Mixed-excitation linear prediction

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Mixed-excitation linear prediction (MELP) is a United States Department of Defense speech coding standard used mainly in military applications and satellite communications, secure voice, and secure radio devices. Its standardization and later development was led and supported by NSA, and NATO.


The initial MELP was invented by Alan McCree around 1995 while a graduate student at the Center for Signal and Image Processing (CSIP) at Georgia Tech[1]. The technology was subsequently licensed to Atlanta Signal Processos Inc. (ASPI) (later acquired by Polycom), for commercial development. Subsequently, ASPI teamed with Texas Instruments to create the ASPI/GT/TI 2400 bit/s MELP. That initial speech coder was standardized in 1997 and was known as MIL-STD-3005. It surpassed other candidate vocoders in the US DoD competition, including: (a) Frequency Selective Harmonic Coder (FSHC), (b) Advanced Multi-Band Excitation (AMBE), (c) Enhanced Multiband Excitation (EMBE), (d) Sinusoid Transform Coder (STC), and (e) Subband LPC Coder (SBC). Due to its lower complexity[citation needed] than Waveform Interpolative (WI) coder, the MELP vocoder won the DoD competition and was selected for MIL-STD-3005.


Between 1998 and 2001, a new MELP-based vocoder was created at half the rate (i.e. 1200 bit/s) and substantial enhancements were added to the MIL-STD-3005 by SignalCom[2][3](later acquired by Microsoft), and AT&T Corporation, which included (a) additional new vocoder at half the rate (i.e. 1200 bit/s), (b) substantially improved encoding (analysis), (c) substantially improved decoding (synthesis), (d) Noise-Preprocessing for removing background noise, (e) transcoding between the 2400 bit/s and 1200 bit/s bitstreams, and (f) new postfilter. This fairly significant development was aimed to create a new coder at half the rate and have it interoperable with the old MELP standard. This enhanced-MELP (also known as MELPe) was adopted as the new MIL-STD-3005 in 2001 in form of annexes and supplements made to the original MIL-STD-3005, enabling the same quality as the old 2400 bit/s MELP's at half the rate. One of the greatest advantages of the new 2400 bit/s MELPe is that it shares the same bit format as MELP, and hence can interoperate with legacy MELP systems, but would deliver better quality at both ends. MELPe provides much better quality than all older military standards, especially in noisy environments such as battlefield and vehicles and aircraft.

STANAG-4591 (NATO)[edit]

In 2002, the US DoD MELPe was adopted also as NATO standard, known as STANAG-4591. As part of NATO testing for new NATO standard, MELPe was tested against other candidates such as France's HSX (Harmonic Stochastic eXcitation) and Turkey's SB-LPC (Split-Band Linear Predictive Coding), as well as the old secure voice standards such as FS1015 LPC-10e (2.4 kbit/s), FS1016 CELP (4.8 kbit/s) and CVSD (16 kbit/s). Subsequently, the MELPe won also the NATO competition, surpassing the quality of all other candidates as well as the quality of all old secure voice standards (CVSD, CELP and LPC-10e). The NATO competition concluded that MELPe[4] substantially improved performance (in terms of speech quality, intelligibility, and noise immunity), while reducing throughput requirements. The NATO testing also included interoperability tests, used over 200 hours of speech data, and was conducted by 2 test laboratories worldwide.

In 2005, a new 600 bit/s rate MELPe vocoder was added[5] to the NATO standard STANAG-4591 by Thales Group (France). and Lincoln Labs. BBN and General Dynamics also developed for DARPA a 300 bit/s MELP based device.

Compression level[edit]

MELPe is intended for the compression of speech. Given an audio input sampled at 8 kHz, the MELPe codec yields the following compression ratios over a 64 kbit/s μ-Law G.711 datastream, discounting the effects of protocol overhead:

Bitrate Compression ratio over G.711 Payload size Payload interval
2400 bit/s 26.7 X 54 bits 22.5 ms
1200 bit/s 53.3 X 81 bits 67.5 ms
600 bit/s 106.7 X 54 bits 90 ms

As with any low bitrate codec, reaching high levels of compression will involve a trade-off against distortion, delay, and channel error robustness, and also codec state recovery in the face of packet loss. Since the lower rates are superset of the 2400 bit/s rate, the algorithm complexity (MIPS) is about the same for all rates. The lower rates use increased frames and lookahead, as well as codebook size, therefore they require more memory.

Intellectual property rights[edit]

Note that MELPe (and/or its derivatives) is subject to IPR licensing from the following companies, Texas Instruments (2400 bit/s MELP algorithm / source code), Microsoft (1200 bit/s transcoder), Thales Group (600 bit/s rate), AT&T (Noise Pre-Processor NPP).

See also[edit]


  1. ^ US Patent 6122608 Method for switched-predictive quantization
  2. ^ U.S. Patent Number 5,699,477 Mixed Excitation Linear Prediction with Fractional Pitch
  3. ^ U.S. Patent Number 5,794,180 Signal Quantizer wherein Average Level Replaces Subframe
  4. ^ US Patent 6453287 Apparatus and quality enhancement algorithm for mixed excitation linear predictive (MELP) and other speech coders
  5. ^ US Patent Application 20040153317 600 Bps mixed excitation linear prediction transcoding