Joint Multiuser Detection and Decoding in Coded MC-CDMA System 㸫
㸫 A Study on Quasi-Maximum-Likelihood Decoding using Ordered Statistics Algorithm 㸫
Naoya SHIBATA*, Takayuki SHIMIZU *, Hisato IWAI* and Hideichi SASAOKA*
(Received January 20, 2011)
In multi-carrier code division multiple access (MC-CDMA) systems, delay waves cause inter-code interference and degrade bit error rate (BER) performance as the number of multiplexing users increases. In this paper, we propose a new quasi-maximum likelihood detection which jointly performs multiuser detection and error correction decoding for coded MC-CDMA systems to mitigate the inter-code interference. The proposed method uses codewords generated by the ordered statistics decoding for the quasi-maximum likelihood detection. In the proposed method, we only consider the codewords which have relatively high reliability values, where the reliability values are calculated from received signals, so that we can significantly decrease the number of codewords considered in the quasi-maximum likelihood detection. As the result of numerical simulations, we show that the proposed method exhibits better BER performance than a conventional method.
.H\ZRUGV : MC-CDMA, multiuser detection, inter-code interference, quasi-maximum likelihood decoding, ordered statistics decoding
࣮࣮࢟࣡ࢻ MC-CDMA
㸪࣐ࣝࢳ࣮ࣘࢨ᳨ฟ㸪ࢥ࣮ࢻ㛫ᖸ΅㸪‽᭱ᑬྕ㸪㡰ᗎ⤫ィ㔞ྕ
ㄗࡾゞṇ➢ྕ MC-CDMA ࠾ࡅࡿ
࣐ࣝࢳ࣮ࣘࢨ᳨ฟㄗࡾゞṇྕࡢ୍యฎ⌮᪉ᘧ
㸫㡰ᗎ⤫ィ㔞ࣝࢦࣜࢬ࣒ࢆ⏝࠸ࡓ‽᭱ᑬྕἲࡢ᳨ウ㸫
Ⱚ⏣ ┤ஓ㸪ΎỈ ᓫஅ㸪ᒾ ㄔே㸪➲ᒸ ⚽୍
ࡲ࠼ࡀࡁ
⛣ື㏻ಙ࠾ࡅࡿ㸪㧗㏿࣭ᐜ㔞↓⥺ࢡࢭࢫᢏ
⾡ࡋ࡚㸪MC-CDMA㸦Multi-Carrier Code Division
Multiple Access㸧᪉ᘧࡀ࠶ࡿ㸬ࡇࡢ᪉ᘧࡣ OFDM
㸦Orthogonal Frequency Division Multiplexing㸧᪉ᘧ
CDMA㸦Code Division Multiple Access㸧᪉ᘧࡢ
Ⅼࢆάࡋࡓከ㔜ࢡࢭࢫᢏ⾡࡛࠶ࡿ1-2)㸬
MC-CDMA ᪉ᘧ࠾࠸࡚ࡣ࿘Ἴᩘ㡿ᇦ࡛ࡢᣑᩓ
➢ྕWalsh➢ྕࡀ୍⯡ⓗ⏝࠸ࡽࢀ࡚࠸ࡿ㸬ࡑࡢ
㝿㸪㐜ᘏἼࡢᙳ㡪ࡼࡾ㸪࣮ࣘࢨ㛫ࡢ┤ᛶࡀᔂࢀ㸪 ࢥ࣮ࢻ㛫ᖸ΅ࡼࡾBER㸦Bit Error Rate㸧≉ᛶࡀຎ
ࡍࡿၥ㢟ࡀ࠶ࡿ㸬ࡇࡢᑐ⟇ࡋ࡚㸪ㄪ㔜ࡳ
ಀ ᩘ ࢆ ⏝ ࠸ ࡚ ྜ ᡂ ࡍ ࡿ 㸪 ┤ ྜ ᡂ(ORC:
Orthogonality Restoring Combining)ࡸ᭱ᑠᖹᆒ
ㄗ ᕪ ྜ ᡂ(MMSEC: Minimum Mean Square Error Combining)ࡀ࠶ࡿ㸬ࡇࢀࡽࡢ᪉ᘧࡼࡾ㸪ከ㔜ᩘࡀ
* Department of Electronics, Doshisha University, Kyotanabe, Kyoto, 610-0321, Japan Telephone: +81-774-65-6355, Fax: +81-774-65-6801, E-mail: [email protected]
㸫 㸫
.H\ZRUGV
࣮࣮࢟࣡ࢻ
ㄗࡾゞṇ➢ྕ ࠾ࡅࡿ
࣐ࣝࢳ࣮ࣘࢨ᳨ฟㄗࡾゞṇྕࡢ୍యฎ⌮᪉ᘧ
㸫㡰ᗎ⤫ィ㔞ࣝࢦࣜࢬ࣒ࢆ⏝࠸ࡓ‽᭱ᑬྕἲࡢ᳨ウ㸫
ࡲ࠼ࡀࡁ
ᑡ࡞࠸ሙྜࡣࢥ࣮ࢻ㛫ᖸ΅ࢆᢚ࠼ࡿࡇࡀ࡛ࡁ
ࡿࡀ㸪ከ㔜ᩘࡀቑຍࡍࡿᣑᩓ➢ྕ㛫ࡢ┤ᛶࢆಖ ࡘࡇࡣ࡛ࡁࡎ㸪ࢥ࣮ࢻ㛫ᖸ΅ࡼࡾ BER≉ᛶࡣ
୍⯡ຎࡍࡿ3-4)㸬
ࢥ࣮ࢻ㛫ᖸ΅ࢆపῶࡍࡿᢏ⾡ࡢ୍ࡘࡋ࡚࣐ࣝ
ࢳ࣮ࣘࢨ᳨ฟἲࡀ࠶ࡾ㸪BER ≉ᛶࡢ᭱ࡶඃࢀࡓᡭ ἲࡋ࡚᭱ᑬ᳨ฟࡀᣲࡆࡽࢀࡿ㸬᭱ᑬ᳨ฟࡣ㸪ࡢ ᪉ᘧẚ࡚ㄗࡾ⋡ࢆ᭱ࡶᑠࡉࡃࡍࡿࡇࡀ࡛ࡁ
ࡿࡀ㸪⥲ᙜࡓࡾࡢ᭱ᑬ᳨ฟ࡛ࡣ M ್ࡢኚㄪ᪉ᘧ㸪 ከ㔜ᩘ x ࡢሙྜ࡛ࡣܯ௫㏻ࡾࡢ⣔ิࡽ᭱ᑬࡢ⣔ิ
ࢆ㑅ᢥࡍࡿᚲせࡀ࠶ࡿ㸬ࡇࡢࡓࡵከ㔜ᩘxࡢቑຍ
క࠸ィ⟬㔞ࡀᣦᩘⓗቑຍࡍࡿ࠸࠺ၥ㢟ࡀ࠶ࡿ㸬
⥲ᙜࡓࡾ᳨ฟࢆ⾜࠺ࡢ࡛ࡣ࡞ࡃ,ೃ⿵ᩘࢆᢚ࠼ࡿ
᪉ἲࡋ࡚௬ุᐃࢹ࣮ࢱࡢ㏆ഐ᥈⣴ࢆ⾜࠺ࡇ࡛
㏦ಙࢹ࣮ࢱೃ⿵ࢆ⏕ᡂࡋ㸪ẚ㍑ィ⟬ࡍࡿೃ⿵ᩘࢆᢚ
࠼ࡓ‽᭱ᑬ᳨ฟ᪉ᘧࡀ࠶ࡿ2)㸬‽᭱ᑬ᳨ฟ᪉ᘧ࡛ຠ
⋡ࡼࡃ BER≉ᛶࢆᨵၿࡍࡿࡓࡵࡣຠᯝⓗ㏆ഐ ᥈⣴ࢆ⾜࠺ᚲせࡀ࠶ࡿ㸬ࡑࡇ࡛➢ྕ MC-CDMA ࢩࢫࢸ࣒㐺⏝ࡍࡿ‽᭱ᑬ᳨ฟ᪉ᘧࡢᡭἲࡋ࡚
࣐ࣝࢳ࣮ࣘࢨ᳨ฟㄗࡾゞṇྕࢆ୍యࡋ࡚ฎ
⌮ࢆ⾜࠺᪉ᘧࡀ࠶ࡿ5)㸬ࡇࡢ᪉ἲ࡛ࡣ㸪ೃ⿵ࡣ➢ྕ
ㄒࡢࡳ㝈ᐃࡉࢀ௬ุᐃࢹ࣮ࢱࡢ㏆ഐ᥈⣴ࡢ⡆␎
ࡀྍ⬟࡞ࡗ࡚࠸ࡿ㸬ᩥ⊩5)ࡢ୍యฎ⌮᪉ᘧ࡛
ࡣ㸪㏦ಙㄒೃ⿵⏕ᡂࢸ࣮ࣈࣝཧ↷ྕἲ6)ࢆ⏝࠸
ࡿࡇࡼࡾ㸪ຠ⋡ⓗ‽᭱ᑬ᳨ฟࢆ⾜ࡗ࡚࠸ࡿ㸬 ࢸ࣮ࣈࣝཧ↷ྕἲ࡛ࡣྕࢆ⾜࠺ࡓࡵྛࢩࣥ
ࢻ࣮࣒ࣟᑐᛂࡋࡓㄗࡾ⣔ิࡢࣜࢫࢺ(ࢸ࣮ࣈࣝ)ࢆ
࠶ࡽࡌࡵ࣓ࣔࣜಖᏑࡋ࡚࠾ࡁ㸪ࡑࢀཷಙ⣔ิ
ࢆẚ㍑ࡍࡿࡇ࡛ຠ⋡ࢆᅗࡗ࡚࠸ࡿ㸬ࡋࡋ㸪➢
ྕ㛗ࡀቑຍࡍࡿㄗࡾ⣔ิࡢಶᩘࡀቑຍࡋ㸪⏝ࡍ
ࡿ࣓ࣔࣜ㔞ࡀ⭾࡞ࡿၥ㢟ࡀ࠶ࡿ㸬ࡑࡇ࡛ᮏ◊✲
࡛ࡣ㸪‽᭱ᑬ᳨ฟࢆ⾜࠺㏦ಙㄒೃ⿵⏕ᡂ㸪㡰ᗎ⤫
ィ㔞ྕ7)ࡢᡭἲࢆ⏝࠸ࡿ᪉ᘧࢆᥦࡍࡿ㸬ᥦ᪉ ᘧ࡛ࡣࢸ࣮ࣈࣝཧ↷ྕἲࡢࡼ࠺๓࣓ࣔࣜ
ㄗࡾ⣔ิࢆグ㘓ࡋ࡚࠾ࡃᚲせࡀ࡞࠸ࡓࡵ㸪ᚲせ࡞
࣓ࣔࣜࡀᑡ࡞ࡃ࡚ࡍࡴ㸬ࡲࡓ㸪ཷಙಙྕࡽồࡵࡓ ಙ㢗ᗘࢆ⏝࠸࡚ೃ⿵ࢆ⏕ᡂࡍࡿࡇ࡛ㄗࡾ⋡≉ᛶ ࡢᨵၿࡀᮇᚅ࡛ࡁࡿ㸬ᮏ◊✲࡛ࡣ㸪ࡇࡢᥦ᪉ᘧࡢ
᭷ຠᛶࢆィ⟬ᶵࢩ࣑࣮ࣗࣞࢩࣙࣥࡼࡾホ౯ࡍࡿ㸬
‽᭱ᑬ᳨ฟ
‽᭱ᑬ᳨ฟࡢ᭷ຊ࡞ࡶࡢࡣ௬ุᐃࢹ࣮ࢱࡽࡢ
㏆ഐ᥈⣴࡛࠶ࡿ㸬ࡑࡢ୍ࡋ࡚௬ุᐃࢹ࣮ࢱࡽ
1ࣅࢵࢺ㏆ഐࡢ᥈⣴㸦1ࣅࢵࢺኚ㸧ࡀ࠶ࡿ5)㸬
Fig. 11ࣅࢵࢺኚࡼࡿ‽᭱ᑬ᳨ฟἲࡢὶࢀ
ࢆ♧ࡍ㸬ࡲࡓ㸪ᮏ◊✲࡛ࡣ࿘Ἴᩘ㍈᪉ྥࢹ࣮ࢱࢆ
ᣑᩓࡋ㸪ከ㔜ᚋS/Pኚࢆ⾜࠸IFFTࡍࡿฎ⌮ࢆ
MC-CDMAኚㄪࡧ㸪ཷಙಙྕ FFT ࢆ⾜࠸㏫
ᣑᩓࡍࡿฎ⌮ࢆMC-CDMAㄪࡪࡇࡍࡿ㸬
Fig. 2ᮏ◊✲࡛ᑐ㇟ࡍࡿࢩࢫࢸ࣒࠾ࡅࡿከ㔜
ᩘn(n<L)࡞ࡿMC-CDMAኚㄪࢆ♧ࡋ㸪Fig. 3 MC-CDMAㄪࢆ♧ࡍ㸬Fig. 2, Fig. 3࡛♧ࡍci=(ci,1,
͐, ci,L)ࡣ࿘Ἴᩘ㡿ᇦࢹ࣮ࢱࢆᣑᩓࡍࡿ LL ࡢ Walsh➢ྕCw=(c1,͐, cL)ࡢ⣔ิ࡛࠶ࡾ(L:ᣑᩓ⋡)㸪
Fig. 3࡛♧ࡍELࡣᣑᩓㄪ⏝࠸ࡿ㔜ࡳಀᩘ࡛࠶ࡿ㸬
1ࣅࢵࢺኚࡼࡿ‽᭱ᑬ᳨ฟ࡛ࡣ㸪MMSEC
ࡼࡿ㔜ࡳ࡙ࡅ࡛ㄪࡋࡓࢹ࣮ࢱࢆ௬ุᐃࢹ࣮ࢱ
ࡋ㸪௬ุᐃࢹ࣮ࢱࡢ1ࣅࢵࢺࢆ㡰ḟኚࡉࡏࡓࡶࡢ ࡢࡳࢆ㏦ಙࢹ࣮ࢱೃ⿵ࡍࡿ㸬2್ኚㄪ࡛ከ㔜ᩘࡀ xࡢሙྜ㸪᭱ᑬ᥎ᐃ࡛ࡣ2x㏻ࡾࡢ㏦ಙࢹ࣮ࢱೃ⿵ࢆ
⏕ᡂࡍࡿࡀ㸪ࡇࡢࡼ࠺࡞‽᭱ᑬ᳨ฟ࡛ࡣೃ⿵ᩘࡣ ݔ ͳಶ࡞ࡾ㸪₇⟬㔞ࡢቑຍࢆᣦᩘⓗ࡞ࡶࡢࡽ
ከ㔜ᩘxࡢ1ࡢ࣮࢜ࢲ࣮ᢚ࠼ࡿࡇࡀ࡛ࡁࡿ㸬 ࡋࡋ㸪ከ㔜ᩘࡀቑຍࡋᖸ΅ࡢᙳ㡪ࡀࡁ࠸ㄗࡾ
ಶᩘࡶቑ࠼㸪༢⣧௬ุᐃࡽ1ࣅࢵࢺ㏆ഐࡢೃ⿵
ࢆ㑅ࡪࡔࡅ࡛ࡣBER ≉ᛶࡣ࠶ࡲࡾᨵၿࡉࢀ࡞࠸㸬
ࡼࡗ࡚㸪ከ㔜ᩘࡢከ࠸ࢥ࣮ࢻ㛫ᖸ΅ࡢᙳ㡪ࢆᨵၿࡍ
ࡿࡓࡵࡣ㸪ຠᯝⓗ࡞㏆ഐ᥈⣴ࡢ᪉ἲࡀồࡵࡽࢀࡿ㸬
࡞࠾㸪ᮏ◊✲࡛㐺⏝ࡍࡿ࣐ࣝࢳ࣮ࣘࢨ᳨ฟࡣ㸪⏕
ᡂࡋࡓೃ⿵ࡽ㏦ಙಙྕࣞࣉࣜ࢝ࢆసࡾ㸪ཷಙಙྕ
ࡢ࣮ࣘࢡࣜࢵࢻ㊥㞳ẚ㍑ࡼࡾ⾜࠺㸬࣮ࣘࢡࣜࢵ
ࢻ㊥㞳ࡀ᭱ᑠ࡞ࡿೃ⿵ࢆ᭱ᑬ࡞ೃ⿵᥎ᐃࡍࡿ
ࡇ࡛ཷಙᛶ⬟ࢆྥୖࡉࡏࡿࡇࡀ࡛ࡁࡿ㸬ࡲࡓ㸪 ᑐ㇟ࡍࡿ MC-CDMA ࢩࢫࢸ࣒ࡣ㸪ᣑᩓ➢ྕࡢ┤
ࡉࢀࡓ」ᩘࡢ⣔ิࢆ 1 ࣮ࣘࢨࡢࡳࡀ⏝࠸࡚ከ 㔜ఏ㏦ࢆ⾜࠺ࡶࡢ࡛࠶ࡾ㸪ཝᐦ࡞ព࡛ࡢ࣐ࣝࢳࣘ
࣮ࢨఏ㏦࡛ࡣ࡞࠸㸬ࡋࡋ㸪ࡇࡢᡭἲࡣ୍⯡ⓗ࡞࣐
ࣝࢳ࣮ࣘࢨ᳨ฟྠᵝࡢฎ⌮ࢆ⾜࠺ࡓࡵ㸪ᮏ◊✲࡛
ࡣከ㔜ࢹ࣮ࢱᑐࡋ࡚⾜࠺᳨ฟࢆ࣐ࣝࢳ࣮ࣘࢨ᳨
ฟࡪࡇࡍࡿ㸬
Fig. 1. Quasi-Maximum-Likelihood-Detection using 1-bit conversion method
Fig. 2. MC-CDMA modulation
Fig. 3. MC-CDMA demodulation
࣐ࣝࢳ࣮ࣘࢨ᳨ฟㄗࡾゞṇྕࡢ୍యฎ⌮
‽᭱ᑬ᳨ฟㄗࡾゞṇྕࡣ࠸⊂❧ฎ⌮
ࡋ࡚ࡶⰋ࠸ࡀ㸪ࡇࢀࡽࡢฎ⌮ࢆ୍యࡋ࡚ฎ⌮ࡍࡿ
ࡇ࡛㸪ࡼࡾ BER≉ᛶࢆᨵၿࡍࡿࡇࡀ࡛ࡁࡿ㸬 ࡇࡢ᪉ἲ࡛ࡣ‽᭱ᑬ᳨ฟ⏝࠸ࡿೃ⿵ࡣ➢ྕㄒࡢ
ࡳ㝈ᐃࡉࢀ௬ุᐃࢹ࣮ࢱࡢ㏆ഐ᥈⣴ࡢ⡆␎ࡀ
ྍ⬟࡞ࡗ࡚࠸ࡿ㸬ࡑࡇ࡛㸪ࡇࡇ࡛ࡣ࣐ࣝࢳ࣮ࣘࢨ
᳨ฟㄗࡾゞṇྕࡢ୍యฎ⌮ࢆᑐ㇟ࡍࡿ㸬 Fig. 4➢ྕMC-CDMAࡢ㏦ಙᶵᵓᡂࢆ♧ࡍ㸬Fig.
5ࡣㄗࡾゞṇྕࢆಶู⾜࠺୍⯡ⓗ࡞ሙྜࢆ♧
ࡋ㸪Fig. 6ࡣ࣐ࣝࢳ࣮ࣘࢨ᳨ฟ୍యࡋ࡚⾜࠺
ሙ ྜ ࡢ ཷ ಙ ᶵ ᵓ ᡂ ࢆ ࡑ ࢀ ࡒ ࢀ ♧ ࡍ 㸬 ➢ ྕ
MC-CDMAࡢࢹ࣮ࢱ㏦ಙ࡛ࡣ㸪Fig. 4♧ࡍ㏦ಙᶵ
࠾࠸࡚kࣅࢵࢺࡢ㏦ಙࢹ࣮ࢱd=(d1,͐, dk)ࡣㄗࡾ
ゞṇ➢ྕࡉࢀnࣅࢵࢺ(n>k)ࡢt㔜ㄗࡾゞṇ➢ྕㄒ dc=(dc1,͐, dcn)࡞ࡿ㸬➢ྕᚋ㸪୍ḟኚㄪࡉࢀࡓࢹ
࣮ࢱࢩࣥ࣎ࣝࡣLLࡢWalsh➢ྕ⾜ิCwࡢ࠺ࡕL
nࡢ⾜ิCࡼࡾᣑᩓࡉࢀከ㔜ࡉࢀࡿ㸬ࡑࡋ࡚
IFFTᚋP/Sኚࡉࢀ➢ྕMC-CDMAࢩࣥ࣎ࣝ
࡞ࡿ㸬
Fig. 6♧ࡍ࣐ࣝࢳ࣮ࣘࢨ᳨ฟㄗࡾゞṇྕࡢ
୍యฎ⌮࡛ࡣ㸪ཷಙᶵ࠾࠸࡚࣐ࣝࢳ࣮ࣘࢨ᳨ฟ
ࢆ ⾜ ࠺ ࣞ ࣉ ࣜ ࢝ ࢩ ࣥ ࣎ ࣝ ࢆ స ࡿ 㸬 ཷ ಙ ᶵ ࡛
MC-CDMAㄪ࠾ࡅࡿFFTฎ⌮ࡢᚋ㸪S/Pኚࡋ
ࡓཷಙಙྕ࣋ࢡࢺࣝࢆy=[y1,͐,yL]Tࡍࡿ௨ୗࡢ
ࡼ࠺⾲ࢃࡏࡿ㸬
n Cd H
y ch cT (1)
ࡇࡇ࡛㸪Hch㸻diag[hch1,͐,hchL]ࡣLLࡢఏ㏦㊰ࡢ
࿘Ἴᩘᛂ⟅ࢆᑐゅᡂศᣢࡘᑐゅ⾜ิ࡛࠶ࡿ㸬nࡣ ຍἲᛶⓑⰍ࢞࢘ࢫ㞧㡢࣋ࢡࢺ࡛ࣝ࠶ࡿ㸬ࣞࣉࣜ࢝ࢆ
⏕ᡂࡍࡿࡓࡵ㸪ࡲࡎཷಙಙྕyࢆㄪࡍࡿ㸬ࡇࢀ
ࢆᇶ㏦ಙࡉࢀࡓ⪃࠼ࡽࢀࡿ➢ྕㄒࡢೃ⿵ dcԢࢆ
⏕ᡂࡍࡿ㸬⏕ᡂࡋࡓ」ᩘࡢࣞࣉࣜ࢝ࡢ࠺ࡕཷಙಙྕ
ࡢ࣮ࣘࢡࣜࢵࢻ㊥㞳||y㸫Hch C dcԢT||2ࢆ᭱ᑡ
ࡍࡿೃ⿵ dcԢࡀ㏦ಙࡉࢀࡓ➢ྕㄒࡔ᥎ᐃࡍࡿ㸬௨
ୖࡢฎ⌮ࡼࡾ㸪࣮ࣘࢡࣜࢵࢻ㊥㞳ẚ㍑ࢆ⾜࠺࣐ࣝࢳ
࣮ࣘࢨ᳨ฟࡼࡗ࡚㸪ㄗࡾゞṇࡉࢀࡓ➢ྕㄒࡀ᥎ᐃ ࡉࢀࡿࡢ࡛㸪࣐ࣝࢳ࣮ࣘࢨ᳨ฟㄗࡾゞṇྕࡀ୍
యࡋ࡚ฎ⌮ࡉࢀࡓࡇ࡞ࡿ㸬ࡇࡢࡼ࠺࡞୍య
ฎ⌮ࢆ⾜࠺ࡇ࡛㸪㏦ಙࢹ࣮ࢱࡢೃ⿵ࡀ➢ྕㄒࡔࡅ
㝈ᐃࡉࢀࡿ㸬ࡲࡓ㸪࣮ࣘࢡࣜࢵࢻ㊥㞳ẚ㍑ࡼࡾ
ྕㄒࢆ᥎ᐃࡍࡿࡢ࡛㸪◳ุᐃྕ࡛t㔜ㄗࡾゞṇ ࡀྍ⬟࡞➢ྕ㐺⏝ࡋࡓሙྜ࡛ࡶ㸪t+1௨ୖࡢㄗࡾ
ゞṇࡀྍ⬟࡞ࡿ㸬
Fig. 4. Coded MC-CDMA transmitter
Fig. 5. Coded MC-CDMA receiver (Serial decoding process㸧
Fig. 6. Coded MC-CDMA receiver (Joint multiuser detection and decoding)
MC-CDMA demodulation
Generation of candidates for transmitted data by one-bit conversion method
MC-CDMA modulation
Multiuser Detection Received signal
( Multiplexing x)
x+1 number of candidate
Estimated Data
IFFT P/S
S/P c1
cn c2
S/P ¦
n 1 Data symbols
d=(d1,…,dn) MC-CDMA symbol
FFT E1c1,1
ELc1, L E2c1,2
n¦ 1
S/P P/S
cn,1~Lsequence c2,1~Lsequence
Received
signal MC-CDMA
demod data
Error correction
coding Modulation MC-CDMA
Modulation Transmit data
d=(d1,…,dk)
Transmit signal Cordword
dc=(dc1,…,dcn)
Received signal MC-CDMA demodulation
Error correction decoding
Decoded data
MC-CDMA demodulation
Generation of candidates for transmitted code
MC-CDMA modilation
Comparison of Euclidean distance
Replica symbols
Decoded Received symbol data
࣐ࣝࢳ࣮ࣘࢨ᳨ฟㄗࡾゞṇྕࡢ୍యฎ⌮
ࢸ࣮ࣈࣝཧ↷ࡼࡿ㏦ಙ➢ྕㄒೃ⿵ࡢ⏕ᡂἲ
࣐ࣝࢳ࣮ࣘࢨ᳨ฟㄗࡾゞṇྕࡢ୍యฎ⌮
࠾࠸࡚㸪ࢸ࣮ࣈࣝཧ↷ྕ6)ࡢᡭἲࢆ⏝࠸ࡓ㏦ಙ
➢ྕㄒೃ⿵ࡢ⏕ᡂἲࢆ♧ࡍ㸬Fig. 7ࢸ࣮ࣈࣝཧ↷
ྕἲࢆ⏝࠸ࡓ㏦ಙ➢ྕㄒೃ⿵⏕ᡂࡢὶࢀࢆ♧ࡍ㸬 ࢸ࣮ࣈࣝཧ↷ྕἲ࡛ࡣཷಙᶵ࡛ MC㸫CDMA ㄪࡋࡓ௬ุᐃࢹ࣮ࢱࡢ㏆ഐࡢ㸦ࣁ࣑ࣥࢢ㊥㞳ࡢ㏆࠸㸧
➢ྕㄒࢆ㏦ಙㄒೃ⿵ࡋ࡚⏕ᡂࡍࡿ㸬௬ุᐃࢹ࣮ࢱ
ࡽࢩࣥࢻ࣮࣒ࣟࢆồࡵ㸪ࢩࣥࢻ࣮࣒ࣟࢆ⏝࠸࡚ࢸ
࣮ࣈࣝࢆཧ↷ࡍࡿࡇ࡛㸪ྠࡌࢩࣥࢻ࣮࣒ࣟࡀ⏕ࡌ
ࡿ」ᩘࡢㄗࡾࣃࢱ࣮ࣥࢆᚓࡿࡇࡀ࡛ࡁࡿ㸬ཧ↷ࡋ ࡓㄗࡾࣃࢱ࣮ࣥࢆ◳ุᐃࢹ࣮ࢱຍࡍࡿࡇ࡛
㏦ಙ➢ྕㄒೃ⿵⩌ࡀ⏕ᡂࡉࢀࡿ㸬
ࡇࡢ᪉ᘧ࡛⏝࠸ࡿࢸ࣮ࣈࣝࡣ㸪ࢩࣥࢻ࣮࣒ࣟ㛗m
ᑐࡋ࡚ 2m✀㢮ࡢࢩࣥࢻ࣮࣒ࣟࡑࡢࢩࣥࢻ࣮ࣟ
࣒ᑐᛂࡍࡿⓎ⏕☜⋡ࡢ㧗࠸ㄗࡾࣃࢱ࣮ࣥࡢᑐ ᛂ⾲࡛࠶ࡿ㸬ࡇࡇ࡛ㄗࡾࣃࢱ࣮ࣥࡣ㸪ཷಙಙྕࢆ
MC-CDMAㄪᚋࡢ◳ุᐃ⣔ิᑐࡋ㸪ㄗࡾࣅࢵࢺ
⨨ࡀ1㸪ࡑࢀ௨እࡢࣅࢵࢺ⨨ࡀ0࡛⾲ࢃࡉࢀ࡚
࠸ࡿ2್⣔ิࡢࡇ࡛࠶ࡿ㸬ࢸ࣮ࣈࣝసᡂ࠶ࡓࡾ㸪 ࢩࣥࢻ࣮࣒ࣟࢆ⏕ᡂࡍࡿㄗࡾ⣔ิ e0=(e01,e02,͐e0n) ࡢ᭱ࣁ࣑ࣥࢢ㔜ࡳࢆྕ༙ᚄ dDࡍࡿ㸬ࢸ࣮ࣈ
ࣝసᡂࡣ๓タᐃࡋࡓࣁ࣑ࣥࢢ㔜ࡳ dD௨ୗࡢㄗ
ࡾ⣔ิࡢࢩࣥࢻ࣮࣒ࣟィ⟬ࢆࡋ࡚࠾ࡁ㸪ྛࢩࣥࢻࣟ
࣮࣒ᑐᛂࡉࡏ࡚࣓ࣔࣜಖᏑࡋ࡚࠾ࡃ㸬࡞࠾㸪dD ࡢࡁࡉᑐᛂࡋ࡚㸪ㄗࡾࣃࢱ࣮ࣥࡢಶᩘࡀቑ࠼㸪
㏦ಙ➢ྕㄒೃ⿵ࡀቑຍࡍࡿ㸬
Fig. 7. Generation of candidates by table-aided decoding for the quasi-maximum likelihood detection
㡰ᗎ⤫ィ㔞ࡼࡿ㏦ಙ➢ྕㄒೃ⿵ࡢ⏕ᡂἲ ๓㏙ࡋࡓࢸ࣮ࣈࣝཧ↷ྕࡢᡭἲࢆ⏝࠸ࡓ㏦ಙ
➢ྕㄒೃ⿵ࡢ⏕ᡂ࡛ࡣཷಙᶵ࡛ㄗࡾࣃࢱ࣮ࣥࡢࢸ
࣮ࣈࣝࢆಖᣢࡋ࡚࠾ࡃᚲせࡀ࠶ࡿ㸬ࡋࡋ㸪➢ྕ㛗 ࡀቑຍࡍࡿㄗࡾ⣔ิࡢಶᩘࡀቑຍࡋ㸪⏝ࡍࡿ࣓
ࣔࣜ㔞ࡀ⭾࡞ࡿၥ㢟ࡀ࠶ࡿ㸬ࡑࡇ࡛ᮏ◊✲࡛ࡣ㸪 ࢸ࣮ࣈࣝࡢಖᏑࢆᚲせࡏࡎຠᯝⓗೃ⿵ࢆ⏕ᡂ ࡍࡿᡭἲࢆᥦࡍࡿ㸬ᥦ᪉ᘧ࡛ࡣ㸪㡰ᗎ⤫ィ㔞
ྕࡢᡭἲࢆ⏝࠸࡚㏦ಙ➢ྕㄒೃ⿵ࢆ⏕ᡂࡋ୍య
ฎ⌮ࢆ⾜࠺㸬㡰ᗎ⤫ィ㔞ྕ࡛ࡣ㸪ࢹ࣮ࢱࡢಙ㢗ᗘ
ࢆ⪃៖ࡋಙ㢗ᗘࡢప࠸ࣅࢵࢺᑐࡋ࡚ㄗࡾゞṇࢆ
⾜࠺㸬ࡼࡗ࡚㸪࣐ࣝࢳ࣮ࣘࢨ᳨ฟ⏝ࡍࡿ➢ྕㄒ ࡣ᥎ᐃ⢭ᗘࡢ㧗࠸㏦ಙㄒೃ⿵࡞ࡿ㸬ࡲࡓ㸪ࢹ࣮ࢱ ࡢಙ㢗ᗘࡣ㏫ᣑᩓㄪᚋࡢ㌾ุᐃࢹ࣮ࢱࡽྛ
ࣅࢵࢺࡢLLR(Log Likelihood Ratio)ࢆồࡵ㸪LLRࡢ
⤯ᑐ್ࢆྛࣅࢵࢺࡢಙ㢗ᗘࡋ࡚⏝࠸ࡿ㸬ࡑࡇ࡛㸪
ࡲࡎ㸪LLRࡘ࠸࡚㏙ࡿ㸬
ಙ㢗ᗘࡋ࡚⏝࠸ࡿLLR
ཷಙᶵ࠾࠸࡚ MC-CDMAࡢ1 ࢩࣥ࣎ࣝࢆㄪ ࡋࡓi␒┠ࡢㄪࢹ࣮ࢱriࡣ
i dii
gii
ri HiW
¦
z 1 K
i l
i di
gil H
(2)
⾲ࡉࢀࡿ㸬ࡓࡔࡋ㸪giidiࡣᕼᮃಙྕᡂศ㸪Hiࡣࢥ
࣮ࢻ㛫ᖸ΅ᡂศ㸪Wiࡣ࢞࢘ࢫ㞧㡢ᡂศ࡛࠶ࡾ㸪ᖹᆒ 0 ࡛ศᩓࡀVWࡢ࢞࢘ࢫ☜⋡ኚᩘࡍࡿ㸬ࡇࡇ࡛ gil ࡣḟᘧ♧ࡍ⾜ิGࡢ(i,l)せ⣲࡛࠶ࡿ㸬
G㸻CHW Hch C (3) ࡇࡇ࡛㸪Hࡣ࢚࣑࣮ࣝࢺ㌿⨨ࢆ⾲ࡋ㸪Wࡣᣑᩓㄪ
⏝࠸ࡿ㔜ࡳࡅ࡛࠶ࡿ㸬ࡲࡓ㸪ࢥ࣮ࢻ㛫ᖸ΅ᡂศ Hiࡣ୰ᚰᴟ㝈ᐃ⌮ࡼࡾ㸪㏆ఝⓗᖹᆒ0࡛ศᩓࡀVH ࡢ࢞࢘ࢫ☜⋡ኚᩘ࡛࠶ࡿࡍࡿ㸬ᮏ◊✲࡛ᐃࡍࡿ
ࢩࢫࢸ࣒࡛ࡣVHVWࡣࣥࢹࢵࢡࢫiࡼࡽࡎ㸪Hi
Wiࡣ⤫ィⓗ⊂❧࡛࠶ࡿࡍࡿࡢ࡛㸪diࡢ᮲௳
ࡁ࡛ࡢ riࡢ☜⋡ᐦᗘ㛵ᩘࡣ௨ୗࡢࡼ࠺⾲ࡍࡇ
ࡀ࡛ࡁࡿ㸬
¸¸
¸
¹
·
¨¨
¨
©
§
2
2 2 2
2 exp
) (
) 1 (
W H W
H V V V
V
S i
iid g r d
r
p i i i (4)
ࡇ ࡇ ࡛ 㸪ML つ ⠊ ᇶ ࡙ ࡃ ◳ ุ ᐃ ࢹ ࣮ ࢱ݀መࡣ
݀መൌ ୢȳሺ݀ሻ࡛⾲ࡉࢀࡿ㸬ࡇࡢࡁ:(di)ࡣ
ḟᘧࡍࡿ㸬
) 2
(di rigiidi
: (5)
࡞࠾㸪MMSEC ࡢ⥺ᙧࣇࣝࢱࢆ㐺⏝ࡍࡿሙྜ gii ࡢ್ࡣࡍ࡚➼ࡋࡃ࡞ࡿࡢ࡛㸪g᭩ࡁ࠼ࡿ㸬 ḟ㸪2␒┠:(di)ࢆᑠࡉࡃࡍࡿࢩࣥ࣎ࣝࢆ݀෩ప
⾲ࡋ㸪LLR(Di⾲グࡍࡿ)ࢆ௨ୗࡢࡼ࠺ᐃ⩏ࡍࡿ㸬 ߙൌ ୮൫หௗୀௗ൯
୮൫หௗୀௗ෨൯
(6)
ࡲࡓ㸪ከ್ኚㄪࡀBPSKࡢሙྜLLRࡣ㸪(4)ᘧࡽ
ඹ㏻㡯࡞ࡿศẕࢆ㝖ཤࡋࡓࡶࡢ(5)ᘧࢆ⏝࠸࡚
ḟࡢࡼ࠺⾲ࡍࡇࡀ࡛ࡁࡿ㸬
ߙൌ :(d~i):(dˆi) Ͳ (7) ࡇࡇ࡛Dࡣ◳ุᐃ݀መࡢಙ㢗ᗘࢆ♧ࡋ࡚࠾ࡾ㸪Diࡀ
ࡁࡅࢀࡤࡁ࠸㸪ࢹ࣮ࢱࡢಙ㢗ᗘࡀ㧗࠸ࡇࢆ
ពࡍࡿ8)㸬
ḟ㸪QPSKࢆᑐ㇟ࡍࡿ㸬QPSK࠾ࡅࡿಙྕ
㓄⨨ࢆFig. 8♧ࡍ㸬Fig. 8♧ࡍࡼ࠺㏫ᣑᩓ
ㄪᚋࡢi␒┠ࡢQPSKཷಙࢹ࣮ࢱriࡢ1ࣅࢵࢺ┠ࢆ
ri ,1㸪2ࣅࢵࢺ┠ࢆri ,2ࡍࡿ㸬ࡲࡓQPSKಙྕ㓄⨨
࠾ࡅࡿ1ࣅࢵࢺ┠ࢆb1㸪2ࣅࢵࢺ┠ࢆb2ࡋ㸪㸦b1㸪 b2㸧ࡀ㸦0,0㸧ࢆS1㸪㸦0,1㸧ࢆS2㸪㸦1,1㸧ࢆS3㸪㸦1,0㸧
ࢆS4⾲ࡋࡓሙྜ㸪Fig. 8࠾ࡅࡿri ,1ࡢLLRࢆ⾲ࡍ α (ri ,1)ࡣ
ߙሺǡଵሻൌ ሺݎȁܾଵൌ Ͳሻ
ሺݎȁܾଵൌ ͳሻൌ ሺݎȁܵଵሻ ሺݎȁܵସሻ
ሺݎȁܵଶሻ ሺݎȁܵଷሻ
ൌ
ୣ୶୮൬ି൫ೝషౝೄభ൯
ചమశഓమ ൰ାୣ୶୮൬ି൫ೝషౝೄర൯
ചమశഓమ ൰
ୣ୶୮൬ି൫ೝషౝೄమ൯
ചమశഓమ ൰ାୣ୶୮൬ି൫ೝషౝೄయ൯
ചమశഓమ ൰
(8)
⾲ࡉࢀ㸪ศᩓࢆồࡵࡿᚲせࡀ࠶ࡿ㸬ࢥ࣮ࢻ㛫ᖸ΅
ᡂศࡢศᩓࡢ್ࡣᮍ▱࡛࠶ࡾ㸪ồࡵࡿࡇࡀฟ᮶࡞
࠸ࡢ࡛㸪ศᩓࢆồࡵࡎಙ㢗ᗘࢆ⏝࠸ࡿࡓࡵᮏ◊
✲࡛ࡣୖᘧࢆ௨ୗࡢࡼ࠺⡆␎ࡋ࡚ồࡵࡿࡇ
ࡍࡿ㸬
ߙሺǡଵሻ؆ ୫ୟ୶ሺሺȁௌభሻǡሺȁௌరሻሻ
୫ୟ୶ሺሺȁௌమሻǡሺȁௌయሻሻ (9)
ୖᘧ࡛ࡣ㸪ཷಙࢹ࣮ࢱ࠾࠸࡚ᐇᩘ㒊㸪ᩘ㒊ᑐ ᛂࡍࡿྛࣅࢵࢺᑐࡋ࡚㸪ᐇᩘ㒊ࡢࡳࡢ LLR
ᩘ㒊ࡢࡳࡢLLRࢆồࡵࡿࡇࡀ࡛ࡁࡿ㸬
Fig. 8. QPSK constellation diagram
㡰ᗎ⤫ィ㔞ྕࡢᡭ㡰
ᑐ㇟ࡍࡿ➢ྕ MC-CDMA ࢩࢫࢸ࣒࡛ࡣ㸪➢
ྕ㛗n㸪ሗ㛗kࡍࡿ2ඖ⥺ᙧࣈࣟࢵࢡ➢ྕࢆ⏝
࠸㸪᳨ᰝ⾜ิࢆHࡍࡿ㸬
Order-0ࡢ㡰ᗎ⤫ィ㔞ྕ
ཷಙಙྕࡽ MMSEC ࢆ⏝࠸ࡓ㔜ࡳ࡛㏫ᣑᩓ
ㄪࡋࡓ⣔ิr = (r1,r2,͐,rn)ࡢྛࣅࢵࢺriࡽಙ㢗ᗘ
ࡋ࡚⏝࠸ࡿLLRࢆồࡵ㸪riࡢಙ㢗ᗘࢆDri⾲ࡍ㸬 Driࡢ್ࡀ㝆㡰࡞ࡿࡼ࠺㸪rࢆ⨨ࡍࡿ㸬ࡑࢀࡼ
ࡗ࡚ᚓࡽࢀࡓ⣔ิࢆu = (u1,u2,͐un)ࡍࡿ㸬ࡇࡢ
ࡁ㸪uࡢྛࣅࢵࢺࡢಙ㢗ᗘDuiᑐࡋ࡚ḟᘧࡀᡂࡾ❧
ࡘ㸬
Du1>Du2>͐>Dun (10) ࡇࡢ⨨ࢆ⾜࠺㛵ᩘࢆO1ࡋ㸪u=O1[r]ࡢࡼ࠺⾲
グࡍࡿ㸬ࡲࡓ㸪ㄗࡾゞṇ➢ྕࡢ᳨ᰝ⾜ิ H ࡢิ
ᑐࡋ࡚ࡶྠᵝ⨨O1ࢆ⾜࠸㸪᪂ࡓ࡞᳨ᰝ⾜ิHᇱ㸻 O1[H]㸻ሺhԢଵǡ hԢଶǡ ڮ ǡhԢሻࢆᚓࡿ㸬ࡓࡔࡋ㸪hԢࡣHԢࡢ i␒┠ࡢิ࣋ࢡࢺࣝࢆ⾲ࡍ㸬ࡲࡓ㸪h′ࡣuiࡢಙ㢗ᗘ Duiᑐᛂࡍࡿࡢ࡛㸪ಙ㢗ᗘDuiࢆhԢᑐᛂࡍࡿಙ㢗 ᗘࡪ㸬
ḟ᳨ᰝ⾜ิࡴᇱᑐࡋ࡚㸪⾜᧯సࢆ⾜࠸㸪⤌⧊➢
ྕᑐᛂࡍࡿᶆ‽ᙧࡍࡿ㸬ࡇࡢࡁ㸪ࡴԢࡢಙ㢗ᗘ ࡢప࠸n-kิࡀ1ḟ⊂❧࡛ࡣ࡞࠸࡞ࡽࡤ㸪ᶆ‽ᙧ
࡛ࡁ࡞࠸ࡢ࡛㸪ࡴԢࡢิ࣋ࢡࢺࣝࡽᑐᛂࡍࡿಙ㢗ᗘ ࡀప࠸㡰1ḟ⊂❧࡞n-kิࢆ㑅ࡧฟࡍ㸬ࡇࡢn-k
ิࢆಙ㢗ᗘࡀ㝆㡰࡞ࡿࡼ࠺ิ⨨ࡋࡓࡶࡢࢆ
᪂ࡋ࠸᳨ᰝ⾜ิHԢԢࡢᚋࢁࡢn-kิࡋ㸪᳨ᰝ⾜ิHԢ ࡢṧࡾࡢkิᑐࡋ࡚ࡣ㸪ิ࣋ࢡࢺࣝᑐᛂࡍࡿಙ 㢗ᗘࡀ㝆㡰࡞ࡿࡼ࠺ิ࣋ࢡࢺࣝࢆ⨨ࡋࡓࡶࡢ
ࢆ᪂ࡋ࠸᳨ᰝ⾜ิࡴԢԢࡢጞࡵࡢ k ิࡍࡿ㸬௨ୖࡢ
⨨ ࢆ ⾜ ࠺ 㛵 ᩘ ࢆO2 ࡍ ࡿ 㸪HԢԢ㸻O2[HԢ]㸻 O2[O1[H]]㸻ሺhԢԢଵǡ hԢԢଶǡ ڮ ǡhԢԢሻ࡞ࡿ㸬ྠᵝ㸪u ᑐࡋ࡚ࡶ⨨O2ࢆ⾜࠸㸪ࡑࢀࡼࡗ࡚ᚓࡽࢀࡓ᪂ࡓ
࡞⣔ิࢆz㸻O2[u]㸻O2[O1[r]]㸻(z1,z2, ͐,zk,zk+1, ͐,zn)
ࡍࡿ㸬ࡇࡢࡁ㸪zࡢྛࣅࢵࢺࡢಙ㢗ᗘᑐࡋ࡚
ḟᘧࡀᡂࡾ❧ࡘ㸬
Dz1>Dz2>͐>Dzk Dzk+1>Dzk+2>͐>Dzn
ḟ㸪ᚓࡽࢀࡓࡴᇱᇱᑐࡋ࡚⾜᧯సࢆ⾜࠸㸪⤌⧊
➢ྕᑐᛂࡍࡿᶆ‽ᙧ᳨ᰝ⾜ิH1ࢆᚓࡿ㸬ࡇࡇ
࡛H1ࡣ
>> @
»»
»»
»
¼ º
««
««
«
¬ ª
1 0 0
0 1 0
0 0 1
, , ,
, 2 , 2 , 2
, 1 , 1 , 1 l
k k k k n
p p p
p p p
p p p I
P
H (12)
࡞ࡿ㸬ࡓࡔࡋ㸪pࡣkkࡢ⾜ิ㸪In-kࡣ(n-k)(n-k) ࡢ༢⾜ิ࡛࠶ࡿ㸬
ḟzࡢ◳ุᐃ್a = (a1,a2,͐,an)ࢆḟᘧ࡛ᐃ⩏ࡍ
ࡿ㸬
¯¯®
d
! 0 for , 1
0 for , 0
i i
i z
a z
(13)
a Hlࡢ㌿⨨ HlTࡢ✚ࡼࡾ㸪ࢩࣥࢻ࣮࣒ࣟ s
=aHlT=(s1,s2,͐,sn-k)ࢆᚓࡿ㸬᭦㸪asࢆ⏝࠸࡚➢
ྕㄒࢊᇱ ࢆḟᘧࡼࡾᚓࡿ㸬
ࢊᇱ = (a1,a2,͐,ak,a1+s1,a2+s2,͐,an+sn-k) (14) ࡇࡢ㸪Hlࡣᶆ‽ᙧࡢ᳨ᰝ⾜ิ࡛࠶ࡿࡢ࡛㸪➢ྕㄒ
ࢊᇱ ࡢࢩࣥࢻ࣮࣒ࣟࡣ࢙Ԣ0= ࢊᇱ HlT =0࡞ࡿ㸪᭱ᚋ
OOࡢ ㏫ ⨨ OOࢆ ⏝ ࠸ ࡚ 㸪 ྕ ㄒ dc0㸻 O[Oࢊᇱ ]]ࢆᚓࡿ㸬ࡇࡢࡁ㸪dc0ࡢࢩࣥࢻ࣮࣒ࣟ
࢙0㸻dc0HT㸻(s01,s02,͐,s0n-k)ࡣ࢙Ԣ0㸻0 ࡛࠶ࡿࡢ࡛㸪ࢊᇱ
ᑐࡋ࡚㏫⨨OOࢆ⾜ࡗ࡚ࡶࢩࣥࢻ࣮࣒ࣟࡣ ኚࡏࡎ㸪࢙0㸻0࡞ࡿ㸪ࡋࡓࡀࡗ࡚㸪dc0ࡣ➢ྕㄒ
࡛࠶ࡾ㸪ཷಙ⣔ิࡢ୰࡛ಙ㢗ᗘࡢప࠸n-k [bit]ᑐ ࡋ࡚ㄗࡾゞṇࢆ⾜ࡗࡓࡶࡢ࡞ࡗ࡚࠸ࡿ㸬௨ୖࡢฎ
⌮ࢆ㡰ᗎ⤫ィ㔞ྕࡢOrder-0ࡢฎ⌮ࡪ㸬9)㸬
Order-lࡢ㡰ᗎ⤫ィ㔞ྕ
Order-0ࡢฎ⌮࡛ࡣಙ㢗ᗘࡢ㧗࠸k[bit]ࡢ୰ㄗࡾ
ࡀⓎ⏕ࡋ࡚࠸ࡿሙྜ㸪ゞṇ࡛ࡁ࡞࠸ࡢ࡛㸪ಙ㢗ᗘࡢ
㧗࠸ k[bit]ࡢ⠊ᅖࡽࡶㄗࡾࡀⓎ⏕ࡋ࡚࠸ࡿ௬ᐃ
ࡋ࡚ゞṇࢆ⾜࠺㸬ࡇࡢࡼ࠺࡞ฎ⌮ࢆ㡰ᗎ⤫ィ㔞ྕ
ࡢOrder-l㸦l > 1㸧ࡢฎ⌮ࡪ㸬Fig. 9㡰ᗎ⤫ィ 㔞ྕࢆ⏝࠸ࡓ㏦ಙㄒೃ⿵⏕ᡂࡢὶࢀࢆ♧ࡍ㸬 Order- l㸦l > 1㸧ࡢฎ⌮࡛ࡣ㸪ಙ㢗ᗘࡢ㧗࠸k [bit] ࡢ
⠊ᅖ௬ࡢㄗࡾ⣔ิe0 = (e01, e02,͐, e0n)ࢆຍࡍࡿ㸬 ௬ࡢㄗࡾ⣔ิe0ࢆ㛗ࡉkࡢ⣔ิek = (ek1, ek2,͐, ekk)
ࢆ⏝࠸࡚e0= (ek ,0,0,͐,0) = (ek1, ek2,͐, ekk,0,0,͐,0)
ࡍࡿ㸬ḟࢩࣥࢻ࣮࣒ࣟsl= (sl 1, sl 2,͐, sl n-k)ࢆsl= e0HlTࡼࡾィ⟬ࡍࡿ㸬➢ྕㄒຍࡍࡿㄗࡾ⣔ิ
ࢆe1 = (ek , sl)= (ek1, ek2,͐, ekk, sl 1, sl 2,͐, sl n-k)ࡋ㸪 ᪂ࡓ࡞➢ྕㄒࢊᇱ ࢆࢊᇱ 㸻㸻ࢊᇱ +e1ࡋ࡚⏕ᡂࡍࡿ㸬ㄗ
ࡾ⣔ิe1ࢆຍ࠼ࡓࡇ࡛ಙ㢗ᗘࡢ㧗࠸k [bit]ࡢ⠊ᅖ
௬ᐃࡋࡓㄗࡾࢆゞṇࡋࡓ➢ྕㄒࢊᇱ ࡞ࡿ㸬ࢊᇱ ࢆ
㏫⨨ࡋࢊ㸻O
[O[ࢊᇱ ]]ࢆᚓࡿ㸬ekࡢ᭦᪂ࡼ
ࡾㄗࡾ⣔ิࡢ᭦᪂ࢆ⾜ࡗ࡚࠸ࡃ㸬ࡓࡔࡋ㸪ㄗࡾ⣔ิ
ekࡢ᭦᪂ࡣTable 1ࡢࡼ࠺࡞ࡿ㸬௨ᚋྠᵝࡢྕ
ฎ⌮ࢆ㸪タᐃࡋࡓOrderᩘࡢekࡣ
ࢋ ൌ ሺͳǡͳǡ ڮ ǡͳᇣᇧᇤᇧᇥ
ǡ ͲǡͲǡ ڮ ǡͲሻ (15)
࡞ࡿࡲ࡛ㄗࡾ⣔ิࢆ᭦᪂ࡋ㸪㏦ಙ➢ྕㄒೃ⿵ࢆ⏕
ᡂࡋ࡚࠸ࡃ㸬ࡇࡢࡼ࠺࡞ฎ⌮ࢆ㡰ᗎ⤫ィ㔞ྕࡢ Order- l㸦l > 1㸧ࡢฎ⌮ࡪ㸬ࡲࡓ㸪ekࡢࣁ࣑ࣥࢢ
㔜ࡳࡀi㸦lӍiӍ1㸧ࡢࡢྕฎ⌮ࢆ㸪Order-lࡢ
ྕฎ⌮ࡢPhase-iࡪ9)㸬
Table 1. Error sequence
Phase-1 Phase-2 ͐ Phase-i
(0,͐,0,0,0,1)
(0,͐,0,0,1,0)
(0,͐,1,0,0,0)
(1,0,0,0,͐,0)
(0,͐,0,0,1,1)
(0,͐,0,1,0,1)
(0,͐,0,1,1,0)
(1,1,0,0,͐,0)
͐
͐
͐
͐
(0,͐,0,0,1,1,1, ͐,1)
(0,͐,0,1,0,1,1, ͐,1)
(0,͐,0,1,1,0, 1,͐,1)
(1,1,1, ͐,1,0,0,͐,0)
(11)
䢧 䢧 䢧
i i-1
i-2 i
Fig. 9. Generation of candidates by the ordered statistics decoding for the quasi-maximum likelihood detection.
ィ⟬ᶵࢩ࣑࣮ࣗࣞࢩࣙࣥ
ࢩ࣑࣮ࣗࣞࢩࣙࣥࢩࢫࢸ࣒
ᥦ᪉ᘧࡢ᭷ຠᛶࢆホ౯ࡍࡿࡓࡵィ⟬ᶵࢩ࣑
࣮ࣗࣞࢩࣙࣥࢆ⾜࠺㸬➢ྕ MC-CDMA ࡢࢩ࣑ࣗ
࣮ࣞࢩࣙࣥࣔࢹࣝࡣFig. 4ࡢ㏦ಙᶵࢆ⏝࠸㸪Fig. 5 ࡢㄗࡾゞṇྕࢆಶู⾜࠺ཷಙᶵࡢࣔࢹࣝ㸪
Fig. 6ࡢㄗࡾゞṇྕ࣐ࣝࢳ࣮ࣘࢨ᳨ฟࢆ୍య
ฎ⌮ࡍࡿཷಙᶵࡢࣔࢹࣝࢆ⏝࠸ࡿ㸬
㏦ಙᶵ࡛ࡣBCH➢ྕࢆ⾜࠸PSKኚㄪࡉࢀࡓࢹ
࣮ࢱࢆ⏝࠸࡚ MC-CDMA ಙྕࢆ㏦ಙࡍࡿ㸬୍య
ฎ⌮ࡍࡿཷಙᶵ࡛ࡣ㸪ཷಙಙྕࡽMMSECࢆ⏝࠸
ࡓㄪࢹ࣮ࢱࢆ௬ุᐃࢹ࣮ࢱࡋ࡚ྕࢆ⾜࠺㸬ࡇ ࡢ௬ุᐃࢹ࣮ࢱࢆ⏝࠸࡚࣐ࣝࢳ࣮ࣘࢨ᳨ฟㄗࡾ
ゞṇྕࢆ୍యฎ⌮ࡍࡿ‽᭱ᑬྕࢆ⾜࠺㸬୍య
ฎ⌮࠾ࡅࡿ㏦ಙㄒೃ⿵ࡢ⏕ᡂࡣ㸪ࢸ࣮ࣈࣝཧ
↷ྕ㸪㡰ᗎ⤫ィ㔞ྕࡢྛᡭἲࢆ⏝࠸࡚ࡑࢀࡒࢀ
⾜࠺㸬࡞࠾㸪ࢩ࣑࣮ࣗࣞࢩࣙࣥ࠾࠸࡚㸪MMSEC ࡢ㔜ࡳࡅಀᩘࢆỴᐃࡍࡿ㝿⏝࠸ࡿ㞧㡢ࡢศᩓ ࡣཷಙഃ࡛᪤▱ࡍࡿ㸬ྛ᪉ᘧࡢ Eb/N0㸦ሗㄪ ᚋࡢ 1 ࣅࢵࢺ࠶ࡓࡾࡢಙྕᑐ㞧㡢㟁ຊẚ㸧ᑐ BER
≉ᛶࢆィ⟬ᶵࢩ࣑࣮ࣗࣞࢩࣙࣥࡼࡗ࡚ồࡵ㸪ホ౯
ࢆ⾜ࡗࡓ㸬Table 2ࢩ࣑࣮ࣗࣞࢩࣙࣥㅖඖࢆ♧ࡍ㸬
࡞࠾㸪ᮏ◊✲࡛ࡣࢥ࣮ࢻ㛫ᖸ΅ࡢᙳ㡪ᑐࡍࡿຠᯝ ࡢ᭷ຠᛶࢆ☜ㄆࡍࡿࡓࡵ㸪AWGN ఏ㏦㊰࡛ࡣ㸪㐜 ᘏἼࡀ⏕ࡌࡿ⎔ቃࢆᐃࡍࡿ㸬┤᥋Ἴ㐜ᘏἼ࡛ࡣ
┦ࡀࣛࣥࢲ࣒␗࡞ࡿࡶࡢࡍࡿ㸬ࢩ࣑࣮ࣗࣞࢩ
ࣙࣥㅖඖ࠾࠸࡚㸪➢ྕ㛗n㸪ሗ㛗kࡢBCH➢
ྕࢆBCH(n,k)⾲ࡍ㸬
ࡲࡓ㸪QPSKኚㄪࢆ⾜࠺ሙྜࡣወᩘࣅࢵࢺn
࡞ࡿ1➢ྕㄒ㛗࡞1ࣅࢵࢺࢆຍ࠼ࡓࢹ࣮ࢱ࡛ከ 㔜 ࡋ ࡚ ࠸ ࡿ 㸬 ࡼ ࡗ ࡚ ከ 㔜 ᩘ ࡣ(n+1)/2 ࡞ ࡿ
MC-CDMAಙྕࢆ⏕ᡂࡋ࡚࠸ࡿ㸬
Table 2. Simulation parameters Information modulation BPSK㸪QPSK
Coding BCH(31,21)㸪BCH(15,11) MC-CDMA
Subcarriers㸸32 Spreading factor㸸32 Spread code㸸Walsh code
Channel
AWGN㸪Rayleigh fading Number of delay wave㸸1 Delay time㸸1sample DUR㸸4 dB
MC-CDMA demodulation MMSEC
Channel estimation Pilot symbol
ࢩ࣑࣮ࣗࣞࢩࣙࣥ⤖ᯝ
Fig. 10㸪Fig. 11㸪Fig. 18㸪Fig. 19ࡣ➢ྕࢆ⾜
ࢃ࡞࠸MC-CDMAࢩࢫࢸ࣒࠾ࡅࡿBER≉ᛶࢆ♧
ࡋ࡚࠸ࡿ㸬Fig. 10㸪Fig. 11ࡣBPSKኚㄪ㸪Fig. 10㸪 Fig. 11ࡣQPSKኚㄪ࡛࠶ࡿ㸬Fig. 10㸪Fig. 18࡛ࡣከ 㔜ᩘቑຍక࠺ࢥ࣮ࢻ㛫ᖸ΅ࡢᙳ㡪ࢆ♧ࡍ㸬Fig. 11㸪
Fig. 19 ࡣ1 ࣅࢵࢺኚࡼࡿ‽᭱ᑬ᳨ฟࢆ⾜ࡗ
ࡓࡁࡢ BER ≉ᛶᨵၿຠᯝࡢᅗ࡛࠶ࡿ㸬➢ྕ
MC-CDMA ྛ᪉ᘧࢆ㐺⏝ࡋࡓ BPSK ኚㄪࡢ⤖
ᯝࢆFig. 12㹼17 ࡲࡵ㸪QPSKኚㄪࡢ⤖ᯝࢆ
Fig. 20㹼25ࡲࡵࡿ㸬Fig. 12㸪Fig. 15㸪Fig. 20㸪
Fig. 23ࡣ Fig. 5ࡢཷಙᶵࢆ⏝࠸࡚ㄗࡾゞṇྕ
ࢆ ಶ ู ⾜ ࡗ ࡓ ሙ ྜ 㸪 ➢ ྕ ࢆ ⾜ ࢃ ࡞ ࠸ MC-CDMAࡢEb/N0ᑐBER≉ᛶ࡛࠶ࡿ㸬Fig. 12㸪 Fig.
20ࡣAWGN⎔ቃ㸪Fig. 15㸪Fig. 23ࡣ࣮ࣞࣜࣇ࢙
࣮ࢪࣥࢢ⎔ቃ࡛ࡢEb/N0ᑐBER≉ᛶ࡛࠶ࡿ㸬 Fig. 13㸪Fig. 14㸪Fig. 16㸪Fig. 17㸪Fig. 21㸪Fig. 22㸪
Fig. 24㸪Fig. 25ࡣ㸪ㄗࡾゞṇྕࢆಶู⾜ࡗࡓ
ሙྜ㸪㏦ಙ➢ྕㄒೃ⿵ࢆࡑࢀࡒࢀࢸ࣮ࣈࣝཧ↷
ྕἲ㡰ᗎ⤫ィ㔞ྕἲࢆ⏝࠸࡚⏕ᡂࡋࡓྛ‽᭱
ᑬྕ᪉ᘧࡢEb/N0ᑐBER≉ᛶࢆ♧ࡍ㸬Fig. 13㸪Fig.
14㸪Fig. 21㸪Fig. 22ࡣ AWGN⎔ቃ࠾ࡅࡿEb/N0 ᑐBER≉ᛶ࡛࠶ࡾ㸪Fig. 16㸪Fig. 17㸪Fig. 24㸪Fig. 25 ࡣ࣮ࣞࣜࣇ࢙࣮ࢪࣥࢢ⎔ቃ࠾ࡅࡿEb/N0ᑐBER
≉ᛶࢆ♧ࡋ࡚࠸ࡿ㸬ࡲࡓ㸪Table 3Table 4ࡣྛ
‽᭱ᑬ᳨ฟἲ࡛⏕ᡂࡍࡿ㏦ಙㄒೃ⿵ᩘࢆ♧ࡍ㸬
MC-CDMA demodulation data
Candidates for transmitted code Calculation of
LLR Sort by using LLR
Syndrome calculation Permutation of H
Transformed into the original data position
O2-1эO1-1
Demodulation
In case of Order-l(l≥1) Add to the virtual Error sequences to the range of high reliability bits
Error sequences Parity check
matrix H
Sort in order of LLR values : O1
Permuted by using O1
Transformed into canonical form O2 Sort according
to O2
O1 O2
H′′
MC-CDMA demodulation data
H′′
Parity check matrix H
Sorted data
ィ⟬ᶵࢩ࣑࣮ࣗࣞࢩࣙࣥ
Table 3. The number of candidates for 1-bit conversion method number of candidates 1-bit
conversion method
BPSK Multiplexing + 1
QPSK Twice the number of Multiplexing + 1
Table 4. The number of candidates for Joint Multiuser Detection and Decoding methods
number of candidates BCH
(15,11)
BCH (31,21) Table-aided
decoding dD
3 36 5
4 120 31~40
5 309 187~202
Ordered statistics decoding
Order
0 1 1
1 12 22
2 67 231
3 232 1562
Fig. 10. The influence of inter-code interference for MC-CDMA over AWGN channel
Fig. 11. Performance of BER versus Eb/N0 in quasi-maximum likelihood estimation using 1-bit conversion method
over AWGN channel
Fig. 12. BER performance of MC-CDMA and coded MC-CDMA in AWGN channel (BPSK)
Fig. 13. BER performance of joint multiuser detection and decoding method for coded MC-CDMA in AWGN channel
(BPSK BCH(n,k)=(15,11) , multiplexing 15)
Fig. 14. BER performance of joint multiuser detection and decoding method for coded MC-CDMA in AWGN channel
(BPSK ,BCH(n,k)=(31,21) , multiplexing=31)
䢲 䢷 䢳䢲 䢳䢷 䢴䢲 䢴䢷
䢳䢲
䢯䢷䢳䢲
䢯䢶䢳䢲
䢯䢵䢳䢲
䢯䢴䢳䢲
䢯䢳䢳䢲
䢲䣇䣤䢱䣐䣱䣝䣦䣄䣟
䣄䣇 䣔
䢢
䢢
䣯䣷䣮䣶䣫䣲䣮䣧䣺䣫䣰䣩䢢䢳 䣯䣷䣮䣶䣫䣲䣮䣧䣺䣫䣰䣩䢢䢴 䣯䣷䣮䣶䣫䣲䣮䣧䣺䣫䣰䣩䢢䢶 䣯䣷䣮䣶䣫䣲䣮䣧䣺䣫䣰䣩䢢䢺 䣯䣷䣮䣶䣫䣲䣮䣧䣺䣫䣰䣩䢢䢳䢸 䣯䣷䣮䣶䣫䣲䣮䣧䣺䣫䣰䣩䢢䢵䢴
䢲 䢷 䢳䢲 䢳䢷 䢴䢲 䢴䢷
䢳䢲
䢯䢷䢳䢲
䢯䢶䢳䢲
䢯䢵䢳䢲
䢯䢴䢳䢲
䢯䢳䢳䢲
䢲䣇䣤䢱䣐䣱䣝䣦䣄䣟
䣄䣇䣔
䢢
䢢
䣯䣷䣮䣶䣫䣲䣮䣧䣺䣫䣰䣩䢢䢳 䣯䣷䣮䣶䣫䣲䣮䣧䣺䣫䣰䣩䢢䢴 䣯䣷䣮䣶䣫䣲䣮䣧䣺䣫䣰䣩䢢䢶 䣯䣷䣮䣶䣫䣲䣮䣧䣺䣫䣰䣩䢢䢺 䣯䣷䣮䣶䣫䣲䣮䣧䣺䣫䣰䣩䢢䢳䢸 䣯䣷䣮䣶䣫䣲䣮䣧䣺䣫䣰䣩䢢䢵䢴
䢲 䢷 䢳䢲 䢳䢷 䢴䢲 䢴䢷
䢳䢲
䢯䢷䢳䢲
䢯䢶䢳䢲
䢯䢵䢳䢲
䢯䢴䢳䢲
䢯䢳䢳䢲
䢲䣇䣤䢱䣐䣱䣝䣦䣄䣟
䣄䣇䣔
䢢
䢢
䣏䣅䢯䣅䣆䣏䣃傍䢪䣏䣷䣮䣶䣫䣲䣮䣧䣺䣫䣰䣩䢢䢵䢳䢫
䣅䣱䣦䣧䣦䢢䣏䣅䢯䣅䣆䣏䣃䢪䢵䢳䢮䢴䢳䢫傍䢪䣏䣷䣮䣶䣫䣲䣮䣧䣺䣫䣰䣩䢢䢵䢳䢫 䣏䣅䢯䣅䣆䣏䣃傍䢪䣏䣷䣮䣶䣫䣲䣮䣧䣺䣫䣰䣩䢢䢳䢷䢫
䣅䣱䣦䣧䣦䢢䣏䣅䢯䣅䣆䣏䣃䢪䢳䢷䢮䢳䢳䢫傍䢪䣏䣷䣮䣶䣫䣲䣮䣧䣺䣫䣰䣩䢢䢳䢷䢫
䢲 䢷 䢳䢲 䢳䢷 䢴䢲 䢴䢷
䢳䢲
䢯䢷䢳䢲
䢯䢶䢳䢲
䢯䢵䢳䢲
䢯䢴䢳䢲
䢯䢳䢳䢲
䢲䣇䣤䢱䣐䣱䣝䣦䣄䣟
䣄䣇䣔
䢢
䢢
䣕䣧䣴䣫䣣䣮䢢䣦䣧䣥䣱䣦䣫䣰䣩 䣖䣣䣤䣮䣧䢢䢪䣦䣆䢢䢿䢢䢵䢫 䣖䣣䣤䣮䣧䢢䢪䣦䣆䢢䢿䢢䢶䢫 䣖䣣䣤䣮䣧䢢䢪䣦䣆䢢䢿䢢䢷䢫 䣑䣴䣦䣧䣴䢢䢲 䣑䣴䣦䣧䣴䢢䢳 䣑䣴䣦䣧䣴䢢䢴䢢 䣑䣴䣦䣧䣴䢢䢵䢢
䢲 䢷 䢳䢲 䢳䢷 䢴䢲 䢴䢷
䢳䢲
䢯䢷䢳䢲
䢯䢶䢳䢲
䢯䢵䢳䢲
䢯䢴䢳䢲
䢯䢳䢳䢲
䢲䣇䣤䢱䣐䣱䣝䣦䣄䣟
䣄䣇䣔
䢢
䢢
䣕䣧䣴䣫䣣䣮䢢䣦䣧䣥䣱䣦䣫䣰䣩 䣖䣣䣤䣮䣧䢢䢪䣦䣆䢢䢿䢢䢵䢫 䣖䣣䣤䣮䣧䢢䢪䣦䣆䢢䢿䢢䢶䢫 䣖䣣䣤䣮䣧䢢䢪䣦䣆䢢䢿䢢䢷䢫 䣑䣴䣦䣧䣴䢢䢲 䣑䣴䣦䣧䣴䢢䢳䢢 䣑䣴䣦䣧䣴䢢䢴 䣑䣴䣦䣧䣴䢢䢵 BPSK
BPSK BPSK
BPSK
BPSK
Fig. 15. BER performance of MC-CDMA and coded MC-CDMA inrayleigh fading channel (BPSK)
Fig. 16. BER performance of joint multiuser detection and decoding method for coded MC-CDMA in rayleigh fading channel
(BPSK BCH(n,k)=(15,11) , multiplexing 15)
Fig. 17. BER performance of joint multiuser detection and decoding method for coded MC-CDMA in rayleigh fading channel
(BPSK ,BCH(n,k)=(31,21) , multiplexing=31)
Fig. 18. The influence of inter-code interference for MC-CDMA over AWGN channel
Fig. 19. Performance of BER versus Eb/N0 in quasi-maximum likelihood estimation using 1-bit conversion method
over AWGN channel
Fig. 20. BER performance of MC-CDMA and coded MC-CDMA in AWGN channel (QPSK)
䢲 䢷 䢳䢲 䢳䢷 䢴䢲 䢴䢷
䢳䢲䢯䢷 䢳䢲䢯䢶 䢳䢲䢯䢵 䢳䢲䢯䢴 䢳䢲䢯䢳 䢳䢲䢲
䣇䣤䢱䣐䣱䣝䣦䣄䣟
䣄䣇䣔
䢢
䢢
䣏䣅䢯䣅䣆䣏䣃傍䢪䣏䣷䣮䣶䣫䣲䣮䣧䣺䣫䣰䣩䢢䢵䢳䢫
䣅䣱䣦䣧䣦䢢䣏䣅䢯䣅䣆䣏䣃䢪䢵䢳䢮䢴䢳䢫傍䢪䣏䣷䣮䣶䣫䣲䣮䣧䣺䣫䣰䣩䢢䢵䢳䢫 䣏䣅䢯䣅䣆䣏䣃傍䢪䣏䣷䣮䣶䣫䣲䣮䣧䣺䣫䣰䣩䢢䢳䢷䢫
䣅䣱䣦䣧䣦䢢䣏䣅䢯䣅䣆䣏䣃䢪䢳䢷䢮䢳䢳䢫傍䢪䣏䣷䣮䣶䣫䣲䣮䣧䣺䣫䣰䣩䢢䢳䢷䢫
䢲 䢷 䢳䢲 䢳䢷 䢴䢲 䢴䢷
䢳䢲䢯䢷 䢳䢲䢯䢶 䢳䢲䢯䢵 䢳䢲䢯䢴 䢳䢲䢯䢳 䢳䢲䢲
䣇䣤䢱䣐䣱䣝䣦䣄䣟
䣄䣇䣔
䢢
䢢
䣕䣧䣴䣫䣣䣮䢢䣦䣧䣥䣱䣦䣫䣰䣩 䣖䣣䣤䣮䣧䢢䢪䣦䣆䢢䢿䢢䢵䢫 䣖䣣䣤䣮䣧䢢䢪䣦䣆䢢䢿䢢䢶䢫 䣖䣣䣤䣮䣧䢢䢪䣦䣆䢢䢿䢢䢷䢫 䣑䣴䣦䣧䣴䢢䢲 䣑䣴䣦䣧䣴䢢䢳 䣑䣴䣦䣧䣴䢢䢴 䣑䣴䣦䣧䣴䢢䢵
䢲 䢷 䢳䢲 䢳䢷 䢴䢲 䢴䢷
䢳䢲䢯䢷 䢳䢲䢯䢶 䢳䢲䢯䢵 䢳䢲䢯䢴 䢳䢲䢯䢳 䢳䢲䢲
䣇䣤䢱䣐䣱䣝䣦䣄䣟
䣄䣇䣔
䢢
䢢
䣕䣧䣴䣫䣣䣮䢢䣦䣧䣥䣱䣦䣫䣰䣩 䣖䣣䣤䣮䣧䢢䢪䣦䣆䢢䢿䢢䢵䢫 䣖䣣䣤䣮䣧䢢䢪䣦䣆䢢䢿䢢䢶䢫 䣖䣣䣤䣮䣧䢢䢪䣦䣆䢢䢿䢢䢷䢫 䣑䣴䣦䣧䣴䢢䢲 䣑䣴䣦䣧䣴䢢䢳 䣑䣴䣦䣧䣴䢢䢴 䣑䣴䣦䣧䣴䢢䢵
䢲 䢷 䢳䢲 䢳䢷 䢴䢲 䢴䢷
䢳䢲
䢯䢷䢳䢲
䢯䢶䢳䢲
䢯䢵䢳䢲
䢯䢴䢳䢲
䢯䢳䢳䢲
䢲䣇䣤䢱䣐䣱䣝䣦䣄䣟
䣄䣇 䣔
䢢
䢢
䣯䣷䣮䣶䣫䣲䣮䣧䣺䣫䣰䣩䢢䢳 䣯䣷䣮䣶䣫䣲䣮䣧䣺䣫䣰䣩䢢䢴 䣯䣷䣮䣶䣫䣲䣮䣧䣺䣫䣰䣩䢢䢶 䣯䣷䣮䣶䣫䣲䣮䣧䣺䣫䣰䣩䢢䢺 䣯䣷䣮䣶䣫䣲䣮䣧䣺䣫䣰䣩䢢䢳䢸
䢲 䢷 䢳䢲 䢳䢷 䢴䢲 䢴䢷
䢳䢲
䢯䢷䢳䢲
䢯䢶䢳䢲
䢯䢵䢳䢲
䢯䢴䢳䢲
䢯䢳䢳䢲
䢲䣇䣤䢱䣐䣱䣝䣦䣄䣟
䣄䣇䣔
䢢
䢢
䣯䣷䣮䣶䣫䣲䣮䣧䣺䣫䣰䣩䢢䢳 䣯䣷䣮䣶䣫䣲䣮䣧䣺䣫䣰䣩䢢䢴 䣯䣷䣮䣶䣫䣲䣮䣧䣺䣫䣰䣩䢢䢶 䣯䣷䣮䣶䣫䣲䣮䣧䣺䣫䣰䣩䢢䢺 䣯䣷䣮䣶䣫䣲䣮䣧䣺䣫䣰䣩䢢䢳䢸 䣯䣷䣮䣶䣫䣲䣮䣧䣺䣫䣰䣩䢢䢵䢴
䢲 䢷 䢳䢲 䢳䢷 䢴䢲 䢴䢷
䢳䢲䢯䢷 䢳䢲䢯䢶 䢳䢲䢯䢵 䢳䢲䢯䢴 䢳䢲䢯䢳 䢳䢲䢲
䣇䣤䢱䣐䣱䣝䣦䣄䣟
䣄䣇䣔
䢢
䢢
䣏䣅䢯䣅䣆䣏䣃傍䢪䣏䣷䣮䣶䣫䣲䣮䣧䣺䣫䣰䣩䢢䢳䢸䢫
䣅䣱䣦䣧䣦䢢䣏䣅䢯䣅䣆䣏䣃䢪䢵䢳䢮䢴䢳䢫傍䢪䣏䣷䣮䣶䣫䣲䣮䣧䣺䣫䣰䣩䢢䢳䢸䢫 䣏䣅䢯䣅䣆䣏䣃傍䢪䣏䣷䣮䣶䣫䣲䣮䣧䣺䣫䣰䣩䢢䢺䢫
䣅䣱䣦䣧䣦䢢䣏䣅䢯䣅䣆䣏䣃䢪䢳䢷䢮䢳䢳䢫傍䢪䣏䣷䣮䣶䣫䣲䣮䣧䣺䣫䣰䣩䢢䢺䢫 BPSK
BPSK
BPSK QPSK
QPSK QPSK
Fig. 21. BER performance of joint multiuser detection and decoding method for coded MC-CDMA in AWGN channel
(QPSK BCH(n,k)=(15,11) , multiplexing 8)
Fig. 22. BER performance of joint multiuser detection and decoding
method for coded MC-CDMA in AWGN channel (QPSK BCH(n,k)=(31,21) , multiplexing 16)
Fig. 23. BER performance of MC-CDMA and coded MC-CDMA inrayleigh fading channel. (QPSK)
Fig. 24. BER performance of joint multiuser detection and decoding
method for coded MC-CDMA in rayleigh fading channel (QPSK BCH(n,k)=(15,11) , multiplexing 8)
Fig. 25. BER performance of joint multiuser detection and decoding method for coded MC-CDMA in rayleigh fading channel
(QPSK BCH(n,k)=(31,21) , multiplexing 16)
Fig. 10㸪Fig. 11ࢆẚ㍑ࡍࡿ㸪1ࣅࢵࢺኚࡼࡿ
‽᭱ᑬ᳨ฟ࡛ࡣከ㔜ᩘࡀ8ࡲ࡛ࡣ㸪ࢥ࣮ࢻ㛫ᖸ΅ࡢ ᙳ㡪ࢆࡰ㝖ཤࡋ࡛ࡁ࡚࠸ࡿࡀ㸪ከ㔜ᩘ16௨ୖࡢ ሙྜࡣᖸ΅ࡢᙳ㡪ࡀṧࡾ㸪≉ᛶᨵၿࡢຠᯝࡣᑠࡉࡃ
࡞ࡗ࡚࠸ࡿ㸬Fig. 13㸪Fig. 14ࡽࡣ࣐ࣝࢳ࣮ࣘࢨ᳨
ฟㄗࡾゞṇྕࡢ୍యฎ⌮ࢆ㐺⏝ࡋࡓ᪉ࡀಶ
ูㄗࡾゞṇࢆ⾜࠺ࡼࡾࡶ BER≉ᛶࢆᨵၿ࡛ࡁࡿ
ࡢࡀ☜ㄆ࡛ࡁ㸪࣐ࣝࢳ࣮ࣘࢨ᳨ฟㄗࡾゞṇྕࡢ
୍యฎ⌮ࡀຠᯝ࡛࠶ࡿゝ࠼ࡿ㸬ࡲࡓ㸪ᥦ᪉ᘧ ࡣ᭱ࡶBER ≉ᛶࢆᨵၿ࡛ࡁ࡚࠾ࡾ㸪ࢥ࣮ࢻ㛫ᖸ΅
ࡼࡿຎࢆᢚ࠼ࡿࡢ᪤Ꮡࡢࢸ࣮ࣈࣝཧ↷ྕ
᪉ᘧࡼࡾࡶຠᯝⓗ࡛࠶ࡿゝ࠼ࡿ㸬
䢲 䢷 䢳䢲 䢳䢷 䢴䢲 䢴䢷
䢳䢲䢯䢶 䢳䢲䢯䢵 䢳䢲䢯䢴 䢳䢲䢯䢳 䢳䢲䢲
䣇䣤䢱䣐䣱䣝䣦䣄䣟
䣄䣇䣔
䢢
䢢
䣕䣧䣴䣫䣣䣮䢢䣦䣧䣥䣱䣦䣫䣰䣩 䣖䣣䣤䣮䣧䢢䣦䣆䢿䢵 䣖䣣䣤䣮䣧䢢䣦䣆䢿䢶 䣖䣣䣤䣮䣧䢢䣦䣆䢿䢷 䣑䣴䣦䣧䣴䢢䢲 䣑䣴䣦䣧䣴䢢䢳 䣑䣴䣦䣧䣴䢢䢴 䣑䣴䣦䣧䣴䢢䢵
䢲 䢷 䢳䢲 䢳䢷 䢴䢲 䢴䢷
䢳䢲䢯䢷 䢳䢲䢯䢶 䢳䢲䢯䢵 䢳䢲䢯䢴 䢳䢲䢯䢳 䢳䢲䢲
䣇䣤䢱䣐䣱䣝䣦䣄䣟
䣄䣇䣔
䢢
䢢
䣕䣧䣴䣫䣣䣮䢢䣦䣧䣥䣱䣦䣫䣰䣩 䣖䣣䣤䣮䣧䢢凚䣦䣆䢿䢵凛 䣖䣣䣤䣮䣧䢢凚䣦䣆䢿䢶凛 䣖䣣䣤䣮䣧凚䢢䣦䣆䢿䢷凛 䣑䣴䣦䣧䣴䢢䢲 䣑䣴䣦䣧䣴䢢䢳 䣑䣴䣦䣧䣴䢢䢴 䣑䣴䣦䣧䣴䢢䢵
䢲 䢷 䢳䢲 䢳䢷 䢴䢲 䢴䢷
䢳䢲䢯䢷 䢳䢲䢯䢶 䢳䢲䢯䢵 䢳䢲䢯䢴 䢳䢲䢯䢳 䢳䢲䢲
䣇䣤䢱䣐䣱䣝䣦䣄䣟
䣄䣇䣔
䢢
䢢
䣏䣅䢯䣅䣆䣏䣃傍䢪䣏䣷䣮䣶䣫䣲䣮䣧䣺䣫䣰䣩䢢䢳䢸䢫
䣅䣱䣦䣧䣦䢢䣏䣅䢯䣅䣆䣏䣃䢪䢵䢳䢮䢴䢳䢫傍䢪䣏䣷䣮䣶䣫䣲䣮䣧䣺䣫䣰䣩䢢䢳䢸䢫 䣏䣅䢯䣅䣆䣏䣃傍䢪䣏䣷䣮䣶䣫䣲䣮䣧䣺䣫䣰䣩䢢䢺䢫
䣅䣱䣦䣧䣦䢢䣏䣅䢯䣅䣆䣏䣃䢪䢳䢷䢮䢳䢳䢫傍䢪䣏䣷䣮䣶䣫䣲䣮䣧䣺䣫䣰䣩䢢䢺䢫
䢲 䢷 䢳䢲 䢳䢷 䢴䢲 䢴䢷
䢳䢲䢯䢷 䢳䢲䢯䢶 䢳䢲䢯䢵 䢳䢲䢯䢴 䢳䢲䢯䢳 䢳䢲䢲
䣇䣤䢱䣐䣱䣝䣦䣄䣟
䣄䣇䣔
䢢
䢢
䣕䣧䣴䣫䣣䣮䢢䣦䣧䣥䣱䣦䣫䣰䣩 䣖䣣䣤䣮䣧䢢䢪䣦䣆䢢䢿䢢䢵䢫 䣖䣣䣤䣮䣧䢢䢪䣦䣆䢢䢿䢢䢶䢫 䣖䣣䣤䣮䣧䢢䢪䣦䣆䢢䢿䢢䢷䢫 䣑䣴䣦䣧䣴䢢䢲 䣑䣴䣦䣧䣴䢢䢳 䣑䣴䣦䣧䣴䢢䢴 䣑䣴䣦䣧䣴䢢䢵
䢲 䢷 䢳䢲 䢳䢷 䢴䢲 䢴䢷
䢳䢲䢯䢷 䢳䢲䢯䢶 䢳䢲䢯䢵 䢳䢲䢯䢴 䢳䢲䢯䢳 䢳䢲䢲
䣇䣤䢱䣐䣱䣝䣦䣄䣟
䣄䣇䣔
䢢
䢢
䣕䣧䣴䣫䣣䣮䢢䣦䣧䣥䣱䣦䣫䣰䣩 䣖䣣䣤䣮䣧䢢䢪䣦䣆䢢䢿䢢䢵䢫 䣖䣣䣤䣮䣧䢢䢪䣦䣆䢢䢿䢢䢶䢫 䣖䣣䣤䣮䣧䢢䢪䣦䣆䢢䢿䢢䢷䢫 䣑䣴䣦䣧䣴䢢䢲 䣑䣴䣦䣧䣴䢢䢳 䣑䣴䣦䣧䣴䢢䢴 䣑䣴䣦䣧䣴䢢䢵 QPSK
QPSK
QPSK
QPSK
QPSK
࣮ࣞࣜࣇ࢙࣮ࢪࣥࢢ⎔ቃࡢ⤖ᯝ࡛࠶ࡿ Fig. 16 ࡢከ㔜ᩘࡀ15ࡢሙྜࡣ㸪ᥦ᪉ᘧࡢOreder-1௨
ୖࢸ࣮ࣈࣝཧ↷ྕἲࡢ dDࡢሙྜ➼ࡋ࠸
BER≉ᛶࡀ⾲ࢀ࡚࠸ࡿ㸬ࡋࡋ㸪ከ㔜ᩘ31ࡢFig. 17 ࡢሙྜࡣᥦ᪉ᘧࡢOrder-1ࡢẁ㝵࡛ࢸ࣮ࣈࣝཧ
↷ྕἲࡢdD=5ྠ➼ࡢBER≉ᛶࡀᚓࡽࢀ࡚࠸ࡿ㸬 ࡇࡢྠ➼ࡢ≉ᛶࢆᚓࡿࡓࡵࡢೃ⿵ᩘࢆ㸪Table 4 ࢆ
⏝࠸࡚ẚ㍑ࡍࡿࢸ࣮ࣈࣝཧ↷ྕἲࡢdD=5࡛ࡣ 187~202ಶ࡞ࡢᑐࡋ㸪ᥦ᪉ᘧࡢOrder-1࡛ࡣ22
࡛࠶ࡾ㸪ᥦ᪉ᘧࡢಙ㢗ᗘࢆ⏝࠸ࡓೃ⿵ࡢ⏕ᡂἲࡀ
ຠᯝⓗࡔ࠸࠼ࡿ㸬ࡲࡓ㸪ࢸ࣮ࣈࣝཧ↷ྕἲ࡛ࡼ
ࡾ≉ᛶᨵၿࡍࡿࡓࡵࡣࡼࡾከࡃࡢೃ⿵ࢆಖᏑࡋ
࡚࠾ࡃᚲせࡀ࠶ࡾ㸪࣓ࣔࣜ㔞ၥ㢟ࡢࡓࡵᅔ㞴࡛࠶ࡿ㸬 ࡋࡋ㸪ᥦ᪉ᘧ࡛ࡣOrderࢆ࠶ࡆࡿࡇ࡛ࡉࡽ
BER≉ᛶᨵၿࡉࢀ࡚࠸ࡿ㸬
Fig. 18㹼Fig. 25 ࡣ QPSK ኚㄪࡢሙྜ࡛࠶ࡾ㸪 BPSKኚㄪࡢሙྜྠᵝࡢࢩ࣑࣮ࣗࣞࢩࣙࣥࢆࡑࢀ
ࡒࢀ⾜ࡗࡓࡶࡢ࡛࠶ࡿࡀ㸪➢ྕ MC-CDMA ࠾
࠸࡚ྠࡌ➢ྕ㛗ࢆ⏝࠸ࡓሙྜ㸪BPSKኚㄪࡢࢩ࣑ࣗ
࣮ࣞࢩࣙࣥẚከ㔜ᩘࡣ༙ῶࡋࡓࡶࡢ࡛࠶ࡿ㸬 QPSKኚㄪࡢ⤖ᯝࡽࡶ㸪AWGN⎔ቃ࣮ࣞࣜࣇ
࢙࣮ࢪࣥࢢ⎔ቃ࠾࠸࡚㸪BPSKኚㄪ⤖ᯝྠᵝ
ᥦ᪉ᘧࡀ᭱ࡶBER ≉ᛶࢆᨵၿࡋ࡚࠸ࡿ࠸࠼ࡿ㸬
ࡼࡗ࡚㸪4.1⠇࡛㏙ࡓQPSKኚㄪ࠾ࡅࡿLLR ィ⟬ࡢ⡆␎ࢆ⾜ࡗ࡚ࡶ㸪ᥦ᪉ᘧࡣၥ㢟࡞࠸ࡇ
ࡀ☜ㄆ࡛ࡁࡿ㸬
ࡲࡵ
ᮏ◊✲࡛ࡣ㸪BCH ➢ྕࡼࡿㄗࡾゞṇ➢ྕࢆ
㐺⏝ࡋࡓ MC-CDMA ࢩࢫࢸ࣒࠾࠸࡚㸪㡰ᗎ⤫ィ
㔞ྕࢆ⏝࠸࡚㏦ಙ➢ྕㄒೃ⿵ࢆ⏕ᡂࡋ㸪࣐ࣝࢳࣘ
࣮ࢨ᳨ฟㄗࡾゞṇྕࢆ୍యฎ⌮ࡋ࡚⾜࠺‽
᭱ᑬྕ᪉ᘧࢆᥦࡋࡓ㸬ィ⟬ᶵࢩ࣑࣮ࣗࣞࢩࣙࣥ
࡛ࡣ1ࣅࢵࢺኚࡼࡿ‽᭱ᑬ᳨ฟ࡛ࡢBER≉ᛶ ᨵၿࢆㄪ㸪ࢸ࣮ࣈࣝཧ↷ྕἲࢆ⏝࠸ࡓ‽᭱ᑬ
ྕ᪉ᘧᥦ᪉ᘧࡢ BER≉ᛶẚ㍑ࢆ⾜࠸ホ౯ࢆ⾜
ࡗࡓ㸬ࢸ࣮ࣈࣝཧ↷ྕἲࢆ⏝࠸ࡓ‽᭱ᑬྕ᪉ᘧ ࡣᥦ᪉ᘧྠᵝ࣐ࣝࢳ࣮ࣘࢨ᳨ฟㄗࡾゞṇ
ྕࢆ୍యฎ⌮ࡍࡿ᪉ᘧ࡛࠶ࡿ㸬ࢩ࣑࣮ࣗࣞࢩࣙ
ࣥࡼࡿᐃ㔞ⓗホ౯ࡢ⤖ᯝ㸪ᥦ᪉ᘧࡀ᭱ࡶ BER
≉ᛶࢆᨵၿࡍࡿࡇࡀฟ᮶ࡓ㸬
ࢸ࣮ࣈࣝཧ↷ྕࡢᡭἲࢆ⏝࠸ࡓ᪉ᘧ࡛㸪BER
≉ᛶࢆࡉࡽᨵၿࡍࡿࡣ㸪㏦ಙ➢ྕㄒೃ⿵⏕ᡂ
ᚲせࡍࡿࢸ࣮ࣈࣝಖᏑࡢ࣓ࣔࣜᐜ㔞ࡀቑࡋ㸪㐺
⏝ࡀᅔ㞴࡞ࡿ㸬ࡼࡗ࡚㸪㏦ಙㄒೃ⿵ᩘࡀከࡃ࡞ࡿ
➢ྕ㛗ࡀ㛗࠸ሙྜࡣ㸪࣓ࣔࣜ㔞ၥ㢟ࡢ㉳ࡇࡽ࡞࠸
㡰ᗎ⤫ィ㔞ྕࢆࡢᡭἲࢆ⏝࠸ࡓᥦ᪉ᘧࡢ᭷ຠ
ᛶࡀ㧗ࡃ࡞ࡿ⪃࠼ࡽࢀࡿ㸬
ཧ⪃ᩥ⊩
1) S.Hara and R.Prasad, “Overview of multicarrier CDMA, ” IEEE Commun. Mag., pp.126-133, (1997-12).
2)
ᯇᮏ΅㸪ⴠྜ⚽ᶞ㸪
OFDMኚㄪ᪉ᘧࡢᛂ⏝
, (ࢺࣜࢣ
ࢵࣉࢫ♫㸪 2001).
3) A.Chouly, A.Brajal, and S.Jourdan, “Orthogonal multicarrier techniques applied to direct sequence spread spectrum CDMA systems, ” Proc. IEEE GLOBECOM ` 93, pp.1723-1728, (1999-9).
4) S.Hara and R.Prasad, “Design and performance of multicarrier CDMA systems in frequency-selective Rayleigh fading channels, ” IEEE Trans. Veh. Technol., vol.48, pp.1723-1728, (1999-9).
5)
ᰘ ⏣ ㇏ ಙ 㸪 Ύ Ỉ ᓫ அ 㸪 ᒾ ㄔ ே 㸪 ➲ ᒸ ⚽ ୍ 㸪
“MC-CDMA
᪉ᘧ࠾ࡅࡿ‽᭱ᑬ᥎ᐃࢆ⏝࠸ࡓ࣐ࣝ
ࢳ࣮ࣘࢨཷಙ᪉ᘧࡢ◊✲, ” ಙᏛᢏሗ, RCS2007-156,
pp.133-138,( 2008-1).6)
༡ⱥᇛ㸪➲ᒸ⚽୍㸪
“ࣈࣟࢵࢡ➢ྕࡢࢸ࣮ࣈࣝཧ↷
ࡼࡿ㌾ุᐃྕἲ
,”ಙᏛㄽ
(B), vol.J79-B, no.11, pp.728-737(1996-11).7) M.P.C.Fossorier and S.Lin, “Soft-decision decoding of linear block codes based on ordered statistics,” IEEE Trans. Information Theory, vol.41, no.5, pp.1379-1396, (1995-9).
8)
Ᏺ㔜ே㸪⸨㞞ᘯ㸪ఀㄔ㸪ఀ⸨⣫㸪
“ୗࡾᅇ
⥺
MC-CDMAࢩࢫࢸ࣒࠾ࡅࡿᑬᗘつ⠊ᇶ࡙ࡃ
M
ࣝࢦࣜࢬ࣒ࢆ⏝࠸ࡓ㏲ḟ᳨ᐃ᪉ᘧ
QRD-M
ࣝ ࢦ ࣜ ࢬ࣒ ࡢẚ ㍑,
”ಙ Ꮫ ᢏ ሗ
, WBS2005-32, pp.1-6, (2005-10).9)