Joint fundamental frequency and order estimation using optimal filtering

被引:23
|
作者
Christensen, Mads Graesboll [1 ]
Hojvang, Jesper Lisby [3 ]
Jakobsson, Andreas [2 ]
Jensen, Soren Holdt [3 ]
机构
[1] Aalborg Univ, Dept Architecture Design & Media Technol, Aalborg, Denmark
[2] Lund Univ, Dept Math Stat, Lund, Sweden
[3] Aalborg Univ, Dept Elect Syst, Aalborg, Denmark
关键词
PITCH; MODEL; SPEECH; TOEPLITZ; DESIGNS;
D O I
10.1186/1687-6180-2011-13
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this paper, the problem of jointly estimating the number of harmonics and the fundamental frequency of periodic signals is considered. We show how this problem can be solved using a number of methods that either are or can be interpreted as filtering methods in combination with a statistical model selection criterion. The methods in question are the classical comb filtering method, a maximum likelihood method, and some filtering methods based on optimal filtering that have recently been proposed, while the model selection criterion is derived herein from the maximum a posteriori principle. The asymptotic properties of the optimal filtering methods are analyzed and an order-recursive efficient implementation is derived. Finally, the estimators have been compared in computer simulations that show that the optimal filtering methods perform well under various conditions. It has previously been demonstrated that the optimal filtering methods perform extremely well with respect to fundamental frequency estimation under adverse conditions, and this fact, combined with the new results on model order estimation and efficient implementation, suggests that these methods form an appealing alternative to classical methods for analyzing multi-pitch signals.
引用
收藏
页数:18
相关论文
共 50 条
  • [1] Joint fundamental frequency and order estimation using optimal filtering
    Mads Græsbøll Christensen
    Jesper Lisby Højvang
    Andreas Jakobsson
    Søren Holdt Jensen
    EURASIP Journal on Advances in Signal Processing, 2011
  • [2] FUNDAMENTAL FREQUENCY AND MODEL ORDER ESTIMATION USING SPATIAL FILTERING
    Karimian-Azari, Sam
    Jensen, Jesper Rindom
    Christensen, Mads Graesboll
    2014 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP), 2014,
  • [3] JOINT DOA AND FUNDAMENTAL FREQUENCY ESTIMATION BASED ON RELAXED ITERATIVE ADAPTIVE APPROACH AND OPTIMAL FILTERING
    Zhou, Zhenhua
    Christensen, M. G.
    Jensen, J. R.
    So, H. C.
    2013 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP), 2013, : 6812 - 6816
  • [4] A SINGLE SNAPSHOT OPTIMAL FILTERING METHOD FOR FUNDAMENTAL FREQUENCY ESTIMATION
    Jensen, Jesper Rindom
    Christensen, Mads Graesboll
    Jensen, Soren Holdt
    2011 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, 2011, : 4272 - 4275
  • [5] Joint high-resolution fundamental frequency and order estimation
    Christensen, Mads Graesboll
    Jakobsson, Andreas
    Jensen, Soren Holdt
    IEEE TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2007, 15 (05): : 1635 - 1644
  • [6] Robust Estimation of Fundamental Frequency using Single Frequency Filtering Approach
    Pannala, Vishala
    Aneeja, G.
    Kadiri, Sudarsana Reddy
    Yegnanarayana, B.
    17TH ANNUAL CONFERENCE OF THE INTERNATIONAL SPEECH COMMUNICATION ASSOCIATION (INTERSPEECH 2016), VOLS 1-5: UNDERSTANDING SPEECH PROCESSING IN HUMANS AND MACHINES, 2016, : 2155 - 2159
  • [7] Joint Spatio-Temporal Filtering Methods for DOA and Fundamental Frequency Estimation
    Jensen, Jesper Rindom
    Christensen, Mads Graesboll
    Benesty, Jacob
    Jensen, Soren Holdt
    IEEE-ACM TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2015, 23 (01) : 174 - 185
  • [8] JOINT DOA AND FUNDAMENTAL FREQUENCY ESTIMATION METHODS BASED ON 2-D FILTERING
    Jensen, Jesper Rindom
    Christensen, Mads Graesboll
    Jensen, Soren Holdt
    18TH EUROPEAN SIGNAL PROCESSING CONFERENCE (EUSIPCO-2010), 2010, : 2091 - 2095
  • [9] Power frequency estimation using sine filtering of optimal initial phase
    Guo, Fupei
    Yang, Bo
    Zheng, Wenfeng
    Liu, Shan
    MEASUREMENT, 2021, 186
  • [10] On Optimal Filter Designs for Fundamental Frequency Estimation
    Christensen, Mads Graesboll
    Jensen, Jesper Hojvang
    Jakobsson, Andreas
    Jensen, Soren Holdt
    IEEE SIGNAL PROCESSING LETTERS, 2008, 15 : 745 - 748