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Published in: Wireless Personal Communications 3/2014

01-08-2014

Outage Probability Based Robust Distributed Beam-Forming in Multi-User Cooperative Networks with Imperfect CSI

Authors: Behrad Mahboobi, Ehsan Soleimani-Nasab, Mehrdad Ardebilipour

Published in: Wireless Personal Communications | Issue 3/2014

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Abstract

In this paper, a new robust problem is proposed for relay beamforming in relay system with stochastic perturbation on channels of multi user and relay network. The robust problem aims to minimize the transmission power of relay nodes while the imperfect channel information (CSI) injects stochastic channel uncertainties to the parameters of optimization problem. In the power minimization framework, the relays amplification weights and phases are optimized assuming the availability of Gaussian channel distribution. The power sum of all relays is minimized while the outage probability of the instantaneous capacity (or SINR) at each link is above the outage capacity (or SINR) for each user. The robust problem is a nonconvex SDP problem with Rank constraint. Due to the nonconvexity of the original problem, three suboptimal problems are proposed. Simulation and numerical results are presented to compare the performance of the three proposed solutions with the existing worst case robust method.

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Appendix
Available only for authorised users
Footnotes
1
The function \(\lambda _{max} \left( {\mathbf{X}} \right) \) is non-differentiable when the multiplicity order of maximum eigenvalue is more than one.
 
Literature
1.
go back to reference Sendonaris, A., Erkip, E., & Aazhang, B. (2003). User cooperation diversity. Part I: System description. IEEE Transactions on Communications, 51(11), 1927–1938.CrossRef Sendonaris, A., Erkip, E., & Aazhang, B. (2003). User cooperation diversity. Part I: System description. IEEE Transactions on Communications, 51(11), 1927–1938.CrossRef
2.
go back to reference Sendonaris, A., Erkip, E., & Aazhang, B. (2003). User cooperation diversity. Part II: Implementation aspects and performance analysis. IEEE Transactions on Communications, 51(11), 1939–1948.CrossRef Sendonaris, A., Erkip, E., & Aazhang, B. (2003). User cooperation diversity. Part II: Implementation aspects and performance analysis. IEEE Transactions on Communications, 51(11), 1939–1948.CrossRef
3.
go back to reference Laneman, J., Tse, D., & Wornell, G. (2004). Cooperative diversity in wireless networks: Efficient protocols and outage behavior. IEEE Transactions on Information Theory, 50(12), 3062–3080.CrossRefMathSciNet Laneman, J., Tse, D., & Wornell, G. (2004). Cooperative diversity in wireless networks: Efficient protocols and outage behavior. IEEE Transactions on Information Theory, 50(12), 3062–3080.CrossRefMathSciNet
4.
go back to reference Dohler, M., & Li, Y. (2010). Cooperative communication: Hardware, channel and PHY. London: Wiley.CrossRef Dohler, M., & Li, Y. (2010). Cooperative communication: Hardware, channel and PHY. London: Wiley.CrossRef
5.
go back to reference Soleimani-Nasab, E., Kalantari, A., & Ardebilipour, M. (2011). Performance analysis of selective DF relay networks over rician fading channels. In Proceedings of 2011 IEEE Symposium on Computers and Communications (ISCC), pp. 117–122. Soleimani-Nasab, E., Kalantari, A., & Ardebilipour, M. (2011). Performance analysis of selective DF relay networks over rician fading channels. In Proceedings of 2011 IEEE Symposium on Computers and Communications (ISCC), pp. 117–122.
6.
go back to reference Soleimani-Nasab, E., Kalantari, A., & Ardebilipour, M. (2011). Performance analysis of multi-antenna DF relay networks over Nakagami-\(m\) fading channels. IEEE Communications Letters, 15(12), 1372–1374.CrossRef Soleimani-Nasab, E., Kalantari, A., & Ardebilipour, M. (2011). Performance analysis of multi-antenna DF relay networks over Nakagami-\(m\) fading channels. IEEE Communications Letters, 15(12), 1372–1374.CrossRef
7.
go back to reference Kalantari, A., Soleimani-Nasab, E., & Ardebilipour, M. (2011). Performance analysis of best selection DF relay networks over Nakagami-\(n\) fading channels. In Proceedings of 2011 19th Iranian conference on electrical engineering (ICEE), pp. 1–5. Kalantari, A., Soleimani-Nasab, E., & Ardebilipour, M. (2011). Performance analysis of best selection DF relay networks over Nakagami-\(n\) fading channels. In Proceedings of 2011 19th Iranian conference on electrical engineering (ICEE), pp. 1–5.
8.
go back to reference Kalantari, A., Soleimani-Nasab, E., & Ardebilipour, M. (2012). Performance analysis of multi-antenna relay systems with imperfect channel estimation. In Proceedings of 2012 20th telecommunications forum (TELFOR), pp. 823–826. Kalantari, A., Soleimani-Nasab, E., & Ardebilipour, M. (2012). Performance analysis of multi-antenna relay systems with imperfect channel estimation. In Proceedings of 2012 20th telecommunications forum (TELFOR), pp. 823–826.
9.
go back to reference Soleimani-Nasab, E., Ardebilipour, M., & Kalantari, A. (2014). Performance analysis of selective combining decode-and-forward relay networks over Nakagami-\(n\) and Nakagami-\(q\) fading channels. To appear, Wireless Communications on Mobile Computer. Soleimani-Nasab, E., Ardebilipour, M., & Kalantari, A. (2014). Performance analysis of selective combining decode-and-forward relay networks over Nakagami-\(n\) and Nakagami-\(q\) fading channels. To appear, Wireless Communications on Mobile Computer.
10.
go back to reference Soleimani-Nasab, E., Ardebilipour, M., Kalantari, A., & Mahboobi, B. (2013). Performance analysis of multi-antenna relay networks with imperfect channel estimation. AEU-International Journal of Electronics and Communications, 67(1), 45–57.CrossRef Soleimani-Nasab, E., Ardebilipour, M., Kalantari, A., & Mahboobi, B. (2013). Performance analysis of multi-antenna relay networks with imperfect channel estimation. AEU-International Journal of Electronics and Communications, 67(1), 45–57.CrossRef
11.
go back to reference Raeisi, A., Mahboobi, B., Zokaei, S., & Ardebilipoor, M. (2011). Optimal power aware routing for decode-and-forward multi-hop relay networks. In Proceedings of 2011 IEEE GCC conference exhibition (GCC), pp. 525–528. Raeisi, A., Mahboobi, B., Zokaei, S., & Ardebilipoor, M. (2011). Optimal power aware routing for decode-and-forward multi-hop relay networks. In Proceedings of 2011 IEEE GCC conference exhibition (GCC), pp. 525–528.
12.
go back to reference Soleimani-Nasab, E., Kalantari, A., Ardebilipour, M., & Rajabi, O. (2011). Performance analysis of multi-antenna AF two-way relaying over Rayleigh fading channels. In Proceedings of 2011 19th telecommunication forum (TELFOR), pp. 517–519. Soleimani-Nasab, E., Kalantari, A., Ardebilipour, M., & Rajabi, O. (2011). Performance analysis of multi-antenna AF two-way relaying over Rayleigh fading channels. In Proceedings of 2011 19th telecommunication forum (TELFOR), pp. 517–519.
13.
go back to reference Rajabi, O., Kalantari, A., Soleimani-Nasab, E., & Ardebilipour, M. (2011). Uplink and downlink beamforming in two-way relay networks. In Proceedings of 2011 19th telecommunication forum (TELFOR), pp. 373–376. Rajabi, O., Kalantari, A., Soleimani-Nasab, E., & Ardebilipour, M. (2011). Uplink and downlink beamforming in two-way relay networks. In Proceedings of 2011 19th telecommunication forum (TELFOR), pp. 373–376.
14.
go back to reference Soleimani-Nasab, E., & Ardebilipour, M. (2012). On the performance of multi-antenna AF two-way relaying over Nakagami-\(m\) fading channels. In Proceedings of 2012 sixth international symposium telecommunication (IST), pp. 200–204. Soleimani-Nasab, E., & Ardebilipour, M. (2012). On the performance of multi-antenna AF two-way relaying over Nakagami-\(m\) fading channels. In Proceedings of 2012 sixth international symposium telecommunication (IST), pp. 200–204.
15.
go back to reference Soleimani-Nasab, E., Matthaiou, M., & Ardebilipour, M. (2013). On the performance of multi-antenna AF relaying systems over Nakagami-\(m\) fading channels. In Proceedings of 2013 IEEE international conference communication (ICC), pp. 3041–3046. Soleimani-Nasab, E., Matthaiou, M., & Ardebilipour, M. (2013). On the performance of multi-antenna AF relaying systems over Nakagami-\(m\) fading channels. In Proceedings of 2013 IEEE international conference communication (ICC), pp. 3041–3046.
16.
go back to reference Soleimani-Nasab, E., Matthaiou, M., & Karagiannidis, G. (2013). Two-way interference-limited AF relaying with selection-combining. In Proceedings of 2013 IEEE international conference acoustics, speech and signal process (ICASSP), pp. 4992–4996. Soleimani-Nasab, E., Matthaiou, M., & Karagiannidis, G. (2013). Two-way interference-limited AF relaying with selection-combining. In Proceedings of 2013 IEEE international conference acoustics, speech and signal process (ICASSP), pp. 4992–4996.
17.
go back to reference Soleimani-Nasab, E., Matthaiou, M., Ardebilipour, M., & Karagiannidis, G. (2013). Two-way AF relaying in the presence of co-channel interference. IEEE Transactions on Communications, 61(8), 3156–3169.CrossRef Soleimani-Nasab, E., Matthaiou, M., Ardebilipour, M., & Karagiannidis, G. (2013). Two-way AF relaying in the presence of co-channel interference. IEEE Transactions on Communications, 61(8), 3156–3169.CrossRef
18.
go back to reference Soleimani-Nasab, E., Matthaiou, M., & Ardebilipour, M. (2013). Multi-relay MIMO systems with OSTBC over Nakagami-\(m\) fading channels. IEEE Transactions on Vehicular Technology, 62(8), 3721–3736.CrossRef Soleimani-Nasab, E., Matthaiou, M., & Ardebilipour, M. (2013). Multi-relay MIMO systems with OSTBC over Nakagami-\(m\) fading channels. IEEE Transactions on Vehicular Technology, 62(8), 3721–3736.CrossRef
19.
go back to reference Soleimani-Nasab, E., & Ardebilipour, M. (2013). Multi-antenna AF two-way relaying over Nakagami-\(m\) fading channels. Wireless Personal Communications, 73(3), 717–729.CrossRef Soleimani-Nasab, E., & Ardebilipour, M. (2013). Multi-antenna AF two-way relaying over Nakagami-\(m\) fading channels. Wireless Personal Communications, 73(3), 717–729.CrossRef
20.
go back to reference Soleimani-Nasab, E., Matthaiou, M., Karagiannidis, G., A., & Ardebilipour, M. (2013). Two-way interference-limited AF relaying over Nakagami-\(m\) fading channels. In Proceedings of 2013 IEEE global communication conference (GLOBECOM), pp. 4380–4386. Soleimani-Nasab, E., Matthaiou, M., Karagiannidis, G., A., & Ardebilipour, M. (2013). Two-way interference-limited AF relaying over Nakagami-\(m\) fading channels. In Proceedings of 2013 IEEE global communication conference (GLOBECOM), pp. 4380–4386.
21.
go back to reference Alikhani, E., Mahboobi, B., Ardebilipour, M., Kheyri, H., & Alikhani, S. (2011). Adaptive radio resource allocation with frequency reusing for OFDMA cellular relay networks. In Proceedings of 2011 3rd international conference ubiquitous future networks (ICUFN), pp. 395–400. Alikhani, E., Mahboobi, B., Ardebilipour, M., Kheyri, H., & Alikhani, S. (2011). Adaptive radio resource allocation with frequency reusing for OFDMA cellular relay networks. In Proceedings of 2011 3rd international conference ubiquitous future networks (ICUFN), pp. 395–400.
22.
go back to reference Alikhani, E., Mahboobi, B., Ardebilipour, M., & Alikhani, A. (2011). Resource allocation and frequency reusing for multihop relay systems. In Proceedings of 2011 19th Iranian conference electrical engineering (ICEE), pp. 1–6. Alikhani, E., Mahboobi, B., Ardebilipour, M., & Alikhani, A. (2011). Resource allocation and frequency reusing for multihop relay systems. In Proceedings of 2011 19th Iranian conference electrical engineering (ICEE), pp. 1–6.
23.
go back to reference Raeisi, A., Mahboobi, B., Zokaei, S., & Ardebilipour, M. (2011). Near-optimal power aware routing for amplify-and-forward multi-hop networks. In Proceedings of 2011 IEEE GCC conference exhibition (GCC), pp. 521–524. Raeisi, A., Mahboobi, B., Zokaei, S., & Ardebilipour, M. (2011). Near-optimal power aware routing for amplify-and-forward multi-hop networks. In Proceedings of 2011 IEEE GCC conference exhibition (GCC), pp. 521–524.
24.
go back to reference Mahboobi, B., Mohammadi, M., Ardebilipour, M., & Moratab, A. (2010). QoS aware power allocation in multi-hop multi-relay network. In Proceedings of 2010 international congress ultra modern telecommunications control systems workshops (ICUMT), pp. 327–330. Mahboobi, B., Mohammadi, M., Ardebilipour, M., & Moratab, A. (2010). QoS aware power allocation in multi-hop multi-relay network. In Proceedings of 2010 international congress ultra modern telecommunications control systems workshops (ICUMT), pp. 327–330.
25.
go back to reference Mohammadi, M., Mahboobi, B., Ardebilipour, M., & Mobini, Z. (2010). Power-optimized multi-hop multi-branch amplify-and-forward cooperative systems. In Proceedings of 2010 5th IEEE international symposium wireless pervasive somputing (ISWPC), pp. 534–539. Mohammadi, M., Mahboobi, B., Ardebilipour, M., & Mobini, Z. (2010). Power-optimized multi-hop multi-branch amplify-and-forward cooperative systems. In Proceedings of 2010 5th IEEE international symposium wireless pervasive somputing (ISWPC), pp. 534–539.
26.
go back to reference Alikhani, E. S., Mahboobi, B., & Ardebilipour, M. (2012). Interference aware resource allocation in orthogonal frequency-division multiple access-based relay networks. IET Communications, 6(11), 1364–1373.CrossRefMATHMathSciNet Alikhani, E. S., Mahboobi, B., & Ardebilipour, M. (2012). Interference aware resource allocation in orthogonal frequency-division multiple access-based relay networks. IET Communications, 6(11), 1364–1373.CrossRefMATHMathSciNet
27.
go back to reference Mohammadi, M., Mobini, Z., Ardebilipour, M., & Mahboobi, B. (2013). Performance analysis of generic amplify-and-forward cooperative networks over asymmetric fading channels. Wireless Personal Communications, 72(1), 49–70.CrossRef Mohammadi, M., Mobini, Z., Ardebilipour, M., & Mahboobi, B. (2013). Performance analysis of generic amplify-and-forward cooperative networks over asymmetric fading channels. Wireless Personal Communications, 72(1), 49–70.CrossRef
28.
go back to reference Havary-Nassab, V., Shahbazpanahi, S., Grami, A., & Luo, Z.-Q. (2008). Distributed beamforming for relay networks based on second-order statistics of the channel state information. IEEE Transactions on Signal Processing, 56(9), 4306–4316.CrossRefMathSciNet Havary-Nassab, V., Shahbazpanahi, S., Grami, A., & Luo, Z.-Q. (2008). Distributed beamforming for relay networks based on second-order statistics of the channel state information. IEEE Transactions on Signal Processing, 56(9), 4306–4316.CrossRefMathSciNet
29.
go back to reference Jing, Y., & Jafarkhani, H. (2009). Network beamforming using relays with perfect channel information. IEEE Transactions on Information Theory, 55(6), 2499–2517.CrossRefMathSciNet Jing, Y., & Jafarkhani, H. (2009). Network beamforming using relays with perfect channel information. IEEE Transactions on Information Theory, 55(6), 2499–2517.CrossRefMathSciNet
30.
go back to reference Fazeli-Dehkordy, S., Shahbazpanahi, S., & Gazor, S. (2009). Multiple peer-to-peer communications using a network of relays. IEEE Transactions on Signal Processing, 57(8), 3053–3062.CrossRefMathSciNet Fazeli-Dehkordy, S., Shahbazpanahi, S., & Gazor, S. (2009). Multiple peer-to-peer communications using a network of relays. IEEE Transactions on Signal Processing, 57(8), 3053–3062.CrossRefMathSciNet
32.
go back to reference Chalise, B., & Vandendorpe, L. (2009). Joint optimization of multiple MIMO relays for multi-point to multi-point communication in wireless networks. In Proceedings of IEEE workshop signal processing advances in wireless communications (SPAWC), pp. 479–483. Chalise, B., & Vandendorpe, L. (2009). Joint optimization of multiple MIMO relays for multi-point to multi-point communication in wireless networks. In Proceedings of IEEE workshop signal processing advances in wireless communications (SPAWC), pp. 479–483.
33.
go back to reference Chae, C.-B., Tang, T., Heath, R., & Cho, S. (2008). MIMO relaying with linear processing for multiuser transmission in fixed relay networks. IEEE Transactions on Signal Processing, 56(2), 727–738.CrossRefMathSciNet Chae, C.-B., Tang, T., Heath, R., & Cho, S. (2008). MIMO relaying with linear processing for multiuser transmission in fixed relay networks. IEEE Transactions on Signal Processing, 56(2), 727–738.CrossRefMathSciNet
34.
go back to reference Zhang, R., Chai, C. C., & Liang, Y.-C. (2009). Joint beamforming and power control for multiantenna relay broadcast channel with QoS constraints. IEEE Transactions on Signal Processing, 57(2), 726–737.CrossRefMathSciNet Zhang, R., Chai, C. C., & Liang, Y.-C. (2009). Joint beamforming and power control for multiantenna relay broadcast channel with QoS constraints. IEEE Transactions on Signal Processing, 57(2), 726–737.CrossRefMathSciNet
35.
go back to reference Chalise, B., & Vandendorpe, L. (2010). Optimization of MIMO relays for multipoint-to-multipoint communications: Nonrobust and robust designs. IEEE Transactions on Signal Processing, 58(12), 6355–6368.CrossRefMathSciNet Chalise, B., & Vandendorpe, L. (2010). Optimization of MIMO relays for multipoint-to-multipoint communications: Nonrobust and robust designs. IEEE Transactions on Signal Processing, 58(12), 6355–6368.CrossRefMathSciNet
36.
go back to reference Chalise, B., & Vandendorpe, L. (2009). MIMO relay design for multipoint-to-multipoint communications with imperfect channel state information. IEEE Transactions on Signal Processing, 57(7), 2785–2796.CrossRefMathSciNet Chalise, B., & Vandendorpe, L. (2009). MIMO relay design for multipoint-to-multipoint communications with imperfect channel state information. IEEE Transactions on Signal Processing, 57(7), 2785–2796.CrossRefMathSciNet
37.
go back to reference Mahboobi, B., Ardebilipour, M., Kalantari, A., & Soleimani-Nasab, E. (2013). Robust cooperative relay beamforming. IEEEWireless Communications Letters, 2(4), 399–402.CrossRef Mahboobi, B., Ardebilipour, M., Kalantari, A., & Soleimani-Nasab, E. (2013). Robust cooperative relay beamforming. IEEEWireless Communications Letters, 2(4), 399–402.CrossRef
38.
go back to reference Vucic, N., & Boche, H. (2009). Robust QoS-constrained optimization of downlink multiuser MISO systems. IEEE Transactions on Signal Processing, 57(2), 714–725.CrossRefMathSciNet Vucic, N., & Boche, H. (2009). Robust QoS-constrained optimization of downlink multiuser MISO systems. IEEE Transactions on Signal Processing, 57(2), 714–725.CrossRefMathSciNet
39.
go back to reference Botros, M., & Davidson, T. (2007). Convex conic formulations of robust downlink precoder designs with quality of service constraints, 1(4), pp. 714–724. Botros, M., & Davidson, T. (2007). Convex conic formulations of robust downlink precoder designs with quality of service constraints, 1(4), pp. 714–724.
40.
go back to reference Rong, Y., Vorobyov, S. A., & Gershman, A. B. (2006). Robust linear receivers for multi-access space-time block-coded MIMO systems: A probabilistically constrained approach. IEEE IEEE Journal on Selected Areas in Communications, 24, 1560–1570.CrossRef Rong, Y., Vorobyov, S. A., & Gershman, A. B. (2006). Robust linear receivers for multi-access space-time block-coded MIMO systems: A probabilistically constrained approach. IEEE IEEE Journal on Selected Areas in Communications, 24, 1560–1570.CrossRef
41.
go back to reference Chung, P.-J., Du, H., & Gondzio, J. (2011). A probabilistic constraint approach for robust transmit beamforming with imperfect channel information. IEEE Transactions on Signal Processing, 59(6), 2773–2782.CrossRefMathSciNet Chung, P.-J., Du, H., & Gondzio, J. (2011). A probabilistic constraint approach for robust transmit beamforming with imperfect channel information. IEEE Transactions on Signal Processing, 59(6), 2773–2782.CrossRefMathSciNet
42.
go back to reference Ntranos, V., Sidiropoulos, N., & Tassiulas, L. (2009). On multicast beamforming for minimum outage. IEEE Transactions on Wireless Communications, 8(6), 3172–3181.CrossRef Ntranos, V., Sidiropoulos, N., & Tassiulas, L. (2009). On multicast beamforming for minimum outage. IEEE Transactions on Wireless Communications, 8(6), 3172–3181.CrossRef
43.
go back to reference Goldsmith, A. (2005). Wireless communications. Cambridge: Cambridge University Press.CrossRef Goldsmith, A. (2005). Wireless communications. Cambridge: Cambridge University Press.CrossRef
44.
go back to reference Wolkowicz, H., Saigal, R., & Vandenberghe, L. (2000). Handbook of semidefinite programming—theory, algorithms, and applications. Berlin: Springer.CrossRef Wolkowicz, H., Saigal, R., & Vandenberghe, L. (2000). Handbook of semidefinite programming—theory, algorithms, and applications. Berlin: Springer.CrossRef
45.
go back to reference Sturm, J. F. (1999). Using SeDuMi 1.02, a Matlab toolbox for optimization over symmetric cones, vol. 11–12, pp. 625–653. Sturm, J. F. (1999). Using SeDuMi 1.02, a Matlab toolbox for optimization over symmetric cones, vol. 11–12, pp. 625–653.
46.
go back to reference Boyd, H. S., & Vandenberghe, L. (2004). Convex optimization. Cambridge: Cambridge University Press.CrossRefMATH Boyd, H. S., & Vandenberghe, L. (2004). Convex optimization. Cambridge: Cambridge University Press.CrossRefMATH
47.
go back to reference Karipidis, E., Sidiropoulos, N. D., & Luo, Z. (2008). Quality of service and max-min fair transmit beamforming to multiple cochannel multicast groups. IEEE Transactions on Signal Processing, 56, 1268–1279.CrossRefMathSciNet Karipidis, E., Sidiropoulos, N. D., & Luo, Z. (2008). Quality of service and max-min fair transmit beamforming to multiple cochannel multicast groups. IEEE Transactions on Signal Processing, 56, 1268–1279.CrossRefMathSciNet
48.
go back to reference Luo, Z., Sidiropoulos, N. D., Tseng, P., & Zhang, S. (2007). Approximation bounds for quadratic optimization with homogeneous quadratic constraint. SIAM Journal on Optimization, 18, 1–28.CrossRefMATHMathSciNet Luo, Z., Sidiropoulos, N. D., Tseng, P., & Zhang, S. (2007). Approximation bounds for quadratic optimization with homogeneous quadratic constraint. SIAM Journal on Optimization, 18, 1–28.CrossRefMATHMathSciNet
49.
go back to reference Tsung-Hui, C., Zhi-Quan, L., & Chong-Yung, C. (2008). Approximation bounds for semidefinite relaxation of max-min-fair multicast transmit beamforming problem. IEEE Transactions on Signal Processing, 56, 3932–3943.CrossRefMathSciNet Tsung-Hui, C., Zhi-Quan, L., & Chong-Yung, C. (2008). Approximation bounds for semidefinite relaxation of max-min-fair multicast transmit beamforming problem. IEEE Transactions on Signal Processing, 56, 3932–3943.CrossRefMathSciNet
50.
go back to reference Wing-Kin, M., Davidson, T. N., Kon Max, W., Zhi-Quan, L., & Pak-Chung, C. (2002). Quasi-maximum-likelihood multiuser detection using semi-definite relaxation with application to synchronous CDMA. IEEE Transactions on Signal Processing, 50, 912–922.CrossRefMathSciNet Wing-Kin, M., Davidson, T. N., Kon Max, W., Zhi-Quan, L., & Pak-Chung, C. (2002). Quasi-maximum-likelihood multiuser detection using semi-definite relaxation with application to synchronous CDMA. IEEE Transactions on Signal Processing, 50, 912–922.CrossRefMathSciNet
51.
go back to reference Nemirovski, A., & Ben-Tal, A. (2001). Lectures on modern convex optimization: Analysis, algorithms, and engineering applications. Society for Industrial Mathematics. Nemirovski, A., & Ben-Tal, A. (2001). Lectures on modern convex optimization: Analysis, algorithms, and engineering applications. Society for Industrial Mathematics.
53.
go back to reference Marks, B. R., & Wright, G. P. (1978). A general inner approximation algorithm for nonconvex mathematical programs. Operations Research, 26(4), 681–683.CrossRefMATHMathSciNet Marks, B. R., & Wright, G. P. (1978). A general inner approximation algorithm for nonconvex mathematical programs. Operations Research, 26(4), 681–683.CrossRefMATHMathSciNet
54.
go back to reference Rockafellar, R. T. (1996). Convex analysis. Princeton Mathematical. Rockafellar, R. T. (1996). Convex analysis. Princeton Mathematical.
55.
go back to reference Horst, R., Pardalos, P., & Van Thoai, N. (2000). Introduction to global optimization, ser. Nonconvex optimization and its applications. Berlin: Springer.CrossRef Horst, R., Pardalos, P., & Van Thoai, N. (2000). Introduction to global optimization, ser. Nonconvex optimization and its applications. Berlin: Springer.CrossRef
56.
57.
go back to reference Nesterov, Y. E., & Nemirovskii, A. S. (1994). Interior point polynomial algorithms in convex programming. SIAM Studies. Applied Math., vol. 13. Nesterov, Y. E., & Nemirovskii, A. S. (1994). Interior point polynomial algorithms in convex programming. SIAM Studies. Applied Math., vol. 13.
58.
go back to reference Nesterov, Y. E., & Todd, M. J. (1997). Self-scaled barriers and interior-point methods for convex programming. Mathematics of Operations Research, 22(1), 1–42.CrossRefMATHMathSciNet Nesterov, Y. E., & Todd, M. J. (1997). Self-scaled barriers and interior-point methods for convex programming. Mathematics of Operations Research, 22(1), 1–42.CrossRefMATHMathSciNet
59.
go back to reference Nesterov, Y. E., & Todd, M. J. (1998). Primal-dual interior-point methods for self-scaled cones. SIAM Journal on Optimization, 8(2), 324–364.CrossRefMATHMathSciNet Nesterov, Y. E., & Todd, M. J. (1998). Primal-dual interior-point methods for self-scaled cones. SIAM Journal on Optimization, 8(2), 324–364.CrossRefMATHMathSciNet
60.
go back to reference Petersen, K. B., & Pedersen, M. S. (2008). The matrix cookbook. Petersen, K. B., & Pedersen, M. S. (2008). The matrix cookbook.
Metadata
Title
Outage Probability Based Robust Distributed Beam-Forming in Multi-User Cooperative Networks with Imperfect CSI
Authors
Behrad Mahboobi
Ehsan Soleimani-Nasab
Mehrdad Ardebilipour
Publication date
01-08-2014
Publisher
Springer US
Published in
Wireless Personal Communications / Issue 3/2014
Print ISSN: 0929-6212
Electronic ISSN: 1572-834X
DOI
https://doi.org/10.1007/s11277-013-1520-2

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