A novel metaheuristic method for solving constrained engineering optimization problems: Crow search algorithm. Computers & Structures, 169, 1-12.
  • Kong, X., Gao, L., Ouyang, H., Li, S. 2015. A simplified binary harmony search algorithm for large scale 0–1 knapsack problems. Expert Systems with Applications, 42(12), 5337-5355. Cheng, X., Liu, D., Feng, S., Pan, Q., Fang, H. 2018. PTS based on DisABC algorithm for PAPR reduction in OFDM systems. Electronics Letters, 54(6), 397–398. Khan, A. A., Bashir, S., Naeem, M., Shah, S. I., Li, X. 2008. Symbol detection in spatial multiplexing system using particle swarm optimization meta-heuristics. International Journal of Communication Systems, 21(12), 1239- 1257.
  • Kong, X., Gao, L., Ouyang, H., Li, S. 2015. A simplified binary harmony search algorithm for large scale 0–1 knapsack problems. Expert Systems with Applications, 42(12), 5337-5355. Cheng, X., Liu, D., Feng, S., Pan, Q., Fang, H. 2018. PTS based on DisABC algorithm for PAPR reduction in OFDM systems. Electronics Letters, 54(6), 397–398. Khan, A. A., Bashir, S., Naeem, M., Shah, S. I., Li, X. 2008. Symbol detection in spatial multiplexing system using particle swarm optimization meta-heuristics. International Journal of Communication Systems, 21(12), 1239- 1257.
  • Seyman, M. N. 2022. Symbol detection based on back tracking search algorithm in MIMO-NOMA systems. Computer Systems Science & Engineering, 40(2), 795-804.
  • Seyman, M. N. 2022. Symbol detection based on back tracking search algorithm in MIMO-NOMA systems. Computer Systems Science & Engineering, 40(2), 795-804.
  • Li, L., Meng, W., Ju, S. 2016. A novel artificial bee colony detection algorithm for massive MIMO system. Wireless Communications and Mobile Computing, 16(17), 3139-3152.
  • Li, L., Meng, W., Ju, S. 2016. A novel artificial bee colony detection algorithm for massive MIMO system. Wireless Communications and Mobile Computing, 16(17), 3139-3152.
  • Mandloi, M., Bhatia, V. 2016. A low-complexity hybrid algorithm based on particle swarm and ant colony optimization for large-MIMO detection. Expert Systems with Applications, 50, 66-74.
  • Mandloi, M., Bhatia, V. 2016. A low-complexity hybrid algorithm based on particle swarm and ant colony optimization for large-MIMO detection. Expert Systems with Applications, 50, 66-74.
  • Seyman, M. N., Taşpınar, N. (2013). Symbol detection using the differential evolution algorithm in MIMO- OFDM systems. Turkish Journal of Electrical Engineering and Computer Sciences, 21(2), 373-380.
  • Seyman, M. N., Taşpınar, N. (2013). Symbol detection using the differential evolution algorithm in MIMO- OFDM systems. Turkish Journal of Electrical Engineering and Computer Sciences, 21(2), 373-380.
  • Wang, C., Au, E. K. S., Murch, R. D., Mow, W. H., Cheng, R. S., Lau, V. 2007. On the performance of the MIMO zero-forcing receiver in the presence of channel estimation error. IEEE Transactions on Wireless Communications, 6(3), 805-810.
  • Wang, C., Au, E. K. S., Murch, R. D., Mow, W. H., Cheng, R. S., Lau, V. 2007. On the performance of the MIMO zero-forcing receiver in the presence of channel estimation error. IEEE Transactions on Wireless Communications, 6(3), 805-810.
  • Nguyen, T. T., Lampe, L. 2008. On partial transmit sequences for PAR reduction in OFDM systems. IEEE Transactions on Wireless Communications, 7(2), 746-755.
  • Nguyen, T. T., Lampe, L. 2008. On partial transmit sequences for PAR reduction in OFDM systems. IEEE Transactions on Wireless Communications, 7(2), 746-755.

MIMO-FBMC/OQAM İletim Teknolojisi İçin Ayrık Karga Arama Algoritması Tabanlı Gelişmiş Bir Sembol Algılama Yöntemi

Yıl 2024, Cilt: 40 Sayı: 2, 393 - 407, 31.08.2024

Öz

Son yıllarda geliştirilmiş önde gelen iletim teknolojileri arasında yer alan çoklu-giriş çoklu-çıkış - filtre bankası çoklu taşıyıcı/ofset dördün genlik modülasyonu (MIMO-FBMC/OQAM), kablosuz iletişime has birçok problemi çözme yetisine sahip olmakla birlikte, alıcısında etkili bir sembol dedektörüne gereksinim duymaktadır. Bu çalışmada, MIMO-FBMC/OQAM sistemi için hem düşük karmaşıklı hem de yüksek sembol algılama performansına sahip yeni bir sembol dedektörü geliştirilmiştir. Bunun için, sembol vektörlerini kusursuz bir şekilde algılayabilen ancak bu işlemi oldukça yüksek bir araştırma maliyetine sebep olan kapsamlı arama prosedürü kullanarak gerçekleştiren klasik maksimum olasılık (ML) dedektörü modifiye edilmiştir. Söz konusu modifikasyonda, yüksek maliyetli kapsamlı arama prosedürü devre dışı bırakılarak, yerine sembol vektörlerinin optimizasyon işlemini gerçekleştirmek üzere ayrık karga arama algoritması (DCSA) entegre edilmiştir. Böylelikle, geleneksel ML yönteminin oldukça yüksek olan araştırma maliyeti düşürülmekle kalmayıp, optimuma yakın bir sembol algılama performansı elde edilmiştir.

Kaynakça

  • Nissel, R., Schwarz, S., Rupp, M. 2017. Filter bank multicarrier modulation schemes for future mobile communications. IEEE Journal on Selected Areas in Communications, 34(10), 1768-1782. Farhang-Boroujeny, B. 2014. Filter bank multicarrier modulation: A waveform candidate for 5G and beyond. Advances in Electrical Engineering, 2014(1), 1-25. Cimini, L. J. 1985. Analysis and simulation of a digital mobile channel using orthogonal frequency division multiplexing. IEEE Transactions on Communications, 33(7), 665-675. Peng, Y., Alexandropoulos, G. C., Li, Y. 2016. Pilot-assisted channel estimation with MSE-optimal thresholding for OFDM systems. Transactions on Emerging Telecommunications Technologies, 27(8), 1055-1070.
  • Nissel, R., Schwarz, S., Rupp, M. 2017. Filter bank multicarrier modulation schemes for future mobile communications. IEEE Journal on Selected Areas in Communications, 34(10), 1768-1782. Farhang-Boroujeny, B. 2014. Filter bank multicarrier modulation: A waveform candidate for 5G and beyond. Advances in Electrical Engineering, 2014(1), 1-25. Cimini, L. J. 1985. Analysis and simulation of a digital mobile channel using orthogonal frequency division multiplexing. IEEE Transactions on Communications, 33(7), 665-675. Peng, Y., Alexandropoulos, G. C., Li, Y. 2016. Pilot-assisted channel estimation with MSE-optimal thresholding for OFDM systems. Transactions on Emerging Telecommunications Technologies, 27(8), 1055-1070.
  • Zakaria, R., Le Ruyet, D. 2010. On maximum likelihood MIMO detection in QAM-FBMC systems. 21st Annual IEEE International Symposium on Personal, Indoor and Mobile Radio Communications, 26-30 September, Istanbul, Turkey, 183-187.
  • Zakaria, R., Le Ruyet, D. 2010. On maximum likelihood MIMO detection in QAM-FBMC systems. 21st Annual IEEE International Symposium on Personal, Indoor and Mobile Radio Communications, 26-30 September, Istanbul, Turkey, 183-187.
  • Nissel, R., Blumenstein, J., Rupp, M. 2017. Block frequency spreading: A method for low-complexity MIMO in FBMC-OQAM. IEEE 18th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC), 03-06 July, Sapporo, Japan, 1-5.
  • Nissel, R., Blumenstein, J., Rupp, M. 2017. Block frequency spreading: A method for low-complexity MIMO in FBMC-OQAM. IEEE 18th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC), 03-06 July, Sapporo, Japan, 1-5.
  • Spencer, Q. H., Swindlehurst, A. L., Haardt, M. 2004. Zero-forcing methods for downlink spatial multiplexing in multiuser MIMO channels. IEEE Transactions on Signal Processing, 52(2), 461-471. Zhu, X., Murch, R. D. 2002. Performance analysis of maximum likelihood detection in a MIMO antenna system. IEEE Transactions on Communications, 50(2), 187-191.
  • Spencer, Q. H., Swindlehurst, A. L., Haardt, M. 2004. Zero-forcing methods for downlink spatial multiplexing in multiuser MIMO channels. IEEE Transactions on Signal Processing, 52(2), 461-471. Zhu, X., Murch, R. D. 2002. Performance analysis of maximum likelihood detection in a MIMO antenna system. IEEE Transactions on Communications, 50(2), 187-191.
  • Şimşir, Ş., Taşpınar, N. 2023. A powerful PTS strategy boosted by a novel discrete crow search algorithm for reducing the PAPR of UFMC signals. Journal of Electrical Engineering, 74(3), 197-209. Askarzadeh, A. 2016. A novel metaheuristic method for solving constrained engineering optimization problems: Crow search algorithm. Computers & Structures, 169, 1-12.
  • Şimşir, Ş., Taşpınar, N. 2023. A powerful PTS strategy boosted by a novel discrete crow search algorithm for reducing the PAPR of UFMC signals. Journal of Electrical Engineering, 74(3), 197-209. Askarzadeh, A. 2016. A novel metaheuristic method for solving constrained engineering optimization problems: Crow search algorithm. Computers & Structures, 169, 1-12.
  • Kong, X., Gao, L., Ouyang, H., Li, S. 2015. A simplified binary harmony search algorithm for large scale 0–1 knapsack problems. Expert Systems with Applications, 42(12), 5337-5355. Cheng, X., Liu, D., Feng, S., Pan, Q., Fang, H. 2018. PTS based on DisABC algorithm for PAPR reduction in OFDM systems. Electronics Letters, 54(6), 397–398. Khan, A. A., Bashir, S., Naeem, M., Shah, S. I., Li, X. 2008. Symbol detection in spatial multiplexing system using particle swarm optimization meta-heuristics. International Journal of Communication Systems, 21(12), 1239- 1257.
  • Kong, X., Gao, L., Ouyang, H., Li, S. 2015. A simplified binary harmony search algorithm for large scale 0–1 knapsack problems. Expert Systems with Applications, 42(12), 5337-5355. Cheng, X., Liu, D., Feng, S., Pan, Q., Fang, H. 2018. PTS based on DisABC algorithm for PAPR reduction in OFDM systems. Electronics Letters, 54(6), 397–398. Khan, A. A., Bashir, S., Naeem, M., Shah, S. I., Li, X. 2008. Symbol detection in spatial multiplexing system using particle swarm optimization meta-heuristics. International Journal of Communication Systems, 21(12), 1239- 1257.
  • Seyman, M. N. 2022. Symbol detection based on back tracking search algorithm in MIMO-NOMA systems. Computer Systems Science & Engineering, 40(2), 795-804.
  • Seyman, M. N. 2022. Symbol detection based on back tracking search algorithm in MIMO-NOMA systems. Computer Systems Science & Engineering, 40(2), 795-804.
  • Li, L., Meng, W., Ju, S. 2016. A novel artificial bee colony detection algorithm for massive MIMO system. Wireless Communications and Mobile Computing, 16(17), 3139-3152.
  • Li, L., Meng, W., Ju, S. 2016. A novel artificial bee colony detection algorithm for massive MIMO system. Wireless Communications and Mobile Computing, 16(17), 3139-3152.
  • Mandloi, M., Bhatia, V. 2016. A low-complexity hybrid algorithm based on particle swarm and ant colony optimization for large-MIMO detection. Expert Systems with Applications, 50, 66-74.
  • Mandloi, M., Bhatia, V. 2016. A low-complexity hybrid algorithm based on particle swarm and ant colony optimization for large-MIMO detection. Expert Systems with Applications, 50, 66-74.
  • Seyman, M. N., Taşpınar, N. (2013). Symbol detection using the differential evolution algorithm in MIMO- OFDM systems. Turkish Journal of Electrical Engineering and Computer Sciences, 21(2), 373-380.
  • Seyman, M. N., Taşpınar, N. (2013). Symbol detection using the differential evolution algorithm in MIMO- OFDM systems. Turkish Journal of Electrical Engineering and Computer Sciences, 21(2), 373-380.
  • Wang, C., Au, E. K. S., Murch, R. D., Mow, W. H., Cheng, R. S., Lau, V. 2007. On the performance of the MIMO zero-forcing receiver in the presence of channel estimation error. IEEE Transactions on Wireless Communications, 6(3), 805-810.
  • Wang, C., Au, E. K. S., Murch, R. D., Mow, W. H., Cheng, R. S., Lau, V. 2007. On the performance of the MIMO zero-forcing receiver in the presence of channel estimation error. IEEE Transactions on Wireless Communications, 6(3), 805-810.
  • Nguyen, T. T., Lampe, L. 2008. On partial transmit sequences for PAR reduction in OFDM systems. IEEE Transactions on Wireless Communications, 7(2), 746-755.
  • Nguyen, T. T., Lampe, L. 2008. On partial transmit sequences for PAR reduction in OFDM systems. IEEE Transactions on Wireless Communications, 7(2), 746-755.
Toplam 24 adet kaynakça vardır.

Ayrıntılar

Birincil Dil Türkçe
Konular Elektrik Mühendisliği (Diğer)
Bölüm Makale
Yazarlar

Şakir Şimşir 0000-0002-1287-160X

Yayımlanma Tarihi 31 Ağustos 2024
Gönderilme Tarihi 11 Haziran 2024
Kabul Tarihi 1 Ağustos 2024
Yayımlandığı Sayı Yıl 2024 Cilt: 40 Sayı: 2

Kaynak Göster

APA Şimşir, Ş. (2024). MIMO-FBMC/OQAM İletim Teknolojisi İçin Ayrık Karga Arama Algoritması Tabanlı Gelişmiş Bir Sembol Algılama Yöntemi. Erciyes Üniversitesi Fen Bilimleri Enstitüsü Fen Bilimleri Dergisi, 40(2), 393-407.
AMA Şimşir Ş. MIMO-FBMC/OQAM İletim Teknolojisi İçin Ayrık Karga Arama Algoritması Tabanlı Gelişmiş Bir Sembol Algılama Yöntemi. Erciyes Üniversitesi Fen Bilimleri Enstitüsü Fen Bilimleri Dergisi. Ağustos 2024;40(2):393-407.
Chicago Şimşir, Şakir. “MIMO-FBMC/OQAM İletim Teknolojisi İçin Ayrık Karga Arama Algoritması Tabanlı Gelişmiş Bir Sembol Algılama Yöntemi”. Erciyes Üniversitesi Fen Bilimleri Enstitüsü Fen Bilimleri Dergisi 40, sy. 2 (Ağustos 2024): 393-407.
EndNote Şimşir Ş (01 Ağustos 2024) MIMO-FBMC/OQAM İletim Teknolojisi İçin Ayrık Karga Arama Algoritması Tabanlı Gelişmiş Bir Sembol Algılama Yöntemi. Erciyes Üniversitesi Fen Bilimleri Enstitüsü Fen Bilimleri Dergisi 40 2 393–407.
IEEE Ş. Şimşir, “MIMO-FBMC/OQAM İletim Teknolojisi İçin Ayrık Karga Arama Algoritması Tabanlı Gelişmiş Bir Sembol Algılama Yöntemi”, Erciyes Üniversitesi Fen Bilimleri Enstitüsü Fen Bilimleri Dergisi, c. 40, sy. 2, ss. 393–407, 2024.
ISNAD Şimşir, Şakir. “MIMO-FBMC/OQAM İletim Teknolojisi İçin Ayrık Karga Arama Algoritması Tabanlı Gelişmiş Bir Sembol Algılama Yöntemi”. Erciyes Üniversitesi Fen Bilimleri Enstitüsü Fen Bilimleri Dergisi 40/2 (Ağustos 2024), 393-407.
JAMA Şimşir Ş. MIMO-FBMC/OQAM İletim Teknolojisi İçin Ayrık Karga Arama Algoritması Tabanlı Gelişmiş Bir Sembol Algılama Yöntemi. Erciyes Üniversitesi Fen Bilimleri Enstitüsü Fen Bilimleri Dergisi. 2024;40:393–407.
MLA Şimşir, Şakir. “MIMO-FBMC/OQAM İletim Teknolojisi İçin Ayrık Karga Arama Algoritması Tabanlı Gelişmiş Bir Sembol Algılama Yöntemi”. Erciyes Üniversitesi Fen Bilimleri Enstitüsü Fen Bilimleri Dergisi, c. 40, sy. 2, 2024, ss. 393-07.
Vancouver Şimşir Ş. MIMO-FBMC/OQAM İletim Teknolojisi İçin Ayrık Karga Arama Algoritması Tabanlı Gelişmiş Bir Sembol Algılama Yöntemi. Erciyes Üniversitesi Fen Bilimleri Enstitüsü Fen Bilimleri Dergisi. 2024;40(2):393-407.

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