Methods and apparatuses for signaling with geometric constellations in a raleigh fading channel

• US 9,743,290 B2
• Filed: 11/16/2015
• Issued: 08/22/2017
• Est. Priority Date: 06/05/2007
• Status: Active Grant

• Current Assignee: Constellation Designs, LLC (FIG LLC (d/b/a Fortress Investment Group LLC))
• Original Assignee: Constellations Designs, Inc.
• Inventors: Barsoum, Maged F., Jones, Christopher R.
• Primary Examiner(s): Bocure, Tesfaldet
• Application Number:
  US14/943,003
• Publication Number:
  US 20160309342A1
• Time in Patent Office: 645 Days
• Field of Search: 375259, 375260, 375261, 375262, 375268, 375269, 375295, 375298, 375279, 375280, 375329, 375308, 375316, 375340, 375341, 375332, 329304
• CPC Class Codes: H04L 1/0003 by switching between different modulation schemes
• CPC Class Codes: H04L 1/0009 by adapting the channel coding H04L1/1812 takes precedence
• CPC Class Codes: H04L 27/3405 Modifications of the signal space to increase the efficiency of transmission, e.g. reduction of the bit error rate, bandwidth, or average power
• CPC Class Codes: H04L 5/006 Quality of the received signal, e.g. BER, SNR, water filling
• CPC Class Codes: H04W 24/02 Arrangements for optimising operational condition
• CPC Class Codes: H04W 72/0453 Resources in frequency domain, e.g. a carrier in FDMA
• CPC Class Codes: H04W 72/0473 the resource being transmission power

Abstract

Communication systems are described that use signal constellations, which have unequally spaced (i.e. ‘geometrically’ shaped) points. In many embodiments, the communication systems use specific geometric constellations that are capacity optimized at a specific SNR, over the Raleigh fading channel. In addition, ranges within which the constellation points of a capacity optimized constellation can be perturbed and are still likely to achieve a given percentage of the optimal capacity increase compared to a constellation that maximizes d_min, are also described. Capacity measures that are used in the selection of the location of constellation points include, but are not limited to, parallel decode (PD) capacity and joint capacity.

Claims

1. A digital communication system, comprising:

a transmitter configured to transmit signals to a receiver via a communication channel;

wherein the transmitter, comprises;

a coder configured to receive user bits and output encoded bits at an expanded output encoded bit rate;

a mapper configured to map encoded bits to symbols in a symbol constellation;

a modulator configured to generate a signal for transmission via the communication channel using symbols generated by the mapper;

wherein the receiver, comprises;

a demodulator configured to demodulate the received signal via the communication channel;

a demapper configured to estimate likelihoods from the a demodulated signal;

a decoder that is configured to estimate decoded bits from the likelihoods generated by the demapper; and

wherein the symbol constellation is a non-uniform QAM constellation formed by orthogonalizing a first PAM-32 symbol constellation and a second PAM-32 symbol constellation, wherein the first PAM-32 symbol constellation achieves at least 50% of the gain in parallel decode capacity at a given SNR achieved by a non-uniform PAM-32 symbol constellation optimized for parallel decode capacity at the given SNR relative to a uniform PAM-32 symbol constellation.

2. The digital communication system of claim 1, wherein the first PAM-32 symbol constellation and the second PAM-32 symbol constellation are identical.

3. The digital communication system of claim 1, wherein the first PAM-32 symbol constellation comprises a set of constellation points where each point is within 6.1114×

10<sup>−

2</sup> from the following constellation points;

−

1.4547, −

1.1665, −

0.9897, −

1.0006, −

0.6848, −

0.6937, −

0.7234, −

0.7234, −

0.1871, −

0.1876, −

0.1891, −

0.1891, −

0.3177, −

0.3177, −

0.3177, −

0.3177, 1.4547, 1.1665, 0.9897, 1.0006, 0.6848, 0.6937, 0.7234, 0.7234, 0.1871, 0.1877, 0.1891, 0.1891, 0.3177, 0.3177, 0.3177, 0.3177.

4. The digital communication system of claim 1, wherein the first PAM-32 symbol constellation achieves at least 90% of the gain in parallel decode capacity of the given parallel decode capacity achieved by a non-uniform PAM-32 symbol constellation optimized for parallel decode capacity at the given SNR relative to a uniform PAM-32 symbol constellation, and wherein the first PAM-32 symbol constellation comprises a set of constellation points where each point is within 2.6307×

10<sup>−

2</sup> from the following constellation points;

−

1.4547, −

1.1665, −

0.9897, −

1.0006, −

0.6848, −

0.6937, −

0.7234, −

0.7234, −

0.1871, −

0.1876, −

0.1891, −

0.1891, −

0.3177, −

0.3177, −

0.3177, −

0.3177, 1.4547, 1.1665, 0.9897, 1.0006, 0.6848, 0.6937, 0.7234, 0.7234, 0.1871, 0.1877, 0.1891, 0.1891, 0.3177, 0.3177, 0.3177, 0.3177.

5. The digital communication system of claim 1, wherein the first PAM-32 symbol constellation achieves 100% of the gain in parallel decode capacity of the given parallel decode capacity achieved by a non-uniform PAM-32 symbol constellation optimized for parallel decode capacity at the given SNR relative to a uniform PAM-32 symbol constellation, and wherein the first PAM-32 symbol constellation comprises the following set of constellation points:

−

1.454, −

1.1665, −

0.9897, −

1.0006, −

0.6848, −

0.6937, −

0.7234, −

0.7234, −

0.1871, −

0.1876, −

0.1891, −

0.1891, −

0.3177, −

0.3177, −

0.3177, −

0.3177, 1.4547, 1.1665, 0.9897, 1.0006, 0.6848, 0.6937, 0.7234, 0.7234, 0.1871, 0.1877, 0.1891, 0.1891, 0.3177, 0.3177, 0.3177, 0.3177.

6. The digital communication system of claim 1, wherein the first PAM-32 symbol constellation comprises a set of constellation points where each point is within 4.9358×

10<sup>−

2</sup> from the following constellation points;

−

1.4861, −

1.2153, −

0.9597, −

1.0028, −

0.6382, −

0.6391, −

0.7071, −

0.7071, −

0.1438, −

0.1438, −

0.1438, −

0.1438, −

0.3527, −

0.3527, −

0.3465, −

0.3480, 1.4865, 1.2153, 0.9597, 1.0028, 0.6382, 0.6390, 0.7071, 0.7071, 0.1437, 0.1437, 0.1437, 0.1437, 0.3527, 0.3527, 0.3465, 0.3466.

7. The digital communication system of claim 1, wherein the first PAM-32 symbol constellation achieves at least 90% of the gain in parallel decode capacity of the given parallel decode capacity achieved by a non-uniform PAM-32 symbol constellation optimized for parallel decode capacity at the given SNR relative to a uniform PAM-32 symbol constellation, and wherein the first PAM-32 symbol constellation comprises a set of constellation points where each point is within 2.3052×

10<sup>−

2</sup> from the following constellation points;

−

1.4861, −

1.2153, −

0.9597, −

1.0028, −

0.6382, −

0.6391, −

0.7071, −

0.7071, −

0.1438, −

0.1438, −

0.1438, −

0.1438, −

0.3527, −

0.3527, −

0.3465, −

0.3480, 1.4865, 1.2153, 0.9597, 1.0028, 0.6382, 0.6390, 0.7071, 0.7071, 0.1437, 0.1437, 0.1437, 0.1437, 0.3527, 0.3527, 0.3465, 0.3466.

8. The digital communication system of claim 1, wherein the first PAM-32 symbol constellation achieves 100% of the gain in parallel decode capacity of the given parallel decode capacity achieved by a non-uniform PAM-32 symbol constellation optimized for parallel decode capacity at the given SNR relative to a uniform PAM-32 symbol constellation, and wherein the first PAM-32 symbol constellation comprises the following set of constellation points:

−

1.4861, −

1.2153, −

0.9597, −

1.0028, −

0.6382, −

0.6391, −

0.7071, −

0.7071, −

0.1438, −

0.1438, −

0.1438, −

0.1438, −

0.3527, −

0.3527, −

0.3465, −

0.3480, 1.4865, 1.2153, 0.9597, 1.0028, 0.6382, 0.6390, 0.7071, 0.7071, 0.1437, 0.1437, 0.1437, 0.1437, 0.3527, 0.3527, 0.3465, 0.3466.

9. The digital communication system of claim 1, wherein the first PAM-32 symbol constellation comprises a set of constellation points where each point is within 4.7674×

10<sup>−

2</sup> from the following constellation points;

−

1.5023, −

1.2278, −

0.9434, −

1.0038, −

0.6110, −

0.6110, −

0.7176, −

0.7108, −

0.1288, −

0.1288, −

0.1301, −

0.1301, −

0.3659, −

0.3659, −

0.3439, −

0.3441, 1.5024, 1.2278, 0.9433, 1.0037, 0.6109, 0.6109, 0.7175, 0.7108, 0.1288, 0.1289, 0.1301, 0.1301, 0.3659, 0.3659, 0.3439, 0.3441.

10. The digital communication system of claim 1, wherein the first PAM-32 symbol constellation achieves at least 90% of the gain in parallel decode capacity of the given parallel decode capacity achieved by a non-uniform PAM-32 symbol constellation optimized for parallel decode capacity at the given SNR relative to a uniform PAM-32 symbol constellation, and wherein the first PAM-32 symbol constellation comprises a set of constellation points where each point is 1.9874×

10<sup>−

2</sup> from the following constellation points;

−

1.5023, −

1.2278, −

0.9434, −

1.0038, −

0.6110, −

0.6110, −

0.7176, −

0.7108, −

0.1288, −

0.1288, −

0.1301, −

0.1301, −

0.3659, −

0.3659, −

0.3439, −

0.3441, 1.5024, 1.2278, 0.9433, 1.0037, 0.6109, 0.6109, 0.7175, 0.7108, 0.1288, 0.1289, 0.1301, 0.1301, 0.3659, 0.3659, 0.3439, 0.3441.

11. The digital communication system of claim 1, wherein the first PAM-32 symbol constellation achieves 100% of the gain in parallel decode capacity of the given parallel decode capacity achieved by a non-uniform PAM-32 symbol constellation optimized for parallel decode capacity at the given SNR relative to a uniform PAM-32 symbol constellation, and wherein the first PAM-32 symbol constellation comprises the following set of constellation points:

−

1.5023, −

1.2278, −

0.9434, −

1.0038, −

0.6110, −

0.6110, −

0.7176, −

0.7108, −

0.1288, −

0.1288, −

0.1301, −

0.1301, −

0.3659, −

0.3659, −

0.3439, −

0.3441, 1.5024, 1.2278, 0.9433, 1.0037, 0.6109, 0.6109, 0.7175, 0.7108, 0.1288, 0.1289, 0.1301, 0.1301, 0.3659, 0.3659, 0.3439, 0.3441.

12. The digital communication system of claim 1, wherein the first PAM-32 symbol constellation comprises a set of constellation points where each point is within 3.8751×

10<sup>−

2</sup> from the following constellation points;

−

1.5003, −

1.2326, −

0.9288, −

1.0219, −

0.5860, −

0.5860, −

0.7430, −

0.7215, −

0.1015, −

0.1016, −

0.1366, −

0.1366, −

0.3901, −

0.3901, −

0.3167, −

0.3170, 1.5005, 1.2327, 0.9289, 1.0219, 0.5860, 0.5860, 0.7429, 0.7216, 0.1015, 0.1015, 0.1366, 0.1366, 0.3900, 0.3900, 0.3167, 0.3169.

13. The digital communication system of claim 1, wherein the first PAM-32 symbol constellation achieves at least 90% of the gain in parallel decode capacity of the given parallel decode capacity achieved by a non-uniform PAM-32 symbol constellation optimized for parallel decode capacity at the given SNR relative to a uniform PAM-32 symbol constellation, and wherein the first PAM-32 symbol constellation comprises a set of constellation points where each point is 1.6963×

10<sup>−

2</sup> from the following constellation points;

−

1.5003, −

1.2326, −

0.9288, −

1.0219, −

0.5860, −

0.5860, −

0.7430, −

0.7215, −

0.1015, −

0.1016, −

0.1366, −

0.1366, −

0.3901, −

0.3901, −

0.3167, −

0.3170, 1.5005, 1.2327, 0.9289, 1.0219, 0.5860, 0.5860, 0.7429, 0.7216, 0.1015, 0.1015, 0.1366, 0.1366, 0.3900, 0.3900, 0.3167, 0.3169.

14. The digital communication system of claim 1, wherein the first PAM-32 symbol constellation achieves 100% of the gain in parallel decode capacity of the given parallel decode capacity achieved by a non-uniform PAM-32 symbol constellation optimized for parallel decode capacity at the given SNR relative to a uniform PAM-32 symbol constellation, and wherein the first PAM-32 symbol constellation comprises the following set of constellation points:

−

1.5003, −

1.2326, −

0.9288, −

1.0219, −

0.5860, −

0.5860, −

0.7430, −

0.7215, −

0.1015, −

0.1016, −

0.1366, −

0.1366, −

0.3901, −

0.3901, −

0.3167, −

0.3170, 1.5005, 1.2327, 0.9289, 1.0219, 0.5860, 0.5860, 0.7429, 0.7216, 0.1015, 0.1015, 0.1366, 0.1366, 0.3900, 0.3900, 0.3167, 0.3169.

15. The digital communication system of claim 1, wherein the first PAM-32 symbol constellation comprises a set of constellation points where each point is within 2.9715×

10<sup>−

2</sup> from the following constellation points;

−

1.4779, −

1.2277, −

0.9207, −

1.0362, −

0.5802, −

0.5878, −

0.7625, −

0.7207, −

0.0757, −

0.0757, −

0.1632, −

0.1632, −

0.4185, −

0.4177, −

0.3083, −

0.3083, 1.4779, 1.2276, 0.9208, 1.0361, 0.5802, 0.5878, 0.7625, 0.7207, 0.0758, 0.0758, 0.1632, 0.1632, 0.4184, 0.4177, 0.3083, 0.3083.

16. The digital communication system of claim 1, wherein the first PAM-32 symbol constellation achieves at least 90% of the gain in parallel decode capacity of the given parallel decode capacity achieved by a non-uniform PAM-32 symbol constellation optimized for parallel decode capacity at the given SNR relative to a uniform PAM-32 symbol constellation, and wherein the first PAM-32 symbol constellation comprises a set of constellation points where each point is 1.3058×

10<sup>−

2</sup> from the following constellation points;

−

1.4779, −

1.2277, −

0.9207, −

1.0362, −

0.5802, −

0.5878, −

0.7625, −

0.7207, −

0.0757, −

0.0757, −

0.1632, −

0.1632, −

0.4185, −

0.4177, −

0.3083, −

0.3083, 1.4779, 1.2276, 0.9208, 1.0361, 0.5802, 0.5878, 0.7625, 0.7207, 0.0758, 0.0758, 0.1632, 0.1632, 0.4184, 0.4177, 0.3083, 0.3083.

17. The digital communication system of claim 1, wherein the first PAM-32 symbol constellation achieves 100% of the gain in parallel decode capacity of the given parallel decode capacity achieved by a non-uniform PAM-32 symbol constellation optimized for parallel decode capacity at the given SNR relative to a uniform PAM-32 symbol constellation, and wherein the first PAM-32 symbol constellation comprises the following set of constellation points:

−

1.4779, −

1.2277, −

0.9207, −

1.0362, −

0.5802, −

0.5878, −

0.7625, −

0.7207, −

0.0757, −

0.0757, −

0.1632, −

0.1632, −

0.4185, −

0.4177, −

0.3083, −

0.3083, 1.4779, 1.2276, 0.9208, 1.0361, 0.5802, 0.5878, 0.7625, 0.7207, 0.0758, 0.0758, 0.1632, 0.1632, 0.4184, 0.4177, 0.3083, 0.3083.

18. The digital communication system of claim 1, wherein the first PAM-32 symbol constellation comprises a set of constellation points where each point is within 2.8949×

10<sup>−

2</sup> from the following constellation points;

−

1.4700, −

1.2271, −

0.9199, −

1.0418, −

0.5753, −

0.5899, −

0.7720, −

0.7166, −

0.0710, −

0.0710, −

0.1686, −

0.1686, −

0.4245, −

0.4221, −

0.3073, −

0.3074, 1.4677, 1.2269, 0.9198, 1.0416, 0.5754, 0.5899, 0.7719, 0.7166, 0.0711, 0.0711, 0.1687, 0.1687, 0.4246, 0.4222, 0.3074, 0.3075.

19. The digital communication system of claim 1, wherein the first PAM-32 symbol constellation achieves at least 90% of the gain in parallel decode capacity of the given parallel decode capacity achieved by a non-uniform PAM-32 symbol constellation optimized for parallel decode capacity at the given SNR relative to a uniform PAM-32 symbol constellation, and wherein the first PAM-32 symbol constellation comprises a set of constellation points where each point is 1.1871×

10<sup>−

2</sup> from the following constellation points;

−

1.4700, −

1.2271, −

0.9199, −

1.0418, −

0.5753, −

0.5899, −

0.7720, −

0.7166, −

0.0710, −

0.0710, −

0.1686, −

0.1686, −

0.4245, −

0.4221, −

0.3073, −

0.3074, 1.4677, 1.2269, 0.9198, 1.0416, 0.5754, 0.5899, 0.7719, 0.7166, 0.0711, 0.0711, 0.1687, 0.1687, 0.4246, 0.4222, 0.3074, 0.3075.

20. The digital communication system of claim 1, wherein the first PAM-32 symbol constellation achieves 100% of the gain in parallel decode capacity of the given parallel decode capacity achieved by a non-uniform PAM-32 symbol constellation optimized for parallel decode capacity at the given SNR relative to a uniform PAM-32 symbol constellation, and wherein the first PAM-32 symbol constellation comprises the following set of constellation points:

−

1.4700, −

1.2271, −

0.9199, −

1.0418, −

0.5753, −

0.5899, −

0.7720, −

0.7166, −

0.0710, −

0.0710, −

0.1686, −

0.1686, −

0.4245, −

0.4221, −

0.3073, −

0.3074, 1.4677, 1.2269, 0.9198, 1.0416, 0.5754, 0.5899, 0.7719, 0.7166, 0.0711, 0.0711, 0.1687, 0.1687, 0.4246, 0.4222, 0.3074, 0.3075.

21. The digital communication system of claim 1, wherein the first PAM-32 symbol constellation comprises a set of constellation points where each point is within 2.0371×

10<sup>−

2</sup> from the following constellation points;

−

1.4459, −

1.2257, −

0.9275, −

1.0560, −

0.5517, −

0.6082, −

0.8006, −

0.7125, −

0.0628, −

0.0637, −

0.1743, −

0.1712, −

0.4396, −

0.4097, −

0.2947, −

0.3057, 1.4457, 1.2256, 0.9274, 1.0560, 0.5516, 0.6082, 0.8005, 0.7125, 0.0629, 0.0638, 0.1744, 0.1713, 0.4396, 0.4098, 0.2949, 0.3058.

22. The digital communication system of claim 1, wherein the first PAM-32 symbol constellation achieves at least 90% of the gain in parallel decode capacity of the given parallel decode capacity achieved by a non-uniform PAM-32 symbol constellation optimized for parallel decode capacity at the given SNR relative to a uniform PAM-32 symbol constellation, and wherein the first PAM-32 symbol constellation comprises a set of constellation points where each point is 0.9726×

10<sup>−

2</sup> from the following constellation points;

−

1.4459, −

1.2257, −

0.9275, −

1.0560, −

0.5517, −

0.6082, −

0.8006, −

0.7125, −

0.0628, −

0.0637, −

0.1743, −

0.1712, −

0.4396, −

0.4097, −

0.2947, −

0.3057, 1.4457, 1.2256, 0.9274, 1.0560, 0.5516, 0.6082, 0.8005, 0.7125, 0.0629, 0.0638, 0.1744, 0.1713, 0.4396, 0.4098, 0.2949, 0.3058.

23. The digital communication system of claim 1, wherein the first PAM-32 symbol constellation achieves 100% of the gain in parallel decode capacity of the given parallel decode capacity achieved by a non-uniform PAM-32 symbol constellation optimized for parallel decode capacity at the given SNR relative to a uniform PAM-32 symbol constellation, and wherein the first PAM-32 symbol constellation comprises the following set of constellation points:

−

1.4459, −

1.2257, −

0.9275, −

1.0560, −

0.5517, −

0.6082, −

0.8006, −

0.7125, −

0.0628, −

0.0637, −

0.1743, −

0.1712, −

0.4396, −

0.4097, −

0.2947, −

0.3057, 1.4457, 1.2256, 0.9274, 1.0560, 0.5516, 0.6082, 0.8005, 0.7125, 0.0629, 0.0638, 0.1744, 0.1713, 0.4396, 0.4098, 0.2949, 0.3058.

24. The digital communication system of claim 1, wherein the first PAM-32 symbol constellation comprises a set of constellation points where each point is within 1.6887×

10<sup>−

2</sup> from the following constellation points;

−

1.4100, −

1.2114, −

0.9340, −

1.0567, −

0.5593, −

0.6315, −

0.8180, −

0.7261, −

0.0437, −

0.0791, −

0.1969, −

0.1577, −

0.4687, −

0.4099, −

0.2822, −

0.3293, 1.4100, 1.2114, 0.9340, 1.0567, 0.5593, 0.6315, 0.8180, 0.7261, 0.0436, 0.0791, 0.1969, 0.1577, 0.4687, 0.4099, 0.2822, 0.3292.

25. The digital communication system of claim 1, wherein the first PAM-32 symbol constellation achieves at least 90% of the gain in parallel decode capacity of the given parallel decode capacity achieved by a non-uniform PAM-32 symbol constellation optimized for parallel decode capacity at the given SNR relative to a uniform PAM-32 symbol constellation, and wherein the first PAM-32 symbol constellation comprises a set of constellation points where each point is 0.7390×

10<sup>−

2</sup> from the following constellation points;

−

1.4100, −

1.2114, −

0.9340, −

1.0567, −

0.5593, −

0.6315, −

0.8180, −

0.7261, −

0.0437, −

0.0791, −

0.1969, −

0.1577, −

0.4687, −

0.4099, −

0.2822, −

0.3293, 1.4100, 1.2114, 0.9340, 1.0567, 0.5593, 0.6315, 0.8180, 0.7261, 0.0436, 0.0791, 0.1969, 0.1577, 0.4687, 0.4099, 0.2822, 0.3292.

26. The digital communication system of claim 1, wherein the first PAM-32 symbol constellation achieves 100% of the gain in parallel decode capacity of the given parallel decode capacity achieved by a non-uniform PAM-32 symbol constellation optimized for parallel decode capacity at the given SNR relative to a uniform PAM-32 symbol constellation, and wherein the first PAM-32 symbol constellation comprises the following set of constellation points:

−

1.4100, −

1.2114, −

0.9340, −

1.0567, −

0.5593, −

0.6315, −

0.8180, −

0.7261, −

0.0437, −

0.0791, −

0.1969, −

0.1577, −

0.4687, −

0.4099, −

0.2822, −

0.3293, 1.4100, 1.2114, 0.9340, 1.0567, 0.5593, 0.6315, 0.8180, 0.7261, 0.0436, 0.0791, 0.1969, 0.1577, 0.4687, 0.4099, 0.2822, 0.3292.

27. The digital communication system of claim 1, wherein the first PAM-32 symbol constellation comprises a set of constellation points where each point is within 1.0837×

10<sup>−

2</sup> from the following constellation points;

−

1.3701, −

1.1930, −

0.9383, −

1.0532, −

0.5751, −

0.6518, −

0.8316, −

0.7407, −

0.0357, −

0.0916, −

0.2175, −

0.1599, −

0.4931, −

0.4252, −

0.2903, −

0.3516, 1.3701, 1.1930, 0.9383, 1.0532, 0.5751, 0.6518, 0.8316, 0.7407, 0.0357, 0.0916, 0.2175, 0.1599, 0.4931, 0.4252, 0.2903, 0.3516.

28. The digital communication system of claim 1, wherein the first PAM-32 symbol constellation achieves at least 90% of the gain in parallel decode capacity of the given parallel decode capacity achieved by a non-uniform PAM-32 symbol constellation optimized for parallel decode capacity at the given SNR relative to a uniform PAM-32 symbol constellation, and wherein the first PAM-32 symbol constellation comprises a set of constellation points where each point is 0.4672×

10<sup>−

2</sup> from the following constellation points;

−

1.3701, −

1.1930, −

0.9383, −

1.0532, −

0.5751, −

0.6518, −

0.8316, −

0.7407, −

0.0357, −

0.0916, −

0.2175, −

0.1599, −

0.4931, −

0.4252, −

0.2903, −

0.3516, 1.3701, 1.1930, 0.9383, 1.0532, 0.5751, 0.6518, 0.8316, 0.7407, 0.0357, 0.0916, 0.2175, 0.1599, 0.4931, 0.4252, 0.2903, 0.3516.

29. The digital communication system of claim 1, wherein the first PAM-32 symbol constellation achieves 100% of the gain in parallel decode capacity of the given parallel decode capacity achieved by a non-uniform PAM-32 symbol constellation optimized for parallel decode capacity at the given SNR relative to a uniform PAM-32 symbol constellation, and wherein the first PAM-32 symbol constellation comprises the following set of constellation points:

−

1.3701, −

1.1930, −

0.9383, −

1.0532, −

0.5751, −

0.6518, −

0.8316, −

0.7407, −

0.0357, −

0.0916, −

0.2175, −

0.1599, −

0.4931, −

0.4252, −

0.2903, −

0.3516, 1.3701, 1.1930, 0.9383, 1.0532, 0.5751, 0.6518, 0.8316, 0.7407, 0.0357, 0.0916, 0.2175, 0.1599, 0.4931, 0.4252, 0.2903, 0.3516.

30. The digital communication system of claim 1, wherein the first PAM-32 symbol constellation comprises a set of constellation points where each point is within 0.7084×

10<sup>−

2</sup> from the following constellation points;

−

1.3295, −

1.1740, −

0.9426, −

1.0490, −

0.5927, −

0.6709, −

0.8440, −

0.7558, −

0.0342, −

0.0985, −

0.2317, −

0.1663, −

0.5143, −

0.4424, −

0.3021, −

0.3699, 1.3295, 1.1739, 0.9426, 1.0490, 0.5927, 0.6709, 0.8440, 0.7558, 0.0342, 0.0985, 0.2317, 0.1663, 0.5144, 0.4424, 0.3021, 0.3664.

31. The digital communication system of claim 1, wherein the first PAM-32 symbol constellation achieves at least 90% of the gain in parallel decode capacity of the given parallel decode capacity achieved by a non-uniform PAM-32 symbol constellation optimized for parallel decode capacity at the given SNR relative to a uniform PAM-32 symbol constellation, and wherein the first PAM-32 symbol constellation comprises a set of constellation points where each point is 0.3063×

10<sup>−

2</sup> from the following constellation points;

−

1.3295, −

1.1740, −

0.9426, −

1.0490, −

0.5927, −

0.6709, −

0.8440, −

0.7558, −

0.0342, −

0.0985, −

0.2317, −

0.1663, −

0.5143, −

0.4424, −

0.3021, −

0.3699, 1.3295, 1.1739, 0.9426, 1.0490, 0.5927, 0.6709, 0.8440, 0.7558, 0.0342, 0.0985, 0.2317, 0.1663, 0.5144, 0.4424, 0.3021, 0.3664.

32. The digital communication system of claim 1, wherein the first PAM-32 symbol constellation achieves 100% of the gain in parallel decode capacity of the given parallel decode capacity achieved by a non-uniform PAM-32 symbol constellation optimized for parallel decode capacity at the given SNR relative to a uniform PAM-32 symbol constellation, and wherein the first PAM-32 symbol constellation comprises the following set of constellation points:

−

1.3295, −

1.1740, −

0.9426, −

1.0490, −

0.5927, −

0.6709, −

0.8440, −

0.7558, −

0.0342, −

0.0985, −

0.2317, −

0.1663, −

0.5143, −

0.4424, −

0.3021, −

0.3699, 1.3295, 1.1739, 0.9426, 1.0490, 0.5927, 0.6709, 0.8440, 0.7558, 0.0342, 0.0985, 0.2317, 0.1663, 0.5144, 0.4424, 0.3021, 0.3664.

33. The digital communication system of claim 1, wherein the first PAM-32 symbol constellation achieves at least 90% of the gain in parallel decode capacity of the given parallel decode capacity achieved by a non-uniform PAM-32 symbol constellation optimized for parallel decode capacity at the given SNR relative to a uniform PAM-32 symbol constellation, and wherein the first PAM-32 symbol constellation comprises a set of constellation points where each point is 0.3063×

10<sup>−

2</sup> from the following constellation points;

−

1.3295, −

1.1740, −

0.9426, −

1.0490, −

0.5927, −

0.6709, −

0.8440, −

0.7558, −

0.0342, −

0.0985, −

0.2317, −

0.1663, −

0.5143, −

0.4424, −

0.3021, −

0.3699, 1.3295, 1.1739, 0.9426, 1.0490, 0.5927, 0.6709, 0.8440, 0.7558, 0.0342, 0.0985, 0.2317, 0.1663, 0.5144, 0.4424, 0.3021, 0.3664.

34. A digital communication system, comprising:

a transmitter configured to transmit signals via a communication channel, wherein the transmitter, comprises;

a coder configured to receive user bits and output encoded bits at an expanded output encoded bit rate;

a mapper configured to map encoded bits to symbols in a symbol constellation;

a modulator configured to generate a signal for transmission via the communication channel using symbols generated by the mapper;

wherein the symbol constellation is a non-uniform QAM constellation formed by orthogonalizing a first PAM-32 symbol constellation and a second PAM-32 symbol constellation, wherein the first PAM-32 symbol constellation achieves at least 50% of the gain in parallel decode capacity at a given SNR achieved by a non-uniform PAM-32 symbol constellation optimized for parallel decode capacity at the given SNR relative to a uniform PAM-32 symbol constellation.

35. The digital communication system of claim 34, wherein the first PAM-32 symbol constellation and the second PAM-32 symbol constellation are identical.

36. The digital communication system of claim 34, wherein the first PAM-32 symbol constellation comprises a set of constellation points where each point is within 6.1114×

10<sup>−

2</sup> from the following constellation points;

−

1.4547, −

1.1665, −

0.9897, −

1.0006, −

0.6848, −

0.6937, −

0.7234, −

0.7234, −

0.1871, −

0.1876, −

0.1891, −

0.1891, −

0.3177, −

0.3177, −

0.3177, −

0.3177, 1.4547, 1.1665, 0.9897, 1.0006, 0.6848, 0.6937, 0.7234, 0.7234, 0.1871, 0.1877, 0.1891, 0.1891, 0.3177, 0.3177, 0.3177, 0.3177.

37. The digital communication system of claim 34, wherein the first PAM-32 symbol constellation achieves at least 90% of the gain in parallel decode capacity of the given parallel decode capacity achieved by a non-uniform PAM-32 symbol constellation optimized for parallel decode capacity at the given SNR relative to a uniform PAM-32 symbol constellation, and wherein the first PAM-32 symbol constellation comprises a set of constellation points where each point is within 2.6307×

10<sup>−

2</sup> from the following constellation points;

−

1.4547, −

1.1665, −

0.9897, −

1.0006, −

0.6848, −

0.6937, −

0.7234, −

0.7234, −

0.1871, −

0.1876, −

0.1891, −

0.1891, −

0.3177, −

0.3177, −

0.3177, −

0.3177, 1.4547, 1.1665, 0.9897, 1.0006, 0.6848, 0.6937, 0.7234, 0.7234, 0.1871, 0.1877, 0.1891, 0.1891, 0.3177, 0.3177, 0.3177, 0.3177.

38. The digital communication system of claim 34, wherein the first PAM-32 symbol constellation achieves 100% of the gain in parallel decode capacity of the given parallel decode capacity achieved by a non-uniform PAM-32 symbol constellation optimized for parallel decode capacity at the given SNR relative to a uniform PAM-32 symbol constellation, and wherein the first PAM-32 symbol constellation comprises the following set of constellation points:

−

1.454, −

1.1665, −

0.9897, −

1.0006, −

0.6848, −

0.6937, −

0.7234, −

0.7234, −

0.1871, −

0.1876, −

0.1891, −

0.1891, −

0.3177, −

0.3177, −

0.3177, −

0.3177, 1.4547, 1.1665, 0.9897, 1.0006, 0.6848, 0.6937, 0.7234, 0.7234, 0.1871, 0.1877, 0.1891, 0.1891, 0.3177, 0.3177, 0.3177, 0.3177.

39. The digital communication system of claim 34, wherein the first PAM-32 symbol constellation comprises a set of constellation points where each point is within 4.9358×

10<sup>−

2</sup> from the following constellation points;

−

1.4861, −

1.2153, −

0.9597, −

1.0028, −

0.6382, −

0.6391, −

0.7071, −

0.7071, −

0.1438, −

0.1438, −

0.1438, −

0.1438, −

0.3527, −

0.3527, −

0.3465, −

0.3480, 1.4865, 1.2153, 0.9597, 1.0028, 0.6382, 0.6390, 0.7071, 0.7071, 0.1437, 0.1437, 0.1437, 0.1437, 0.3527, 0.3527, 0.3465, 0.3466.

40. The digital communication system of claim 34, wherein the first PAM-32 symbol constellation achieves at least 90% of the gain in parallel decode capacity of the given parallel decode capacity achieved by a non-uniform PAM-32 symbol constellation optimized for parallel decode capacity at the given SNR relative to a uniform PAM-32 symbol constellation, and wherein the first PAM-32 symbol constellation comprises a set of constellation points where each point is within 2.3052×

10<sup>−

2</sup> from the following constellation points;

−

1.4861, −

1.2153, −

0.9597, −

1.0028, −

0.6382, −

0.6391, −

0.7071, −

0.7071, −

0.1438, −

0.1438, −

0.1438, −

0.1438, −

0.3527, −

0.3527, −

0.3465, −

0.3480, 1.4865, 1.2153, 0.9597, 1.0028, 0.6382, 0.6390, 0.7071, 0.7071, 0.1437, 0.1437, 0.1437, 0.1437, 0.3527, 0.3527, 0.3465, 0.3466.

41. The digital communication system of claim 34, wherein the first PAM-32 symbol constellation achieves 100% of the gain in parallel decode capacity of the given parallel decode capacity achieved by a non-uniform PAM-32 symbol constellation optimized for parallel decode capacity at the given SNR relative to a uniform PAM-32 symbol constellation, and wherein the first PAM-32 symbol constellation comprises the following set of constellation points:

−

1.4861, −

1.2153, −

0.9597, −

1.0028, −

0.6382, −

0.6391, −

0.7071, −

0.7071, −

0.1438, −

0.1438, −

0.1438, −

0.1438, −

0.3527, −

0.3527, −

0.3465, −

0.3480, 1.4865, 1.2153, 0.9597, 1.0028, 0.6382, 0.6390, 0.7071, 0.7071, 0.1437, 0.1437, 0.1437, 0.1437, 0.3527, 0.3527, 0.3465, 0.3466.

42. The digital communication system of claim 34, wherein the first PAM-32 symbol constellation comprises a set of constellation points where each point is within 4.7674×

10<sup>−

2</sup> from the following constellation points;

−

1.5023, −

1.2278, −

0.9434, −

1.0038, −

0.6110, −

0.6110, −

0.7176, −

0.7108, −

0.1288, −

0.1288, −

0.1301, −

0.1301, −

0.3659, −

0.3659, −

0.3439, −

0.3441, 1.5024, 1.2278, 0.9433, 1.0037, 0.6109, 0.6109, 0.7175, 0.7108, 0.1288, 0.1289, 0.1301, 0.1301, 0.3659, 0.3659, 0.3439, 0.3441.

43. The digital communication system of claim 34, wherein the first PAM-32 symbol constellation achieves at least 90% of the gain in parallel decode capacity of the given parallel decode capacity achieved by a non-uniform PAM-32 symbol constellation optimized for parallel decode capacity at the given SNR relative to a uniform PAM-32 symbol constellation, and wherein the first PAM-32 symbol constellation comprises a set of constellation points where each point is 1.9874×

10<sup>−

2</sup> from the following constellation points;

−

1.5023, −

1.2278, −

0.9434, −

1.0038, −

0.6110, −

0.6110, −

0.7176, −

0.7108, −

0.1288, −

0.1288, −

0.1301, −

0.1301, −

0.3659, −

0.3659, −

0.3439, −

0.3441, 1.5024, 1.2278, 0.9433, 1.0037, 0.6109, 0.6109, 0.7175, 0.7108, 0.1288, 0.1289, 0.1301, 0.1301, 0.3659, 0.3659, 0.3439, 0.3441.

44. The digital communication system of claim 34, wherein the first PAM-32 symbol constellation achieves 100% of the gain in parallel decode capacity of the given parallel decode capacity achieved by a non-uniform PAM-32 symbol constellation optimized for parallel decode capacity at the given SNR relative to a uniform PAM-32 symbol constellation, and wherein the first PAM-32 symbol constellation comprises the following set of constellation points:

−

1.5023, −

1.2278, −

0.9434, −

1.0038, −

0.6110, −

0.6110, −

0.7176, −

0.7108, −

0.1288, −

0.1288, −

0.1301, −

0.1301, −

0.3659, −

0.3659, −

0.3439, −

0.3441, 1.5024, 1.2278, 0.9433, 1.0037, 0.6109, 0.6109, 0.7175, 0.7108, 0.1288, 0.1289, 0.1301, 0.1301, 0.3659, 0.3659, 0.3439, 0.3441.

45. The digital communication system of claim 34, wherein the first PAM-32 symbol constellation comprises a set of constellation points where each point is within 3.8751×

10<sup>−

2</sup> from the following constellation points;

−

1.5003, −

1.2326, −

0.9288, −

1.0219, −

0.5860, −

0.5860, −

0.7430, −

0.7215, −

0.1015, −

0.1016, −

0.1366, −

0.1366, −

0.3901, −

0.3901, −

0.3167, −

0.3170, 1.5005, 1.2327, 0.9289, 1.0219, 0.5860, 0.5860, 0.7429, 0.7216, 0.1015, 0.1015, 0.1366, 0.1366, 0.3900, 0.3900, 0.3167, 0.3169.

46. The digital communication system of claim 34, wherein the first PAM-32 symbol constellation achieves at least 90% of the gain in parallel decode capacity of the given parallel decode capacity achieved by a non-uniform PAM-32 symbol constellation optimized for parallel decode capacity at the given SNR relative to a uniform PAM-32 symbol constellation, and wherein the first PAM-32 symbol constellation comprises a set of constellation points where each point is 1.6963×

10<sup>−

2</sup> from the following constellation points;

−

1.5003, −

1.2326, −

0.9288, −

1.0219, −

0.5860, −

0.5860, −

0.7430, −

0.7215, −

0.1015, −

0.1016, −

0.1366, −

0.1366, −

0.3901, −

0.3901, −

0.3167, −

0.3170, 1.5005, 1.2327, 0.9289, 1.0219, 0.5860, 0.5860, 0.7429, 0.7216, 0.1015, 0.1015, 0.1366, 0.1366, 0.3900, 0.3900, 0.3167, 0.3169.

47. The digital communication system of claim 34, wherein the first PAM-32 symbol constellation achieves 100% of the gain in parallel decode capacity of the given parallel decode capacity achieved by a non-uniform PAM-32 symbol constellation optimized for parallel decode capacity at the given SNR relative to a uniform PAM-32 symbol constellation, and wherein the first PAM-32 symbol constellation comprises the following set of constellation points:

−

1.5003, −

1.2326, −

0.9288, −

1.0219, −

0.5860, −

0.5860, −

0.7430, −

0.7215, −

0.1015, −

0.1016, −

0.1366, −

0.1366, −

0.3901, −

0.3901, −

0.3167, −

0.3170, 1.5005, 1.2327, 0.9289, 1.0219, 0.5860, 0.5860, 0.7429, 0.7216, 0.1015, 0.1015, 0.1366, 0.1366, 0.3900, 0.3900, 0.3167, 0.3169.

48. The digital communication system of claim 34, wherein the first PAM-32 symbol constellation comprises a set of constellation points where each point is within 2.9715×

10<sup>−

2</sup> from the following constellation points;

−

1.4779, −

1.2277, −

0.9207, −

1.0362, −

0.5802, −

0.5878, −

0.7625, −

0.7207, −

0.0757, −

0.0757, −

0.1632, −

0.1632, −

0.4185, −

0.4177, −

0.3083, −

0.3083, 1.4779, 1.2276, 0.9208, 1.0361, 0.5802, 0.5878, 0.7625, 0.7207, 0.0758, 0.0758, 0.1632, 0.1632, 0.4184, 0.4177, 0.3083, 0.3083.

49. The digital communication system of claim 34, wherein the first PAM-32 symbol constellation achieves at least 90% of the gain in parallel decode capacity of the given parallel decode capacity achieved by a non-uniform PAM-32 symbol constellation optimized for parallel decode capacity at the given SNR relative to a uniform PAM-32 symbol constellation, and wherein the first PAM-32 symbol constellation comprises a set of constellation points where each point is 1.3058×

10<sup>−

2</sup> from the following constellation points;

−

1.4779, −

1.2277, −

0.9207, −

1.0362, −

0.5802, −

0.5878, −

0.7625, −

0.7207, −

0.0757, −

0.0757, −

0.1632, −

0.1632, −

0.4185, −

0.4177, −

0.3083, −

0.3083, 1.4779, 1.2276, 0.9208, 1.0361, 0.5802, 0.5878, 0.7625, 0.7207, 0.0758, 0.0758, 0.1632, 0.1632, 0.4184, 0.4177, 0.3083, 0.3083.

50. The digital communication system of claim 34, wherein the first PAM-32 symbol constellation achieves 100% of the gain in parallel decode capacity of the given parallel decode capacity achieved by a non-uniform PAM-32 symbol constellation optimized for parallel decode capacity at the given SNR relative to a uniform PAM-32 symbol constellation, and wherein the first PAM-32 symbol constellation comprises the following set of constellation points:

−

1.4779, −

1.2277, −

0.9207, −

1.0362, −

0.5802, −

0.5878, −

0.7625, −

0.7207, −

0.0757, −

0.0757, −

0.1632, −

0.1632, −

0.4185, −

0.4177, −

0.3083, −

0.3083, 1.4779, 1.2276, 0.9208, 1.0361, 0.5802, 0.5878, 0.7625, 0.7207, 0.0758, 0.0758, 0.1632, 0.1632, 0.4184, 0.4177, 0.3083, 0.3083.

51. The digital communication system of claim 34, wherein the first PAM-32 symbol constellation comprises a set of constellation points where each point is within 2.8949×

10<sup>−

2</sup> from the following constellation points;

−

1.4700, −

1.2271, −

0.9199, −

1.0418, −

0.5753, −

0.5899, −

0.7720, −

0.7166, −

0.0710, −

0.0710, −

0.1686, −

0.1686, −

0.4245, −

0.4221, −

0.3073, −

0.3074, 1.4677, 1.2269, 0.9198, 1.0416, 0.5754, 0.5899, 0.7719, 0.7166, 0.0711, 0.0711, 0.1687, 0.1687, 0.4246, 0.4222, 0.3074, 0.3075.

52. The digital communication system of claim 34, wherein the first PAM-32 symbol constellation achieves at least 90% of the gain in parallel decode capacity of the given parallel decode capacity achieved by a non-uniform PAM-32 symbol constellation optimized for parallel decode capacity at the given SNR relative to a uniform PAM-32 symbol constellation, and wherein the first PAM-32 symbol constellation comprises a set of constellation points where each point is 1.1871×

10<sup>−

2</sup> from the following constellation points;

−

1.4700, −

1.2271, −

0.9199, −

1.0418, −

0.5753, −

0.5899, −

0.7720, −

0.7166, −

0.0710, −

0.0710, −

0.1686, −

0.1686, −

0.4245, −

0.4221, −

0.3073, −

0.3074, 1.4677, 1.2269, 0.9198, 1.0416, 0.5754, 0.5899, 0.7719, 0.7166, 0.0711, 0.0711, 0.1687, 0.1687, 0.4246, 0.4222, 0.3074, 0.3075.

53. The digital communication system of claim 34, wherein the first PAM-32 symbol constellation achieves 100% of the gain in parallel decode capacity of the given parallel decode capacity achieved by a non-uniform PAM-32 symbol constellation optimized for parallel decode capacity at the given SNR relative to a uniform PAM-32 symbol constellation, and wherein the first PAM-32 symbol constellation comprises the following set of constellation points:

−

1.4700, −

1.2271, −

0.9199, −

1.0418, −

0.5753, −

0.5899, −

0.7720, −

0.7166, −

0.0710, −

0.0710, −

0.1686, −

0.1686, −

0.4245, −

0.4221, −

0.3073, −

0.3074, 1.4677, 1.2269, 0.9198, 1.0416, 0.5754, 0.5899, 0.7719, 0.7166, 0.0711, 0.0711, 0.1687, 0.1687, 0.4246, 0.4222, 0.3074, 0.3075.

54. The digital communication system of claim 34, wherein the first PAM-32 symbol constellation comprises a set of constellation points where each point is within 2.0371×

10<sup>−

2</sup> from the following constellation points;

−

1.4459, −

1.2257, −

0.9275, −

1.0560, −

0.5517, −

0.6082, −

0.8006, −

0.7125, −

0.0628, −

0.0637, −

0.1743, −

0.1712, −

0.4396, −

0.4097, −

0.2947, −

0.3057, 1.4457, 1.2256, 0.9274, 1.0560, 0.5516, 0.6082, 0.8005, 0.7125, 0.0629, 0.0638, 0.1744, 0.1713, 0.4396, 0.4098, 0.2949, 0.3058.

55. The digital communication system of claim 34, wherein the first PAM-32 symbol constellation achieves at least 90% of the gain in parallel decode capacity of the given parallel decode capacity achieved by a non-uniform PAM-32 symbol constellation optimized for parallel decode capacity at the given SNR relative to a uniform PAM-32 symbol constellation, and wherein the first PAM-32 symbol constellation comprises a set of constellation points where each point is 0.9726×

10<sup>−

2</sup> from the following constellation points;

−

1.4459, −

1.2257, −

0.9275, −

1.0560, −

0.5517, −

0.6082, −

0.8006, −

0.7125, −

0.0628, −

0.0637, −

0.1743, −

0.1712, −

0.4396, −

0.4097, −

0.2947, −

0.3057, 1.4457, 1.2256, 0.9274, 1.0560, 0.5516, 0.6082, 0.8005, 0.7125, 0.0629, 0.0638, 0.1744, 0.1713, 0.4396, 0.4098, 0.2949, 0.3058.

56. The digital communication system of claim 34, wherein the first PAM-32 symbol constellation achieves 100% of the gain in parallel decode capacity of the given parallel decode capacity achieved by a non-uniform PAM-32 symbol constellation optimized for parallel decode capacity at the given SNR relative to a uniform PAM-32 symbol constellation, and wherein the first PAM-32 symbol constellation comprises the following set of constellation points:

−

1.4459, −

1.2257, −

0.9275, −

1.0560, −

0.5517, −

0.6082, −

0.8006, −

0.7125, −

0.0628, −

0.0637, −

0.1743, −

0.1712, −

0.4396, −

0.4097, −

0.2947, −

0.3057, 1.4457, 1.2256, 0.9274, 1.0560, 0.5516, 0.6082, 0.8005, 0.7125, 0.0629, 0.0638, 0.1744, 0.1713, 0.4396, 0.4098, 0.2949, 0.3058.

57. The digital communication system of claim 34, wherein the first PAM-32 symbol constellation comprises a set of constellation points where each point is within 1.6887×

10<sup>−

2</sup> from the following constellation points;

−

1.4100, −

1.2114, −

0.9340, −

1.0567, −

0.5593, −

0.6315, −

0.8180, −

0.7261, −

0.0437, −

0.0791, −

0.1969, −

0.1577, −

0.4687, −

0.4099, −

0.2822, −

0.3293, 1.4100, 1.2114, 0.9340, 1.0567, 0.5593, 0.6315, 0.8180, 0.7261, 0.0436, 0.0791, 0.1969, 0.1577, 0.4687, 0.4099, 0.2822, 0.3292.

58. The digital communication system of claim 34, wherein the first PAM-32 symbol constellation achieves at least 90% of the gain in parallel decode capacity of the given parallel decode capacity achieved by a non-uniform PAM-32 symbol constellation optimized for parallel decode capacity at the given SNR relative to a uniform PAM-32 symbol constellation, and wherein the first PAM-32 symbol constellation comprises a set of constellation points where each point is 0.7390×

10<sup>−

2</sup> from the following constellation points;

−

1.4100, −

1.2114, −

0.9340, −

1.0567, −

0.5593, −

0.6315, −

0.8180, −

0.7261, −

0.0437, −

0.0791, −

0.1969, −

0.1577, −

0.4687, −

0.4099, −

0.2822, −

0.3293, 1.4100, 1.2114, 0.9340, 1.0567, 0.5593, 0.6315, 0.8180, 0.7261, 0.0436, 0.0791, 0.1969, 0.1577, 0.4687, 0.4099, 0.2822, 0.3292.

59. The digital communication system of claim 34, wherein the first PAM-32 symbol constellation achieves 100% of the gain in parallel decode capacity of the given parallel decode capacity achieved by a non-uniform PAM-32 symbol constellation optimized for parallel decode capacity at the given SNR relative to a uniform PAM-32 symbol constellation, and wherein the first PAM-32 symbol constellation comprises the following set of constellation points:

−

1.4100, −

1.2114, −

0.9340, −

1.0567, −

0.5593, −

0.6315, −

0.8180, −

0.7261, −

0.0437, −

0.0791, −

0.1969, −

0.1577, −

0.4687, −

0.4099, −

0.2822, −

0.3293, 1.4100, 1.2114, 0.9340, 1.0567, 0.5593, 0.6315, 0.8180, 0.7261, 0.0436, 0.0791, 0.1969, 0.1577, 0.4687, 0.4099, 0.2822, 0.3292.

60. The digital communication system of claim 34, wherein the first PAM-32 symbol constellation comprises a set of constellation points where each point is within 1.0837×

10<sup>−

2</sup> from the following constellation points;

−

1.3701, −

1.1930, −

0.9383, −

1.0532, −

0.5751, −

0.6518, −

0.8316, −

0.7407, −

0.0357, −

0.0916, −

0.2175, −

0.1599, −

0.4931, −

0.4252, −

0.2903, −

0.3516, 1.3701, 1.1930, 0.9383, 1.0532, 0.5751, 0.6518, 0.8316, 0.7407, 0.0357, 0.0916, 0.2175, 0.1599, 0.4931, 0.4252, 0.2903, 0.3516.

61. The digital communication system of claim 34, wherein the first PAM-32 symbol constellation achieves at least 90% of the gain in parallel decode capacity of the given parallel decode capacity achieved by a non-uniform PAM-32 symbol constellation optimized for parallel decode capacity at the given SNR relative to a uniform PAM-32 symbol constellation, and wherein the first PAM-32 symbol constellation comprises a set of constellation points where each point is 0.4672×

10<sup>−

2</sup> from the following constellation points;

−

1.3701, −

1.1930, −

0.9383, −

1.0532, −

0.5751, −

0.6518, −

0.8316, −

0.7407, −

0.0357, −

0.0916, −

0.2175, −

0.1599, −

0.4931, −

0.4252, −

0.2903, −

0.3516, 1.3701, 1.1930, 0.9383, 1.0532, 0.5751, 0.6518, 0.8316, 0.7407, 0.0357, 0.0916, 0.2175, 0.1599, 0.4931, 0.4252, 0.2903, 0.3516.

62. The digital communication system of claim 34, wherein the first PAM-32 symbol constellation achieves 100% of the gain in parallel decode capacity of the given parallel decode capacity achieved by a non-uniform PAM-32 symbol constellation optimized for parallel decode capacity at the given SNR relative to a uniform PAM-32 symbol constellation, and wherein the first PAM-32 symbol constellation comprises the following set of constellation points:

−

1.3701, −

1.1930, −

0.9383, −

1.0532, −

0.5751, −

0.6518, −

0.8316, −

0.7407, −

0.0357, −

0.0916, −

0.2175, −

0.1599, −

0.4931, −

0.4252, −

0.2903, −

0.3516, 1.3701, 1.1930, 0.9383, 1.0532, 0.5751, 0.6518, 0.8316, 0.7407, 0.0357, 0.0916, 0.2175, 0.1599, 0.4931, 0.4252, 0.2903, 0.3516.

63. The digital communication system of claim 34, wherein the first PAM-32 symbol constellation comprises a set of constellation points where each point is within 0.7084×

10<sup>−

2</sup> from the following constellation points;

−

1.3295, −

1.1740, −

0.9426, −

1.0490, −

0.5927, −

0.6709, −

0.8440, −

0.7558, −

0.0342, −

0.0985, −

0.2317, −

0.1663, −

0.5143, −

0.4424, −

0.3021, −

0.3699, 1.3295, 1.1739, 0.9426, 1.0490, 0.5927, 0.6709, 0.8440, 0.7558, 0.0342, 0.0985, 0.2317, 0.1663, 0.5144, 0.4424, 0.3021, 0.3664.

64. The digital communication system of claim 34, wherein the first PAM-32 symbol constellation achieves 100% of the gain in parallel decode capacity of the given parallel decode capacity achieved by a non-uniform PAM-32 symbol constellation optimized for parallel decode capacity at the given SNR relative to a uniform PAM-32 symbol constellation, and wherein the first PAM-32 symbol constellation comprises the following set of constellation points:

−

1.3295, −

1.1740, −

0.9426, −

1.0490, −

0.5927, −

0.6709, −

0.8440, −

0.7558, −

0.0342, −

0.0985, −

0.2317, −

0.1663, −

0.5143, −

0.4424, −

0.3021, −

0.3699, 1.3295, 1.1739, 0.9426, 1.0490, 0.5927, 0.6709, 0.8440, 0.7558, 0.0342, 0.0985, 0.2317, 0.1663, 0.5144, 0.4424, 0.3021, 0.3664.

65. A digital communication system, comprising:

a receiver via a communication channel transmitted signals via a communication channel, wherein the receiver, comprises;

a demodulator configured to demodulate the received signal via the communication channel;

a demapper configured to estimate likelihoods from the a demodulated signal and a symbol constellation; and

a decoder that is configured to estimate decoded bits from the likelihoods generated by the demapper;

wherein the symbol constellation is a non-uniform QAM constellation formed by orthogonalizing a first PAM-32 symbol constellation and a second PAM-32 symbol constellation, wherein the first PAM-32 symbol constellation achieves at least 50% of the gain in parallel decode capacity at a given SNR achieved by a non-uniform PAM-32 symbol constellation optimized for parallel decode capacity at the given SNR relative to a uniform PAM-32 symbol constellation.

66. The digital communication system of claim 65, wherein the first PAM-32 symbol constellation and the second PAM-32 symbol constellation are identical.

67. The digital communication system of claim 65, wherein the first PAM-32 symbol constellation comprises a set of constellation points where each point is within 6.1114×

10<sup>−

2</sup> from the following constellation points;

−

1.4547, −

1.1665, −

0.9897, −

1.0006, −

0.6848, −

0.6937, −

0.7234, −

0.7234, −

0.1871, −

0.1876, −

0.1891, −

0.1891, −

0.3177, −

0.3177, −

0.3177, −

0.3177, 1.4547, 1.1665, 0.9897, 1.0006, 0.6848, 0.6937, 0.7234, 0.7234, 0.1871, 0.1877, 0.1891, 0.1891, 0.3177, 0.3177, 0.3177, 0.3177.

68. The digital communication system of claim 65, wherein the first PAM-32 symbol constellation achieves at least 90% of the gain in parallel decode capacity of the given parallel decode capacity achieved by a non-uniform PAM-32 symbol constellation optimized for parallel decode capacity at the given SNR relative to a uniform PAM-32 symbol constellation, and wherein the first PAM-32 symbol constellation comprises a set of constellation points where each point is within 2.6307×

10<sup>−

2</sup> from the following constellation points;

−

1.4547, −

1.1665, −

0.9897, −

1.0006, −

0.6848, −

0.6937, −

0.7234, −

0.7234, −

0.1871, −

0.1876, −

0.1891, −

0.1891, −

0.3177, −

0.3177, −

0.3177, −

0.3177, 1.4547, 1.1665, 0.9897, 1.0006, 0.6848, 0.6937, 0.7234, 0.7234, 0.1871, 0.1877, 0.1891, 0.1891, 0.3177, 0.3177, 0.3177, 0.3177.

69. The digital communication system of claim 65, wherein the first PAM-32 symbol constellation achieves 100% of the gain in parallel decode capacity of the given parallel decode capacity achieved by a non-uniform PAM-32 symbol constellation optimized for parallel decode capacity at the given SNR relative to a uniform PAM-32 symbol constellation, and wherein the first PAM-32 symbol constellation comprises the following set of constellation points:

−

1.454, −

1.1665, −

0.9897, −

1.0006, −

0.6848, −

0.6937, −

0.7234, −

0.7234, −

0.1871, −

0.1876, −

0.1891, −

0.1891, −

0.3177, −

0.3177, −

0.3177, −

0.3177, 1.4547, 1.1665, 0.9897, 1.0006, 0.6848, 0.6937, 0.7234, 0.7234, 0.1871, 0.1877, 0.1891, 0.1891, 0.3177, 0.3177, 0.3177, 0.3177.

70. The digital communication system of claim 65, wherein the first PAM-32 symbol constellation comprises a set of constellation points where each point is within 4.9358×

10<sup>−

2</sup> from the following constellation points;

−

1.4861, −

1.2153, −

0.9597, −

1.0028, −

0.6382, −

0.6391, −

0.7071, −

0.7071, −

0.1438, −

0.1438, −

0.1438, −

0.1438, −

0.3527, −

0.3527, −

0.3465, −

0.3480, 1.4865, 1.2153, 0.9597, 1.0028, 0.6382, 0.6390, 0.7071, 0.7071, 0.1437, 0.1437, 0.1437, 0.1437, 0.3527, 0.3527, 0.3465, 0.3466.

71. The digital communication system of claim 65, wherein the first PAM-32 symbol constellation achieves at least 90% of the gain in parallel decode capacity of the given parallel decode capacity achieved by a non-uniform PAM-32 symbol constellation optimized for parallel decode capacity at the given SNR relative to a uniform PAM-32 symbol constellation, and wherein the first PAM-32 symbol constellation comprises a set of constellation points where each point is within 2.3052×

10<sup>−

2</sup> from the following constellation points;

−

1.4861, −

1.2153, −

0.9597, −

1.0028, −

0.6382, −

0.6391, −

0.7071, −

0.7071, −

0.1438, −

0.1438, −

0.1438, −

0.1438, −

0.3527, −

0.3527, −

0.3465, −

0.3480, 1.4865, 1.2153, 0.9597, 1.0028, 0.6382, 0.6390, 0.7071, 0.7071, 0.1437, 0.1437, 0.1437, 0.1437, 0.3527, 0.3527, 0.3465, 0.3466.

72. The digital communication system of claim 65, wherein the first PAM-32 symbol constellation achieves 100% of the gain in parallel decode capacity of the given parallel decode capacity achieved by a non-uniform PAM-32 symbol constellation optimized for parallel decode capacity at the given SNR relative to a uniform PAM-32 symbol constellation, and wherein the first PAM-32 symbol constellation comprises the following set of constellation points:

−

1.4861, −

1.2153, −

0.9597, −

1.0028, −

0.6382, −

0.6391, −

0.7071, −

0.7071, −

0.1438, −

0.1438, −

0.1438, −

0.1438, −

0.3527, −

0.3527, −

0.3465, −

0.3480, 1.4865, 1.2153, 0.9597, 1.0028, 0.6382, 0.6390, 0.7071, 0.7071, 0.1437, 0.1437, 0.1437, 0.1437, 0.3527, 0.3527, 0.3465, 0.3466.

73. The digital communication system of claim 65, wherein the first PAM-32 symbol constellation comprises a set of constellation points where each point is within 4.7674×

10<sup>−

2</sup> from the following constellation points;

−

1.5023, −

1.2278, −

0.9434, −

1.0038, −

0.6110, −

0.6110, −

0.7176, −

0.7108, −

0.1288, −

0.1288, −

0.1301, −

0.1301, −

0.3659, −

0.3659, −

0.3439, −

0.3441, 1.5024, 1.2278, 0.9433, 1.0037, 0.6109, 0.6109, 0.7175, 0.7108, 0.1288, 0.1289, 0.1301, 0.1301, 0.3659, 0.3659, 0.3439, 0.3441.

74. The digital communication system of claim 65, wherein the first PAM-32 symbol constellation achieves at least 90% of the gain in parallel decode capacity of the given parallel decode capacity achieved by a non-uniform PAM-32 symbol constellation optimized for parallel decode capacity at the given SNR relative to a uniform PAM-32 symbol constellation, and wherein the first PAM-32 symbol constellation comprises a set of constellation points where each point is 1.9874×

10<sup>−

2</sup> from the following constellation points;

−

1.5023, −

1.2278, −

0.9434, −

1.0038, −

0.6110, −

0.6110, −

0.7176, −

0.7108, −

0.1288, −

0.1288, −

0.1301, −

0.1301, −

0.3659, −

0.3659, −

0.3439, −

0.3441, 1.5024, 1.2278, 0.9433, 1.0037, 0.6109, 0.6109, 0.7175, 0.7108, 0.1288, 0.1289, 0.1301, 0.1301, 0.3659, 0.3659, 0.3439, 0.3441.

75. The digital communication system of claim 65, wherein the first PAM-32 symbol constellation achieves 100% of the gain in parallel decode capacity of the given parallel decode capacity achieved by a non-uniform PAM-32 symbol constellation optimized for parallel decode capacity at the given SNR relative to a uniform PAM-32 symbol constellation, and wherein the first PAM-32 symbol constellation comprises the following set of constellation points:

−

1.5023, −

1.2278, −

0.9434, −

1.0038, −

0.6110, −

0.6110, −

0.7176, −

0.7108, −

0.1288, −

0.1288, −

0.1301, −

0.1301, −

0.3659, −

0.3659, −

0.3439, −

0.3441, 1.5024, 1.2278, 0.9433, 1.0037, 0.6109, 0.6109, 0.7175, 0.7108, 0.1288, 0.1289, 0.1301, 0.1301, 0.3659, 0.3659, 0.3439, 0.3441.

76. The digital communication system of claim 65, wherein the first PAM-32 symbol constellation comprises a set of constellation points where each point is within 3.8751×

10<sup>−

2</sup> from the following constellation points;

−

1.5003, −

1.2326, −

0.9288, −

1.0219, −

0.5860, −

0.5860, −

0.7430, −

0.7215, −

0.1015, −

0.1016, −

0.1366, −

0.1366, −

0.3901, −

0.3901, −

0.3167, −

0.3170, 1.5005, 1.2327, 0.9289, 1.0219, 0.5860, 0.5860, 0.7429, 0.7216, 0.1015, 0.1015, 0.1366, 0.1366, 0.3900, 0.3900, 0.3167, 0.3169.

77. The digital communication system of claim 65, wherein the first PAM-32 symbol constellation achieves at least 90% of the gain in parallel decode capacity of the given parallel decode capacity achieved by a non-uniform PAM-32 symbol constellation optimized for parallel decode capacity at the given SNR relative to a uniform PAM-32 symbol constellation, and wherein the first PAM-32 symbol constellation comprises a set of constellation points where each point is 1.6963×

10<sup>−

2</sup> from the following constellation points;

−

1.5003, −

1.2326, −

0.9288, −

1.0219, −

0.5860, −

0.5860, −

0.7430, −

0.7215, −

0.1015, −

0.1016, −

0.1366, −

0.1366, −

0.3901, −

0.3901, −

0.3167, −

0.3170, 1.5005, 1.2327, 0.9289, 1.0219, 0.5860, 0.5860, 0.7429, 0.7216, 0.1015, 0.1015, 0.1366, 0.1366, 0.3900, 0.3900, 0.3167, 0.3169.

78. The digital communication system of claim 65, wherein the first PAM-32 symbol constellation achieves 100% of the gain in parallel decode capacity of the given parallel decode capacity achieved by a non-uniform PAM-32 symbol constellation optimized for parallel decode capacity at the given SNR relative to a uniform PAM-32 symbol constellation, and wherein the first PAM-32 symbol constellation comprises the following set of constellation points:

−

1.5003, −

1.2326, −

0.9288, −

1.0219, −

0.5860, −

0.5860, −

0.7430, −

0.7215, −

0.1015, −

0.1016, −

0.1366, −

0.1366, −

0.3901, −

0.3901, −

0.3167, −

0.3170, 1.5005, 1.2327, 0.9289, 1.0219, 0.5860, 0.5860, 0.7429, 0.7216, 0.1015, 0.1015, 0.1366, 0.1366, 0.3900, 0.3900, 0.3167, 0.3169.

79. The digital communication system of claim 65, wherein the first PAM-32 symbol constellation comprises a set of constellation points where each point is within 2.9715×

10<sup>−

2</sup> from the following constellation points;

−

1.4779, −

1.2277, −

0.9207, −

1.0362, −

0.5802, −

0.5878, −

0.7625, −

0.7207, −

0.0757, −

0.0757, −

0.1632, −

0.1632, −

0.4185, −

0.4177, −

0.3083, −

0.3083, 1.4779, 1.2276, 0.9208, 1.0361, 0.5802, 0.5878, 0.7625, 0.7207, 0.0758, 0.0758, 0.1632, 0.1632, 0.4184, 0.4177, 0.3083, 0.3083.

80. The digital communication system of claim 65, wherein the first PAM-32 symbol constellation achieves at least 90% of the gain in parallel decode capacity of the given parallel decode capacity achieved by a non-uniform PAM-32 symbol constellation optimized for parallel decode capacity at the given SNR relative to a uniform PAM-32 symbol constellation, and wherein the first PAM-32 symbol constellation comprises a set of constellation points where each point is 1.3058×

10<sup>−

2</sup> from the following constellation points;

−

1.4779, −

1.2277, −

0.9207, −

1.0362, −

0.5802, −

0.5878, −

0.7625, −

0.7207, −

0.0757, −

0.0757, −

0.1632, −

0.1632, −

0.4185, −

0.4177, −

0.3083, −

0.3083, 1.4779, 1.2276, 0.9208, 1.0361, 0.5802, 0.5878, 0.7625, 0.7207, 0.0758, 0.0758, 0.1632, 0.1632, 0.4184, 0.4177, 0.3083, 0.3083.

81. The digital communication system of claim 65, wherein the first PAM-32 symbol constellation achieves 100% of the gain in parallel decode capacity of the given parallel decode capacity achieved by a non-uniform PAM-32 symbol constellation optimized for parallel decode capacity at the given SNR relative to a uniform PAM-32 symbol constellation, and wherein the first PAM-32 symbol constellation comprises the following set of constellation points:

−

1.4779, −

1.2277, −

0.9207, −

1.0362, −

0.5802, −

0.5878, −

0.7625, −

0.7207, −

0.0757, −

0.0757, −

0.1632, −

0.1632, −

0.4185, −

0.4177, −

0.3083, −

0.3083, 1.4779, 1.2276, 0.9208, 1.0361, 0.5802, 0.5878, 0.7625, 0.7207, 0.0758, 0.0758, 0.1632, 0.1632, 0.4184, 0.4177, 0.3083, 0.3083.

82. The digital communication system of claim 65, wherein the first PAM-32 symbol constellation comprises a set of constellation points where each point is within 2.8949×

10<sup>−

2</sup> from the following constellation points;

−

1.4700, −

1.2271, −

0.9199, −

1.0418, −

0.5753, −

0.5899, −

0.7720, −

0.7166, −

0.0710, −

0.0710, −

0.1686, −

0.1686, −

0.4245, −

0.4221, −

0.3073, −

0.3074, 1.4677, 1.2269, 0.9198, 1.0416, 0.5754, 0.5899, 0.7719, 0.7166, 0.0711, 0.0711, 0.1687, 0.1687, 0.4246, 0.4222, 0.3074, 0.3075.

83. The digital communication system of claim 65, wherein the first PAM-32 symbol constellation achieves at least 90% of the gain in parallel decode capacity of the given parallel decode capacity achieved by a non-uniform PAM-32 symbol constellation optimized for parallel decode capacity at the given SNR relative to a uniform PAM-32 symbol constellation, and wherein the first PAM-32 symbol constellation comprises a set of constellation points where each point is 1.1871×

10<sup>−

2</sup> from the following constellation points;

−

1.4700, −

1.2271, −

0.9199, −

1.0418, −

0.5753, −

0.5899, −

0.7720, −

0.7166, −

0.0710, −

0.0710, −

0.1686, −

0.1686, −

0.4245, −

0.4221, −

0.3073, −

0.3074, 1.4677, 1.2269, 0.9198, 1.0416, 0.5754, 0.5899, 0.7719, 0.7166, 0.0711, 0.0711, 0.1687, 0.1687, 0.4246, 0.4222, 0.3074, 0.3075.

84. The digital communication system of claim 65, wherein the first PAM-32 symbol constellation achieves 100% of the gain in parallel decode capacity of the given parallel decode capacity achieved by a non-uniform PAM-32 symbol constellation optimized for parallel decode capacity at the given SNR relative to a uniform PAM-32 symbol constellation, and wherein the first PAM-32 symbol constellation comprises the following set of constellation points:

−

1.4700, −

1.2271, −

0.9199, −

1.0418, −

0.5753, −

0.5899, −

0.7720, −

0.7166, −

0.0710, −

0.0710, −

0.1686, −

0.1686, −

0.4245, −

0.4221, −

0.3073, −

0.3074, 1.4677, 1.2269, 0.9198, 1.0416, 0.5754, 0.5899, 0.7719, 0.7166, 0.0711, 0.0711, 0.1687, 0.1687, 0.4246, 0.4222, 0.3074, 0.3075.

85. The digital communication system of claim 65, wherein the first PAM-32 symbol constellation comprises a set of constellation points where each point is within 2.0371×

10<sup>−

2</sup> from the following constellation points;

−

1.4459, −

1.2257, −

0.9275, −

1.0560, −

0.5517, −

0.6082, −

0.8006, −

0.7125, −

0.0628, −

0.0637, −

0.1743, −

0.1712, −

0.4396, −

0.4097, −

0.2947, −

0.3057, 1.4457, 1.2256, 0.9274, 1.0560, 0.5516, 0.6082, 0.8005, 0.7125, 0.0629, 0.0638, 0.1744, 0.1713, 0.4396, 0.4098, 0.2949, 0.3058.

86. The digital communication system of claim 65, wherein the first PAM-32 symbol constellation achieves at least 90% of the gain in parallel decode capacity of the given parallel decode capacity achieved by a non-uniform PAM-32 symbol constellation optimized for parallel decode capacity at the given SNR relative to a uniform PAM-32 symbol constellation, and wherein the first PAM-32 symbol constellation comprises a set of constellation points where each point is 0.9726×

10<sup>−

2</sup> from the following constellation points;

−

1.4459, −

1.2257, −

0.9275, −

1.0560, −

0.5517, −

0.6082, −

0.8006, −

0.7125, −

0.0628, −

0.0637, −

0.1743, −

0.1712, −

0.4396, −

0.4097, −

0.2947, −

0.3057, 1.4457, 1.2256, 0.9274, 1.0560, 0.5516, 0.6082, 0.8005, 0.7125, 0.0629, 0.0638, 0.1744, 0.1713, 0.4396, 0.4098, 0.2949, 0.3058.

87. The digital communication system of claim 65, wherein the first PAM-32 symbol constellation achieves 100% of the gain in parallel decode capacity of the given parallel decode capacity achieved by a non-uniform PAM-32 symbol constellation optimized for parallel decode capacity at the given SNR relative to a uniform PAM-32 symbol constellation, and wherein the first PAM-32 symbol constellation comprises the following set of constellation points:

−

1.4459, −

1.2257, −

0.9275, −

1.0560, −

0.5517, −

0.6082, −

0.8006, −

0.7125, −

0.0628, −

0.0637, −

0.1743, −

0.1712, −

0.4396, −

0.4097, −

0.2947, −

0.3057, 1.4457, 1.2256, 0.9274, 1.0560, 0.5516, 0.6082, 0.8005, 0.7125, 0.0629, 0.0638, 0.1744, 0.1713, 0.4396, 0.4098, 0.2949, 0.3058.

88. The digital communication system of claim 65, wherein the first PAM-32 symbol constellation comprises a set of constellation points where each point is within 1.6887×

10<sup>−

2</sup> from the following constellation points;

−

1.4100, −

1.2114, −

0.9340, −

1.0567, −

0.5593, −

0.6315, −

0.8180, −

0.7261, −

0.0437, −

0.0791, −

0.1969, −

0.1577, −

0.4687, −

0.4099, −

0.2822, −

0.3293, 1.4100, 1.2114, 0.9340, 1.0567, 0.5593, 0.6315, 0.8180, 0.7261, 0.0436, 0.0791, 0.1969, 0.1577, 0.4687, 0.4099, 0.2822, 0.3292.

89. The digital communication system of claim 65, wherein the first PAM-32 symbol constellation achieves at least 90% of the gain in parallel decode capacity of the given parallel decode capacity achieved by a non-uniform PAM-32 symbol constellation optimized for parallel decode capacity at the given SNR relative to a uniform PAM-32 symbol constellation, and wherein the first PAM-32 symbol constellation comprises a set of constellation points where each point is 0.7390×

10<sup>−

2</sup> from the following constellation points;

−

1.4100, −

1.2114, −

0.9340, −

1.0567, −

0.5593, −

0.6315, −

0.8180, −

0.7261, −

0.0437, −

0.0791, −

0.1969, −

0.1577, −

0.4687, −

0.4099, −

0.2822, −

0.3293, 1.4100, 1.2114, 0.9340, 1.0567, 0.5593, 0.6315, 0.8180, 0.7261, 0.0436, 0.0791, 0.1969, 0.1577, 0.4687, 0.4099, 0.2822, 0.3292.

90. The digital communication system of claim 65, wherein the first PAM-32 symbol constellation achieves 100% of the gain in parallel decode capacity of the given parallel decode capacity achieved by a non-uniform PAM-32 symbol constellation optimized for parallel decode capacity at the given SNR relative to a uniform PAM-32 symbol constellation, and wherein the first PAM-32 symbol constellation comprises the following set of constellation points:

−

1.4100, −

1.2114, −

0.9340, −

1.0567, −

0.5593, −

0.6315, −

0.8180, −

0.7261, −

0.0437, −

0.0791, −

0.1969, −

0.1577, −

0.4687, −

0.4099, −

0.2822, −

0.3293, 1.4100, 1.2114, 0.9340, 1.0567, 0.5593, 0.6315, 0.8180, 0.7261, 0.0436, 0.0791, 0.1969, 0.1577, 0.4687, 0.4099, 0.2822, 0.3292.

91. The digital communication system of claim 65, wherein the first PAM-32 symbol constellation comprises a set of constellation points where each point is within 1.0837×

10<sup>−

2</sup> from the following constellation points;

−

1.3701, −

1.1930, −

0.9383, −

1.0532, −

0.5751, −

0.6518, −

0.8316, −

0.7407, −

0.0357, −

0.0916, −

0.2175, −

0.1599, −

0.4931, −

0.4252, −

0.2903, −

0.3516, 1.3701, 1.1930, 0.9383, 1.0532, 0.5751, 0.6518, 0.8316, 0.7407, 0.0357, 0.0916, 0.2175, 0.1599, 0.4931, 0.4252, 0.2903, 0.3516.

92. The digital communication system of claim 65, wherein the first PAM-32 symbol constellation achieves at least 90% of the gain in parallel decode capacity of the given parallel decode capacity achieved by a non-uniform PAM-32 symbol constellation optimized for parallel decode capacity at the given SNR relative to a uniform PAM-32 symbol constellation, and wherein the first PAM-32 symbol constellation comprises a set of constellation points where each point is 0.4672×

10<sup>−

2</sup> from the following constellation points;

−

1.3701, −

1.1930, −

0.9383, −

1.0532, −

0.5751, −

0.6518, −

0.8316, −

0.7407, −

0.0357, −

0.0916, −

0.2175, −

0.1599, −

0.4931, −

0.4252, −

0.2903, −

0.3516, 1.3701, 1.1930, 0.9383, 1.0532, 0.5751, 0.6518, 0.8316, 0.7407, 0.0357, 0.0916, 0.2175, 0.1599, 0.4931, 0.4252, 0.2903, 0.3516.

93. The digital communication system of claim 65, wherein the first PAM-32 symbol constellation achieves 100% of the gain in parallel decode capacity of the given parallel decode capacity achieved by a non-uniform PAM-32 symbol constellation optimized for parallel decode capacity at the given SNR relative to a uniform PAM-32 symbol constellation, and wherein the first PAM-32 symbol constellation comprises the following set of constellation points:

−

1.3701, −

1.1930, −

0.9383, −

1.0532, −

0.5751, −

0.6518, −

0.8316, −

0.7407, −

0.0357, −

0.0916, −

0.2175, −

0.1599, −

0.4931, −

0.4252, −

0.2903, −

0.3516, 1.3701, 1.1930, 0.9383, 1.0532, 0.5751, 0.6518, 0.8316, 0.7407, 0.0357, 0.0916, 0.2175, 0.1599, 0.4931, 0.4252, 0.2903, 0.3516.

94. The digital communication system of claim 65, wherein the first PAM-32 symbol constellation comprises a set of constellation points where each point is within 0.7084×

10<sup>−

2</sup> from the following constellation points;

−

1.3295, −

1.1740, −

0.9426, −

1.0490, −

0.5927, −

0.6709, −

0.8440, −

0.7558, −

0.0342, −

0.0985, −

0.2317, −

0.1663, −

0.5143, −

0.4424, −

0.3021, −

0.3699, 1.3295, 1.1739, 0.9426, 1.0490, 0.5927, 0.6709, 0.8440, 0.7558, 0.0342, 0.0985, 0.2317, 0.1663, 0.5144, 0.4424, 0.3021, 0.3664.

95. The digital communication system of claim 65, wherein the first PAM-32 symbol constellation achieves at least 90% of the gain in parallel decode capacity of the given parallel decode capacity achieved by a non-uniform PAM-32 symbol constellation optimized for parallel decode capacity at the given SNR relative to a uniform PAM-32 symbol constellation, and wherein the first PAM-32 symbol constellation comprises a set of constellation points where each point is 0.3063×

10<sup>−

2</sup> from the following constellation points;

−

1.3295, −

1.1740, −

0.9426, −

1.0490, −

0.5927, −

0.6709, −

0.8440, −

0.7558, −

0.0342, −

0.0985, −

0.2317, −

0.1663, −

0.5143, −

0.4424, −

0.3021, −

0.3699, 1.3295, 1.1739, 0.9426, 1.0490, 0.5927, 0.6709, 0.8440, 0.7558, 0.0342, 0.0985, 0.2317, 0.1663, 0.5144, 0.4424, 0.3021, 0.3664.

96. The digital communication system of claim 65, wherein the first PAM-32 symbol constellation achieves 100% of the gain in parallel decode capacity of the given parallel decode capacity achieved by a non-uniform PAM-32 symbol constellation optimized for parallel decode capacity at the given SNR relative to a uniform PAM-32 symbol constellation, and wherein the first PAM-32 symbol constellation comprises the following set of constellation points:

−

1.3295, −

1.1740, −

0.9426, −

1.0490, −

0.5927, −

0.6709, −

0.8440, −

0.7558, −

0.0342, −

0.0985, −

0.2317, −

0.1663, −

0.5143, −

0.4424, −

0.3021, −

0.3699, 1.3295, 1.1739, 0.9426, 1.0490, 0.5927, 0.6709, 0.8440, 0.7558, 0.0342, 0.0985, 0.2317, 0.1663, 0.5144, 0.4424, 0.3021, 0.3664.