Articles | Page 13 of 37

Generating multivariate normal random numbers without statistics and machine learning toolbox

April 15, 2025 Wireless and SDR

How to Generate Multivariate Normal Random Numbers in Matlab without Statistics and Machine Learning Toolbox

Generating Additive White Gaussian Noise (AWGN) is an indispensable for simulating communication systems. In some cases, we need to produce sequences from a multivariate normal distribution. The standard way to generate such random sequences in Matlab is to use the function mvnrnd( ). But we need the Statistics and Machine Learning Toolbox for this purpose. However, there is another way of producing multivariate normal random numbers in Matlab without this toolbox. One alternative is to use the randn( ) function along with the Cholesky decomposition of the covariance matrix. The main idea is that when generating multivariate normal random numbers,

Time domain formation of a Raised Cosine pulse for unity excess bandwidth

January 17, 2022 Wireless and SDR

How Excess Bandwidth Governs Timing Recovery in Digital Communication Systems

In the article on pulse shaping, we described the excess bandwidth, also known as roll-off factor, as the extra fractional bandwidth required to shape the spectrum. As it turns out, this excess bandwidth is also crucial for accomplishing timing synchronization in single-carrier systems due to its participation in generating spectral timing lines. Spectral Timing Lines Since a data stream consists of a sequence of 1s and 0s, the signal waveform is not a pure clock. Instead, a series of 1s and 0s appear in random order. The purpose of timing synchronization is to extract a clock out of this waveform.

QAM constellation diagrams for M = 4, 16 and 64

September 19, 2022 Wireless and SDR

QAM Constellations in Digital Communication Standards

Quadrature Amplitude Modulation (QAM) is one of the most spectrally efficient modulation schemes. This is why it is used in a wide range of digital and wireless communication systems. Recently, Ref. [1] describes a list of QAM schemes used in the standards as below which I think can be useful for an interested reader. Standard QAM Alphabet Size $M$ Bits/Symbol $\log_2 M$ Digital Video Broadcasting – Cable (DVB-C) 16 to 256 4 to 8 Digital Video Broadcasting – Cable 2 (DVB-C2) 16 to 4096 4 to 12 Digital Video Broadcasting – Terrestrial (DVB-T) 16 and 64 4 and 6 Digital

December 29, 2020 Miscellaneous / Wireless and SDR

CDMA or OFDM

Reading about interference cancellation techniques today, I recalled an interesting article by Sridhar Vembu titled Two Philosophies in CDMA: A Stroll Down Memory Lane. Vembu is the founder and CEO of Zoho Corporation, a venture which has turned him into a billionaire. He spent time both in academia (at Princeton) and in industry (at Qualcomm) working with the likes of Sergio Verdu in one camp and Andrew Viterbi in the other. Here are some excerpts from his article which is not available online anymore at the time of this writing. I have now worked a little over 10 years in

March 25, 2024 DSP / Miscellaneous

Why the Constant e Arises in Complex Plane as a Rotation

In the tutorial on how complex numbers arose, we asked three questions. The first two were answered in the same article while the answer to the third question, repeated below, is explained here. Why is the expression $e^{i \theta}$ a rotation of 1 by $\theta$ radians on a unit circle? Is it possible to make sense out of a number like $2.71828^{\sqrt{-1}\cdot\theta}$? The constant e is a special number discovered by Jacob Bernoulli while studying compound interests. It appears in many other forms as well which are all related to each other but that topic is a complete account in