JP2013090055A - Mimo channel capacity calculation device, mimo channel capacity calculation method, and computer program - Google Patents

Mimo channel capacity calculation device, mimo channel capacity calculation method, and computer program Download PDF

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JP2013090055A
JP2013090055A JP2011227075A JP2011227075A JP2013090055A JP 2013090055 A JP2013090055 A JP 2013090055A JP 2011227075 A JP2011227075 A JP 2011227075A JP 2011227075 A JP2011227075 A JP 2011227075A JP 2013090055 A JP2013090055 A JP 2013090055A
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Shinobu Nanba
忍 難波
Yoji Kishi
洋司 岸
Masao Hirota
祐生 廣田
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PROBLEM TO BE SOLVED: To improve the accuracy of channel capacity calculation by using a difference in reception power per transmitting antenna and a correlation value between the transmitting antennas when the channel capacity of a 2×2 MIMO system is calculated.SOLUTION: An MIMO channel capacity calculation device comprises: a reception electric field calculation unit 2 which calculates, for each pair of transmitting and receiving antenna, a received electric field from the transmitting antenna to the receiving antenna; a received power difference calculation unit 3 which calculates a difference in received power by using the received electric field; an antenna corrections calculation unit 5 which calculates a correlation value between the transmitting antennas by using the received electric field; a characteristic value ratio estimation unit 6 which, by using the difference in received power and the correlation value between the transmitting antennas, estimates a ratio between two characteristic values obtained by a singular value decomposition of the channel response matrix of a 2×2 MIMO system; and a channel capacity calculation unit 7 which calculates a channel capacity by using the ratio of characteristic values and an average SNR.

Description

本発明は、MIMOチャネル容量算出装置、MIMOチャネル容量算出方法、及びコンピュータプログラムに関する。   The present invention relates to a MIMO channel capacity calculation device, a MIMO channel capacity calculation method, and a computer program.

近年、無線通信システムにおける伝送速度を高速化する技術の一つとして、MIMO(Multiple Input Multiple Output)伝送技術が知られている。MIMO伝送技術では、複数の送信アンテナから複数の受信アンテナへ、同一周波数上で複数のストリームを同時に伝送する。MIMO伝送技術を利用した無線通信システム(以下、MIMOシステムと称する)では、送信機(例えば基地局)は同一周波数上で複数のストリームを複数の送信アンテナから送信する。そして、受信機(例えば携帯端末)は、該送信機から送信された複数のストリームを複数の受信アンテナで受信し、該受信信号から複数のストリームを分離する処理を行う。   In recent years, a MIMO (Multiple Input Multiple Output) transmission technique is known as one technique for increasing the transmission speed in a wireless communication system. In the MIMO transmission technique, a plurality of streams are simultaneously transmitted on the same frequency from a plurality of transmission antennas to a plurality of reception antennas. In a wireless communication system using a MIMO transmission technique (hereinafter referred to as a MIMO system), a transmitter (for example, a base station) transmits a plurality of streams from a plurality of transmission antennas on the same frequency. Then, a receiver (for example, a mobile terminal) receives a plurality of streams transmitted from the transmitter with a plurality of reception antennas, and performs a process of separating the plurality of streams from the received signal.

従来の電波伝搬シミュレータにおいて、MIMOシステムのエリアを評価する場合、まず、例えばレイトレース法に基づき、MIMOシステムで設置した複数のアンテナから送信されたレイをトレースし、受信点に到達したレイを複素振幅加算して得られる送信アンテナと受信アンテナのペア毎の受信電界強度からMIMOシステムのチャネル行列を求める。次いで、チャネル行列を特異値分解して固有値を算出し、算出した固有値を使ってシャノン式からMIMOシステムのチャネル容量を求めていた(例えば非特許文献1参照)。   When evaluating a MIMO system area in a conventional radio wave propagation simulator, first, for example, based on the ray tracing method, the rays transmitted from a plurality of antennas installed in the MIMO system are traced, and the rays reaching the reception point are complex. The channel matrix of the MIMO system is obtained from the received electric field strength for each pair of transmitting antenna and receiving antenna obtained by adding the amplitude. Next, the eigenvalue is calculated by performing singular value decomposition on the channel matrix, and the channel capacity of the MIMO system is obtained from the Shannon equation using the calculated eigenvalue (see, for example, Non-Patent Document 1).

送信アンテナ数がnであり且つ受信アンテナ数がnであるMIMOシステム(以下、n×nMIMOシステムと称する)におけるチャネル容量(C[bps/Hz])は、シャノンの定理を用いて、以下の式(1)で表すことができる(例えば非特許文献2参照)。 The channel capacity (C [bps / Hz]) in a MIMO system (hereinafter referred to as n T × n R MIMO system) in which the number of transmitting antennas is n T and the number of receiving antennas is n R is based on Shannon's theorem. Thus, it can be expressed by the following formula (1) (see, for example, Non-Patent Document 2).

Figure 2013090055
Figure 2013090055

γは受信アンテナの平均SNR(signal-to-noise-ratio)である。Hはn×nMIMOシステムにおけるチャネル応答行列である。InRは、受信アンテナ数×受信アンテナ数の単位行列である。nは送信アンテナ数である。nは受信アンテナ数である。 γ is an average SNR (signal-to-noise-ratio) of the receiving antenna. H is a channel response matrix in the n T × n R MIMO system. InR is a unit matrix of the number of reception antennas × the number of reception antennas. n T is the number of transmitting antennas. n R is the number of receive antennas.

式(1)は、式の変形によって式(2)となる。   Formula (1) becomes Formula (2) by deformation | transformation of Formula.

Figure 2013090055
Figure 2013090055

但し、λは、チャネル応答行列Hを特異値分解して得られるi番目の固有値である。 Here, λ i is the i-th eigenvalue obtained by singular value decomposition of the channel response matrix H.

したがって、式(2)を用いてn×nMIMOシステムのチャネル容量Cを算出する場合には、固有値演算を行う必要がある。 Therefore, when the channel capacity C of the n T × n R MIMO system is calculated using Equation (2), it is necessary to perform eigenvalue calculation.

一方、非特許文献3には、送信アンテナ毎の受信電力差を用いて2×2MIMOシステムのチャネル容量を算出する技術が開示されている。非特許文献3に記載の従来技術では、送信アンテナ間の受信電力差(ΔG[dB])を用いて、実験結果から求めた電力差と固有値比(k)の関係式「10×LOG(k)=−ΔG[dB]」により、電力差から固有値比を推定している。そして、求めた固有値比(k)と受信アンテナの平均SNR(γ[dB])を用いて、式(3)により2×2MIMOシステムのチャネル容量(C[bps/Hz])を算出している。   On the other hand, Non-Patent Document 3 discloses a technique for calculating a channel capacity of a 2 × 2 MIMO system using a received power difference for each transmission antenna. In the prior art described in Non-Patent Document 3, using the received power difference (ΔG [dB]) between the transmitting antennas, a relational expression “10 × LOG (k) ) = − ΔG [dB] ”, the eigenvalue ratio is estimated from the power difference. Then, using the obtained eigenvalue ratio (k) and the average SNR (γ [dB]) of the receiving antenna, the channel capacity (C [bps / Hz]) of the 2 × 2 MIMO system is calculated by Equation (3). .

Figure 2013090055
Figure 2013090055

この非特許文献3に記載の従来技術によれば、固有値演算を行う必要がない。   According to the prior art described in Non-Patent Document 3, it is not necessary to perform eigenvalue calculation.

小川晃一, 天利悟, 山本温, "ブランチ間受信電力差のある端末MIMOアンテナの伝送容量解析", 電子情報通信学会, Vol.J91-B No.9, pp.948-959.Junichi Ogawa, Satoru Tenri, Atsushi Yamamoto, "Transmission capacity analysis of terminal MIMO antenna with received power difference between branches", IEICE, Vol.J91-B No.9, pp.948-959. G. J. Foschini and M. J. Gans, "On Limits of Wireless Communications in a Fading Environment When Using Multiple Antennas", Wireless Personal Communications. Vol. 6, No. 3, March 1998, p. 311-335G. J. Foschini and M. J. Gans, "On Limits of Wireless Communications in a Fading Environment When Using Multiple Antennas", Wireless Personal Communications. Vol. 6, No. 3, March 1998, p. 311-335 S.Nanba, Y.Hirota, and Y.Kishi, “Estimation of 2x2 MIMO Capacity with Dual-Polarized Antennas Under Received Power Imbalance Through Propagation Measurements,” in Proc. IEEE EuCAP 2011, pp. 2309-2312, April. 2011.S. Nanba, Y. Hirota, and Y. Kishi, “Estimation of 2x2 MIMO Capacity with Dual-Polarized Antennas Under Received Power Imbalance Through Propagation Measurements,” in Proc. IEEE EuCAP 2011, pp. 2309-2312, April. 2011.

しかし、上述した非特許文献1,2の従来技術では、固有値演算を必要とするため、計算量が多いという課題がある。   However, the above-described prior arts of Non-Patent Documents 1 and 2 require eigenvalue calculation, which causes a problem of a large amount of calculation.

又、上述した非特許文献3の従来技術では、送信アンテナ間の相関が高い電波伝搬環境では、チャネル容量の算出精度が劣化するという課題がある。これは、固有値比が受信電力差だけではなく、送信アンテナ間の相関にも依存するためである。このため、送信アンテナ間の相関が大きく変動する電波伝搬環境において、非特許文献3の従来技術を適用すると、固有値比の推定誤差が大きくなり、この結果として算出されるチャネル容量の精度も劣化するという問題がある。   Further, the above-described prior art of Non-Patent Document 3 has a problem that the accuracy of calculation of channel capacity deteriorates in a radio wave propagation environment where the correlation between transmission antennas is high. This is because the eigenvalue ratio depends not only on the received power difference but also on the correlation between the transmitting antennas. For this reason, in the radio wave propagation environment in which the correlation between the transmission antennas greatly varies, when the conventional technique of Non-Patent Document 3 is applied, the estimation error of the eigenvalue ratio increases, and the accuracy of the calculated channel capacity also deteriorates as a result. There is a problem.

本発明は、このような事情を考慮してなされたもので、2×2MIMOシステムのチャネル容量を算出する際に、送信アンテナ毎の受信電力差と送信アンテナ間の相関値とを用いることにより、チャネル容量の算出精度の向上を図ることができる、MIMOチャネル容量算出装置、MIMOチャネル容量算出方法、及びコンピュータプログラムを提供することを課題とする。   The present invention has been made in view of such circumstances, and when calculating the channel capacity of the 2 × 2 MIMO system, by using the received power difference for each transmission antenna and the correlation value between the transmission antennas, It is an object of the present invention to provide a MIMO channel capacity calculation device, a MIMO channel capacity calculation method, and a computer program that can improve the calculation accuracy of channel capacity.

上記の課題を解決するために、本発明に係るMIMOチャネル容量算出装置は、送信アンテナ数が2であり且つ受信アンテナ数が2であるMIMOシステムにおけるチャネル容量を算出するMIMOチャネル容量算出装置において、送信アンテナと受信アンテナのペア毎に送信アンテナから受信アンテナへの受信電界を算出する受信電界算出部と、前記受信電界算出部が算出した受信電界を用いて受信電力差を算出する受信電力差算出部と、前記受信電界算出部が算出した受信電界を用いて送信アンテナ間相関値を算出するアンテナ間相関算出部と、前記受信電力差算出部が算出した受信電力差と前記アンテナ間相関算出部が算出した送信アンテナ間相関値とを用いて、前記MIMOシステムのチャネル応答行列を特異値分解して得られる2個の固有値の比を推定する固有値比推定部と、前記固有値比推定部が算出した固有値比と、前記MIMOシステムの平均SNRとを用いて、チャネル容量を算出するチャネル容量算出部と、を備えたことを特徴とする。   In order to solve the above problems, a MIMO channel capacity calculation apparatus according to the present invention is a MIMO channel capacity calculation apparatus that calculates channel capacity in a MIMO system in which the number of transmission antennas is two and the number of reception antennas is two. A reception electric field calculation unit that calculates a reception electric field from the transmission antenna to the reception antenna for each pair of transmission antenna and reception antenna, and a reception power difference calculation that calculates a reception power difference using the reception electric field calculated by the reception electric field calculation unit An inter-antenna correlation calculation unit that calculates a correlation value between transmission antennas using the received electric field calculated by the received electric field calculation unit, and a received power difference calculated by the received power difference calculation unit and the inter-antenna correlation calculation unit 2 is obtained by performing singular value decomposition on the channel response matrix of the MIMO system using the correlation value between transmit antennas calculated by An eigenvalue ratio estimator that estimates the ratio of eigenvalues, a channel capacity calculator that calculates a channel capacity using the eigenvalue ratio calculated by the eigenvalue ratio estimator and the average SNR of the MIMO system. It is characterized by that.

本発明に係るMIMOチャネル容量算出装置において、各受信電力差に対応する送信アンテナ間相関値と固有値比の近似式を前記固有値比推定部に備え、前記固有値比推定部は、前記受信電力差算出部が算出した受信電力差に対応する前記近似式を用いて、前記アンテナ間相関算出部が算出した送信アンテナ間相関値に対応する固有値比を算出する、ことを特徴とする。   In the MIMO channel capacity calculation apparatus according to the present invention, the eigenvalue ratio estimation unit includes an approximate expression of a correlation value between transmission antennas and an eigenvalue ratio corresponding to each received power difference, and the eigenvalue ratio estimation unit calculates the received power difference. The eigenvalue ratio corresponding to the correlation value between the transmission antennas calculated by the inter-antenna correlation calculation unit is calculated using the approximate expression corresponding to the received power difference calculated by the unit.

本発明に係るMIMOチャネル容量算出装置において、前記受信電界算出部が算出した受信電界を用いて平均SNRを算出する平均SNR算出部を備えたことを特徴とする。   The MIMO channel capacity calculation apparatus according to the present invention includes an average SNR calculation unit that calculates an average SNR using the reception electric field calculated by the reception electric field calculation unit.

本発明に係るMIMOチャネル容量算出方法は、送信アンテナ数が2であり且つ受信アンテナ数が2であるMIMOシステムにおけるチャネル容量を算出するMIMOチャネル容量算出方法において、送信アンテナと受信アンテナのペア毎に送信アンテナから受信アンテナへの受信電界を算出する受信電界算出ステップと、前記受信電界算出ステップで算出した受信電界を用いて受信電力差を算出する受信電力差算出ステップと、前記受信電界算出ステップで算出した受信電界を用いて送信アンテナ間相関値を算出するアンテナ間相関算出ステップと、前記受信電力差算出ステップで算出した受信電力差と前記アンテナ間相関算出ステップで算出した送信アンテナ間相関値とを用いて、前記MIMOシステムのチャネル応答行列を特異値分解して得られる2個の固有値の比を推定する固有値比推定ステップと、前記固有値比推定ステップで算出した固有値比と、前記MIMOシステムの平均SNRとを用いて、チャネル容量を算出するチャネル容量算出ステップと、を含むことを特徴とする。   The MIMO channel capacity calculation method according to the present invention is a MIMO channel capacity calculation method for calculating a channel capacity in a MIMO system in which the number of transmission antennas is two and the number of reception antennas is two, for each pair of transmission antenna and reception antenna. A reception electric field calculation step of calculating a reception electric field from the transmission antenna to the reception antenna, a reception power difference calculation step of calculating a reception power difference using the reception electric field calculated in the reception electric field calculation step, and the reception electric field calculation step An inter-antenna correlation calculation step for calculating a correlation value between transmission antennas using the calculated received electric field, a reception power difference calculated in the reception power difference calculation step, and a transmission antenna correlation value calculated in the inter-antenna correlation calculation step Singular value decomposition of the channel response matrix of the MIMO system using Eigenvalue ratio estimation step for estimating the ratio of two eigenvalues obtained in the above, channel capacity calculation step for calculating channel capacity using the eigenvalue ratio calculated in the eigenvalue ratio estimation step, and the average SNR of the MIMO system It is characterized by including these.

本発明に係るコンピュータプログラムは、送信アンテナ数が2であり且つ受信アンテナ数が2であるMIMOシステムにおけるチャネル容量を算出するMIMOチャネル容量算出処理を行うためのコンピュータプログラムであって、送信アンテナと受信アンテナのペア毎に送信アンテナから受信アンテナへの受信電界を算出する受信電界算出ステップと、前記受信電界算出ステップで算出した受信電界を用いて受信電力差を算出する受信電力差算出ステップと、前記受信電界算出ステップで算出した受信電界を用いて送信アンテナ間相関値を算出するアンテナ間相関算出ステップと、前記受信電力差算出ステップで算出した受信電力差と前記アンテナ間相関算出ステップで算出した送信アンテナ間相関値とを用いて、前記MIMOシステムのチャネル応答行列を特異値分解して得られる2個の固有値の比を推定する固有値比推定ステップと、前記固有値比推定ステップで算出した固有値比と、前記MIMOシステムの平均SNRとを用いて、チャネル容量を算出するチャネル容量算出ステップと、をコンピュータに実行させるためのコンピュータプログラムであることを特徴とする。
これにより、前述のMIMOチャネル容量算出装置がコンピュータを利用して実現できるようになる。
A computer program according to the present invention is a computer program for performing a MIMO channel capacity calculation process for calculating a channel capacity in a MIMO system having two transmission antennas and two reception antennas. A reception electric field calculation step of calculating a reception electric field from the transmission antenna to the reception antenna for each pair of antennas; a reception power difference calculation step of calculating a reception power difference using the reception electric field calculated in the reception electric field calculation step; Inter-antenna correlation calculation step for calculating a correlation value between transmission antennas using the reception electric field calculated in the reception electric field calculation step, and the reception power difference calculated in the reception power difference calculation step and the transmission calculated in the inter-antenna correlation calculation step Using the correlation value between the antennas, Using the eigenvalue ratio estimation step for estimating the ratio of two eigenvalues obtained by singular value decomposition of the channel response matrix, the eigenvalue ratio calculated in the eigenvalue ratio estimation step, and the average SNR of the MIMO system, It is a computer program for causing a computer to execute a channel capacity calculating step for calculating capacity.
As a result, the MIMO channel capacity calculation apparatus described above can be realized using a computer.

本発明によれば、送信アンテナ毎の受信電力差と送信アンテナ間の相関値とを用いて2×2MIMOシステムのチャネル容量を算出することにより、チャネル容量の算出精度の向上を図ることができる。又、固有値演算を行う必要がないので、計算量を削減することができる。   According to the present invention, by calculating the channel capacity of the 2 × 2 MIMO system using the reception power difference for each transmission antenna and the correlation value between the transmission antennas, it is possible to improve the calculation accuracy of the channel capacity. In addition, since it is not necessary to perform eigenvalue calculation, the amount of calculation can be reduced.

本発明の一実施形態に係るMIMOチャネル容量算出装置1の構成を示すブロック図である。It is a block diagram which shows the structure of the MIMO channel capacity calculation apparatus 1 which concerns on one Embodiment of this invention. 送信アンテナ間相関値(ρ)と受信電力差(ΔG[dB])と固有値比(k)の関係の例である。It is an example of the relationship between a transmission antenna correlation value (ρ), a received power difference (ΔG [dB]), and an eigenvalue ratio (k). 各受信電力差(ΔG[dB])における、送信アンテナ間相関値(ρ)と固有値比(k;真値)の関係の例である。It is an example of the relationship between the transmission antenna correlation value (ρ) and the eigenvalue ratio (k: true value) in each received power difference (ΔG [dB]). 本発明に係る効果を説明するための表である。It is a table | surface for demonstrating the effect which concerns on this invention.

以下、図面を参照し、本発明の実施形態について説明する。
図1は、本発明の一実施形態に係るMIMOチャネル容量算出装置1の構成を示すブロック図である。MIMOチャネル容量算出装置1は、2×2MIMOシステムのチャネル容量を算出する装置である。
Hereinafter, embodiments of the present invention will be described with reference to the drawings.
FIG. 1 is a block diagram showing a configuration of a MIMO channel capacity calculation apparatus 1 according to an embodiment of the present invention. The MIMO channel capacity calculation apparatus 1 is an apparatus that calculates the channel capacity of a 2 × 2 MIMO system.

図1において、MIMOチャネル容量算出装置1は、受信電界算出部2と受信電力差算出部3と平均SNR算出部4とアンテナ間相関算出部5と固有値比推定部6とチャネル容量算出部7とを有する。   In FIG. 1, a MIMO channel capacity calculation device 1 includes a received electric field calculation unit 2, a received power difference calculation unit 3, an average SNR calculation unit 4, an inter-antenna correlation calculation unit 5, an eigenvalue ratio estimation unit 6, and a channel capacity calculation unit 7. Have

受信電界算出部2は、送信アンテナと受信アンテナのペア毎に、送信アンテナから受信アンテナへの受信電界を算出する。この受信電界の算出には公知の方法を利用することができる。公知の受信電界算出方法としては、例えば、レイトレースシミュレーションが知られている。レイトレースシミュレーションを利用する場合、受信電界算出部2には、レイトレースシミュレーションに必要な入力データとして、2×2MIMOシステム周辺の建物の情報と、送信アンテナ及び受信アンテナの設置位置の情報と、アンテナパターン等のアンテナパラメータと、送信出力の情報と、ノイズレベルとが入力される。   The reception electric field calculation unit 2 calculates the reception electric field from the transmission antenna to the reception antenna for each pair of the transmission antenna and the reception antenna. A known method can be used to calculate the received electric field. As a known received electric field calculation method, for example, ray tracing simulation is known. When using the ray trace simulation, the reception electric field calculation unit 2 includes, as input data necessary for the ray trace simulation, information on buildings around the 2 × 2 MIMO system, information on the installation positions of the transmission antenna and the reception antenna, and an antenna. Antenna parameters such as patterns, transmission output information, and noise level are input.

受信電力差算出部3は、受信電界算出部2が算出した受信電界を用いて、式(4)により、受信電力差(ΔG[dB])を算出する。   The received power difference calculation unit 3 uses the received electric field calculated by the received electric field calculation unit 2 to calculate the received power difference (ΔG [dB]) using Equation (4).

Figure 2013090055
Figure 2013090055

但し、h1,1は、第1の送信アンテナから第1の受信アンテナへの受信電界である。h1,2は、第2の送信アンテナから第1の受信アンテナへの受信電界である。h2,1は、第1の送信アンテナから第2の受信アンテナへの受信電界である。h2,2は、第2の送信アンテナから第2の受信アンテナへの受信電界である。 Here, h 1,1 is a reception electric field from the first transmission antenna to the first reception antenna. h 1 and 2 are received electric fields from the second transmitting antenna to the first receiving antenna. h 2,1 is a received electric field from the first transmitting antenna to the second receiving antenna. h 2 and 2 are received electric fields from the second transmitting antenna to the second receiving antenna.

平均SNR算出部4は、受信電界算出部2が算出した受信電界を用いて、式(5)により、平均SNR(γ[dB])を算出する。   The average SNR calculation unit 4 calculates the average SNR (γ [dB]) by the equation (5) using the reception electric field calculated by the reception electric field calculation unit 2.

Figure 2013090055
Figure 2013090055

但し、Nは熱雑音電力である。   Where N is the thermal noise power.

なお、本実施形態では平均SNR算出部4を備えて2×2MIMOシステムの平均SNRを算出するが、2×2MIMOシステムの平均SNRを別に求めてMIMOチャネル容量算出装置1へ入力するようにしてもよい。   In this embodiment, the average SNR calculation unit 4 is provided to calculate the average SNR of the 2 × 2 MIMO system, but the average SNR of the 2 × 2 MIMO system is separately obtained and input to the MIMO channel capacity calculation apparatus 1. Good.

アンテナ間相関算出部5は、受信電界算出部2が算出した受信電界を用いて、式(6)により、送信アンテナ間の相関値(ρ)を算出する。   The inter-antenna correlation calculation unit 5 uses the received electric field calculated by the received electric field calculation unit 2 to calculate the correlation value (ρ) between the transmission antennas using Equation (6).

Figure 2013090055
Figure 2013090055

固有値比推定部6は、受信電力差算出部3が算出した受信電力差(ΔG[dB])と、アンテナ間相関算出部5が算出した送信アンテナ間相関値(ρ)とを用いて、固有値比(k)を推定する。この固有値比(k)の推定方法については後述する。なお、固有値比(k)は、2×2MIMOシステムのチャネル応答行列Hを特異値分解して得られる2個の固有値(λ、λ)の比である。 The eigenvalue ratio estimation unit 6 uses the received power difference (ΔG [dB]) calculated by the received power difference calculation unit 3 and the transmission antenna correlation value (ρ) calculated by the inter-antenna correlation calculation unit 5 to use the eigenvalue. Estimate the ratio (k). A method for estimating the eigenvalue ratio (k) will be described later. The eigenvalue ratio (k) is a ratio of two eigenvalues (λ 1 , λ 2 ) obtained by singular value decomposition of the channel response matrix H of the 2 × 2 MIMO system.

チャネル容量算出部7は、固有値比推定部6が算出した固有値比(k)と、平均SNR算出部4が算出した平均SNR(γ[dB])とを用いて、式(7)により、チャネル容量(C[bps/Hz])を算出する。但し、固有値比(k)は、第1の固有値(λ)に対する第2の固有値(λ)の比である(λ≧λ)。 The channel capacity calculation unit 7 uses the eigenvalue ratio (k) calculated by the eigenvalue ratio estimation unit 6 and the average SNR (γ [dB]) calculated by the average SNR calculation unit 4 to The capacity (C [bps / Hz]) is calculated. However, the eigenvalue ratio (k) is a ratio of the second eigenvalue (λ 2 ) to the first eigenvalue (λ 1 ) (λ 1 ≧ λ 2 ).

Figure 2013090055
Figure 2013090055

チャネル容量算出部7は、算出したチャネル容量(C[bps/Hz])を出力する。   The channel capacity calculation unit 7 outputs the calculated channel capacity (C [bps / Hz]).

次に、本実施形態に係る固有値比(k)の推定方法を説明する。固有値比推定部6は、送信アンテナ間相関値(ρ)を用いて固有値比(k)を算出するための算出式を有する。この固有値比算出式は、受信電力差(ΔG[dB])に応じたものがそれぞれ事前に準備される。   Next, a method for estimating the eigenvalue ratio (k) according to the present embodiment will be described. The eigenvalue ratio estimation unit 6 has a calculation formula for calculating the eigenvalue ratio (k) using the correlation value (ρ) between the transmitting antennas. This eigenvalue ratio calculation formula is prepared in advance according to the received power difference (ΔG [dB]).

固有値比推定部6は、受信電界算出部2が算出した受信電力差(ΔG[dB])に応じて、該当する固有値比算出式を選択する。次いで、固有値比推定部6は、選択した固有値比算出式と、アンテナ間相関算出部5が算出した送信アンテナ間相関値(ρ)とを用いて、固有値比(k)を算出する。   The eigenvalue ratio estimation unit 6 selects a corresponding eigenvalue ratio calculation formula according to the received power difference (ΔG [dB]) calculated by the received electric field calculation unit 2. Next, the eigenvalue ratio estimation unit 6 calculates the eigenvalue ratio (k) using the selected eigenvalue ratio calculation formula and the inter-antenna correlation value (ρ) calculated by the inter-antenna correlation calculation unit 5.

次に、固有値比算出式の作成方法を説明する。まず、2×2MIMOシステムの伝送測定を行って、送信アンテナ間相関値(ρ)と受信電力差(ΔG[dB])と固有値比(k)の関係を取得する。2×2MIMOシステムの伝送測定の方法としては、実験または計算機シミュレーションである。図2は、実験値から得られた、送信アンテナ間相関値(ρ)と受信電力差(ΔG[dB])と固有値比(k)の関係の例である。ここで、固有値比(k[dB])は、2×2MIMOシステムのチャネル応答行列Hから2個の固有値(λ、λ)を算出し、第1の固有値(λ)に対する第2の固有値(λ)の比である(λ≧λ)。 Next, a method for creating an eigenvalue ratio calculation formula will be described. First, transmission measurement of a 2 × 2 MIMO system is performed to obtain a relationship between a transmission antenna correlation value (ρ), a received power difference (ΔG [dB]), and an eigenvalue ratio (k). The transmission measurement method of the 2 × 2 MIMO system is an experiment or a computer simulation. FIG. 2 is an example of the relationship between the transmission antenna correlation value (ρ), the reception power difference (ΔG [dB]), and the eigenvalue ratio (k) obtained from the experimental values. Here, the eigenvalue ratio (k [dB]) is obtained by calculating two eigenvalues (λ 1 , λ 2 ) from the channel response matrix H of the 2 × 2 MIMO system and calculating the second eigenvalue ratio (λ 1 ) with respect to the second eigenvalue (λ 1 ). It is a ratio of eigenvalues (λ 2 ) (λ 1 ≧ λ 2 ).

図2において、○印で示される部分は、送信アンテナ間相関値(ρ)が0である場合の、受信電力差(ΔG[dB])と固有値比(k)の関係である。他の部分は、それぞれに、送信アンテナ間相関値(ρ)が「0<ρ≦0.3」である場合、送信アンテナ間相関値(ρ)が「0.3<ρ≦0.6」である場合、送信アンテナ間相関値(ρ)が「0.6<ρ≦0.8」である場合、送信アンテナ間相関値(ρ)が「0.8<ρ」である場合、の受信電力差(ΔG[dB])と固有値比(k)の関係である。   In FIG. 2, the portion indicated by ◯ is the relationship between the received power difference (ΔG [dB]) and the eigenvalue ratio (k) when the correlation value (ρ) between the transmitting antennas is 0. In the other portions, when the correlation value (ρ) between the transmission antennas is “0 <ρ ≦ 0.3”, the correlation value (ρ) between the transmission antennas is “0.3 <ρ ≦ 0.6”. If the correlation value (ρ) between the transmission antennas is “0.6 <ρ ≦ 0.8”, the correlation value (ρ) between the transmission antennas is “0.8 <ρ”. This is the relationship between the power difference (ΔG [dB]) and the eigenvalue ratio (k).

図2に示されるように、送信アンテナ間相関値(ρ)が大きくなるにつれて、固有値比(k)は劣化する。   As shown in FIG. 2, the eigenvalue ratio (k) deteriorates as the correlation value (ρ) between the transmitting antennas increases.

次いで、2×2MIMOシステムの伝送測定から得られた「送信アンテナ間相関値(ρ)と受信電力差(ΔG[dB])と固有値比(k)の関係」、例えば図2に示される関係から、受信電力差(ΔG[dB])毎に、送信アンテナ間相関値(ρ)と固有値比(k;真値)との関係を求める。図3は、各受信電力差(ΔG[dB])における、送信アンテナ間相関値(ρ)と固有値比(k;真値)の関係の例である。   Next, “relationship between correlation value (ρ) between transmission antennas, reception power difference (ΔG [dB]) and eigenvalue ratio (k)” obtained from transmission measurement of 2 × 2 MIMO system, for example, from the relationship shown in FIG. For each received power difference (ΔG [dB]), the relationship between the correlation value (ρ) between the transmitting antennas and the eigenvalue ratio (k: true value) is obtained. FIG. 3 is an example of the relationship between the transmission antenna correlation value (ρ) and the eigenvalue ratio (k: true value) in each received power difference (ΔG [dB]).

次いで、受信電力差(ΔG[dB])毎に、送信アンテナ間相関値(ρ)と固有値比(k;真値)との近似関係を表す近似式を求める。   Next, for each received power difference (ΔG [dB]), an approximate expression representing the approximate relationship between the transmission antenna correlation value (ρ) and the eigenvalue ratio (k: true value) is obtained.

図3の例において、各受信電力差(ΔG[dB])における、送信アンテナ間相関値(ρ)と固有値比(k;真値)の近似式の例を以下に示す。
受信電力差(ΔG[dB])が0の場合、近似式は、
k=0.4204ρ−1.2835ρ+0.8658
である。
受信電力差(ΔG[dB])が10の場合、近似式は、
k=−0.0586ρ−0.0668ρ+0.1254
である。
受信電力差(ΔG[dB])が15の場合、近似式は、
k=−0.0338ρ−0.0011ρ+0.0344
である。
In the example of FIG. 3, an example of an approximate expression of the correlation value (ρ) between the transmission antennas and the eigenvalue ratio (k: true value) in each received power difference (ΔG [dB]) is shown below.
When the received power difference (ΔG [dB]) is 0, the approximate expression is
k = 0.4204ρ 2 −1.2835ρ + 0.8658
It is.
When the received power difference (ΔG [dB]) is 10, the approximate expression is
k = −0.0586ρ 2 −0.0668ρ + 0.1254
It is.
When the received power difference (ΔG [dB]) is 15, the approximate expression is
k = −0.0338ρ 2 −0.0011ρ + 0.0344
It is.

このようにして事前に得られた「各受信電力差(ΔG[dB])に対応する、送信アンテナ間相関値(ρ)と固有値比(k;真値)の近似式」を、固有値比推定部6に備える。固有値比推定部6は、その近似式を用いて、固有値比(k)を算出する。   The “approximate expression of the correlation value (ρ) between the transmission antennas and the eigenvalue ratio (k; true value) corresponding to each received power difference (ΔG [dB])” obtained in advance in this way is estimated as the eigenvalue ratio. Part 6 is provided. The eigenvalue ratio estimation unit 6 calculates the eigenvalue ratio (k) using the approximate expression.

図4は、本発明に係る効果を説明するための表である。図4には、2×2MIMOシステムのチャネル容量[bps/Hz]として、固有値演算を用いて算出された理論値、非特許文献3に記載の従来技術を用いて算出された値、及び本実施形態を用いて算出された値が示されている。図4には、受信電力差[dB]が9〜10の範囲、及び14〜15の範囲における、各値が示されている。図4から明らかなように、従来技術に比べて本発明はチャネル容量の算出精度が向上している。   FIG. 4 is a table for explaining the effects according to the present invention. FIG. 4 shows the theoretical value calculated using the eigenvalue calculation as the channel capacity [bps / Hz] of the 2 × 2 MIMO system, the value calculated using the conventional technique described in Non-Patent Document 3, and the present embodiment. Values calculated using the form are shown. FIG. 4 shows each value in the range where the received power difference [dB] is 9 to 10 and 14 to 15. As is apparent from FIG. 4, the present invention improves the calculation accuracy of the channel capacity as compared with the prior art.

上述したように本実施形態によれば、送信アンテナ毎の受信電力差と送信アンテナ間の相関値とを用いて2×2MIMOシステムのチャネル容量を算出することにより、チャネル容量の算出精度の向上を図ることができる。これにより、電波伝搬路の影響によりチャネル容量の算出精度が劣化することを防ぐことが可能となる。又、固有値演算を行う必要がないので、計算量を削減することができる。   As described above, according to this embodiment, the channel capacity of the 2 × 2 MIMO system is calculated using the received power difference for each transmission antenna and the correlation value between the transmission antennas, thereby improving the calculation accuracy of the channel capacity. Can be planned. Thereby, it is possible to prevent the calculation accuracy of the channel capacity from being deteriorated due to the influence of the radio wave propagation path. In addition, since it is not necessary to perform eigenvalue calculation, the amount of calculation can be reduced.

以上、本発明の実施形態について図面を参照して詳述してきたが、具体的な構成はこの実施形態に限られるものではなく、本発明の要旨を逸脱しない範囲の設計変更等も含まれる。   As mentioned above, although embodiment of this invention was explained in full detail with reference to drawings, the specific structure is not restricted to this embodiment, The design change etc. of the range which does not deviate from the summary of this invention are included.

また、図1に示すMIMOチャネル容量算出装置1の機能を実現するためのプログラムをコンピュータ読み取り可能な記録媒体に記録して、この記録媒体に記録されたプログラムをコンピュータシステムに読み込ませ、実行することにより、MIMOチャネル容量算出処理を行ってもよい。なお、ここでいう「コンピュータシステム」とは、OSや周辺機器等のハードウェアを含むものであってもよい。
また、「コンピュータシステム」は、WWWシステムを利用している場合であれば、ホームページ提供環境(あるいは表示環境)も含むものとする。
また、「コンピュータ読み取り可能な記録媒体」とは、フレキシブルディスク、光磁気ディスク、ROM、フラッシュメモリ等の書き込み可能な不揮発性メモリ、DVD(Digital Versatile Disk)等の可搬媒体、コンピュータシステムに内蔵されるハードディスク等の記憶装置のことをいう。
Also, a program for realizing the function of the MIMO channel capacity calculation apparatus 1 shown in FIG. 1 is recorded on a computer-readable recording medium, and the program recorded on the recording medium is read into a computer system and executed. Thus, the MIMO channel capacity calculation process may be performed. Here, the “computer system” may include an OS and hardware such as peripheral devices.
Further, the “computer system” includes a homepage providing environment (or display environment) if a WWW system is used.
“Computer-readable recording medium” refers to a flexible disk, a magneto-optical disk, a ROM, a writable nonvolatile memory such as a flash memory, a portable medium such as a DVD (Digital Versatile Disk), and a built-in computer system. A storage device such as a hard disk.

さらに「コンピュータ読み取り可能な記録媒体」とは、インターネット等のネットワークや電話回線等の通信回線を介してプログラムが送信された場合のサーバやクライアントとなるコンピュータシステム内部の揮発性メモリ(例えばDRAM(Dynamic Random Access Memory))のように、一定時間プログラムを保持しているものも含むものとする。
また、上記プログラムは、このプログラムを記憶装置等に格納したコンピュータシステムから、伝送媒体を介して、あるいは、伝送媒体中の伝送波により他のコンピュータシステムに伝送されてもよい。ここで、プログラムを伝送する「伝送媒体」は、インターネット等のネットワーク(通信網)や電話回線等の通信回線(通信線)のように情報を伝送する機能を有する媒体のことをいう。
また、上記プログラムは、前述した機能の一部を実現するためのものであっても良い。さらに、前述した機能をコンピュータシステムにすでに記録されているプログラムとの組み合わせで実現できるもの、いわゆる差分ファイル(差分プログラム)であっても良い。
Further, the “computer-readable recording medium” means a volatile memory (for example, DRAM (Dynamic DRAM) in a computer system that becomes a server or a client when a program is transmitted through a network such as the Internet or a communication line such as a telephone line. Random Access Memory)), etc., which hold programs for a certain period of time.
The program may be transmitted from a computer system storing the program in a storage device or the like to another computer system via a transmission medium or by a transmission wave in the transmission medium. Here, the “transmission medium” for transmitting the program refers to a medium having a function of transmitting information, such as a network (communication network) such as the Internet or a communication line (communication line) such as a telephone line.
The program may be for realizing a part of the functions described above. Furthermore, what can implement | achieve the function mentioned above in combination with the program already recorded on the computer system, and what is called a difference file (difference program) may be sufficient.

1…MIMOチャネル容量算出装置、2…受信電界算出部、3…受信電力差算出部、4…平均SNR算出部、5…アンテナ間相関算出部、6…固有値比推定部、7…チャネル容量算出部 DESCRIPTION OF SYMBOLS 1 ... MIMO channel capacity calculation apparatus, 2 ... Received electric field calculation part, 3 ... Received power difference calculation part, 4 ... Average SNR calculation part, 5 ... Inter-antenna correlation calculation part, 6 ... Eigenvalue ratio estimation part, 7 ... Channel capacity calculation Part

Claims (5)

送信アンテナ数が2であり且つ受信アンテナ数が2であるMIMOシステムにおけるチャネル容量を算出するMIMOチャネル容量算出装置において、
送信アンテナと受信アンテナのペア毎に送信アンテナから受信アンテナへの受信電界を算出する受信電界算出部と、
前記受信電界算出部が算出した受信電界を用いて受信電力差を算出する受信電力差算出部と、
前記受信電界算出部が算出した受信電界を用いて送信アンテナ間相関値を算出するアンテナ間相関算出部と、
前記受信電力差算出部が算出した受信電力差と前記アンテナ間相関算出部が算出した送信アンテナ間相関値とを用いて、前記MIMOシステムのチャネル応答行列を特異値分解して得られる2個の固有値の比を推定する固有値比推定部と、
前記固有値比推定部が算出した固有値比と、前記MIMOシステムの平均SNRとを用いて、チャネル容量を算出するチャネル容量算出部と、
を備えたことを特徴とするMIMOチャネル容量算出装置。
In a MIMO channel capacity calculating apparatus for calculating a channel capacity in a MIMO system having two transmitting antennas and two receiving antennas,
A reception electric field calculation unit for calculating a reception electric field from the transmission antenna to the reception antenna for each pair of the transmission antenna and the reception antenna;
A received power difference calculating unit that calculates a received power difference using the received electric field calculated by the received electric field calculating unit;
An inter-antenna correlation calculator that calculates a correlation value between transmitting antennas using the received electric field calculated by the received electric field calculator;
Using the received power difference calculated by the received power difference calculation unit and the correlation value between the transmission antennas calculated by the inter-antenna correlation calculation unit, two channel values obtained by singular value decomposition of the channel response matrix of the MIMO system are obtained. An eigenvalue ratio estimator for estimating the ratio of eigenvalues;
A channel capacity calculator that calculates a channel capacity using the eigenvalue ratio calculated by the eigenvalue ratio estimator and the average SNR of the MIMO system;
A MIMO channel capacity calculation apparatus comprising:
各受信電力差に対応する送信アンテナ間相関値と固有値比の近似式を前記固有値比推定部に備え、
前記固有値比推定部は、前記受信電力差算出部が算出した受信電力差に対応する前記近似式を用いて、前記アンテナ間相関算出部が算出した送信アンテナ間相関値に対応する固有値比を算出する、
ことを特徴とする請求項1に記載のMIMOチャネル容量算出装置。
The eigenvalue ratio estimator includes an approximate expression of a correlation value between transmission antennas corresponding to each received power difference and an eigenvalue ratio,
The eigenvalue ratio estimation unit calculates an eigenvalue ratio corresponding to the transmission antenna correlation value calculated by the inter-antenna correlation calculation unit, using the approximate expression corresponding to the reception power difference calculated by the reception power difference calculation unit. To
The MIMO channel capacity calculation apparatus according to claim 1.
前記受信電界算出部が算出した受信電界を用いて平均SNRを算出する平均SNR算出部を備えたことを特徴とする請求項1又は2に記載のMIMOチャネル容量算出装置。   The MIMO channel capacity calculation apparatus according to claim 1, further comprising an average SNR calculation unit that calculates an average SNR using the reception electric field calculated by the reception electric field calculation unit. 送信アンテナ数が2であり且つ受信アンテナ数が2であるMIMOシステムにおけるチャネル容量を算出するMIMOチャネル容量算出方法において、
送信アンテナと受信アンテナのペア毎に送信アンテナから受信アンテナへの受信電界を算出する受信電界算出ステップと、
前記受信電界算出ステップで算出した受信電界を用いて受信電力差を算出する受信電力差算出ステップと、
前記受信電界算出ステップで算出した受信電界を用いて送信アンテナ間相関値を算出するアンテナ間相関算出ステップと、
前記受信電力差算出ステップで算出した受信電力差と前記アンテナ間相関算出ステップで算出した送信アンテナ間相関値とを用いて、前記MIMOシステムのチャネル応答行列を特異値分解して得られる2個の固有値の比を推定する固有値比推定ステップと、
前記固有値比推定ステップで算出した固有値比と、前記MIMOシステムの平均SNRとを用いて、チャネル容量を算出するチャネル容量算出ステップと、
を含むことを特徴とするMIMOチャネル容量算出方法。
In a MIMO channel capacity calculation method for calculating a channel capacity in a MIMO system in which the number of transmitting antennas is 2 and the number of receiving antennas is 2,
A reception electric field calculation step for calculating a reception electric field from the transmission antenna to the reception antenna for each pair of the transmission antenna and the reception antenna;
A received power difference calculating step of calculating a received power difference using the received electric field calculated in the received electric field calculating step;
Inter-antenna correlation calculation step of calculating a correlation value between transmission antennas using the reception electric field calculated in the reception electric field calculation step;
Using the received power difference calculated in the received power difference calculating step and the transmission antenna correlation value calculated in the inter-antenna correlation calculating step, two channel values obtained by singular value decomposition of the channel response matrix of the MIMO system are obtained. An eigenvalue ratio estimation step for estimating an eigenvalue ratio;
A channel capacity calculation step of calculating a channel capacity using the eigenvalue ratio calculated in the eigenvalue ratio estimation step and the average SNR of the MIMO system;
A MIMO channel capacity calculation method comprising:
送信アンテナ数が2であり且つ受信アンテナ数が2であるMIMOシステムにおけるチャネル容量を算出するMIMOチャネル容量算出処理を行うためのコンピュータプログラムであって、
送信アンテナと受信アンテナのペア毎に送信アンテナから受信アンテナへの受信電界を算出する受信電界算出ステップと、
前記受信電界算出ステップで算出した受信電界を用いて受信電力差を算出する受信電力差算出ステップと、
前記受信電界算出ステップで算出した受信電界を用いて送信アンテナ間相関値を算出するアンテナ間相関算出ステップと、
前記受信電力差算出ステップで算出した受信電力差と前記アンテナ間相関算出ステップで算出した送信アンテナ間相関値とを用いて、前記MIMOシステムのチャネル応答行列を特異値分解して得られる2個の固有値の比を推定する固有値比推定ステップと、
前記固有値比推定ステップで算出した固有値比と、前記MIMOシステムの平均SNRとを用いて、チャネル容量を算出するチャネル容量算出ステップと、
をコンピュータに実行させるためのコンピュータプログラム。
A computer program for performing a MIMO channel capacity calculation process for calculating a channel capacity in a MIMO system having two transmit antennas and two receive antennas,
A reception electric field calculation step for calculating a reception electric field from the transmission antenna to the reception antenna for each pair of the transmission antenna and the reception antenna;
A received power difference calculating step of calculating a received power difference using the received electric field calculated in the received electric field calculating step;
Inter-antenna correlation calculation step of calculating a correlation value between transmission antennas using the reception electric field calculated in the reception electric field calculation step;
Using the received power difference calculated in the received power difference calculating step and the transmission antenna correlation value calculated in the inter-antenna correlation calculating step, two channel values obtained by singular value decomposition of the channel response matrix of the MIMO system are obtained. An eigenvalue ratio estimation step for estimating an eigenvalue ratio;
A channel capacity calculation step of calculating a channel capacity using the eigenvalue ratio calculated in the eigenvalue ratio estimation step and the average SNR of the MIMO system;
A computer program for causing a computer to execute.
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JP2009182403A (en) * 2008-01-29 2009-08-13 Panasonic Corp Mimo antenna device and radio communication device including the same

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SHINOBU NANBA: "Channel Capacity Estimation Method for 2x2 MIMO Considering Received Power Imbalancce and Antenna Co", ANTENNAS AND PROPAGATION (EUCAP),2012 6THH EUROPEAN CONFERENCE ON, JPN6015010070, 26 March 2012 (2012-03-26), pages 438 - 441, ISSN: 0003064230 *
SHINOBU NANBA: "Estimation of 2x2 MIMO Capacity with Dual-Polarized Antennas Under Received Power Imbalance Through", ANTENNAS AND PROPAGATION (EUCAP),PROCEEDINGS OF THE 5TH EUROPEAN CONFERENCE, JPN6015010058, 11 April 2011 (2011-04-11), pages 2180 - 2183, XP031877718, ISSN: 0003064225 *
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