Skip to main content

Theoretical BER vs SNR for BPSK


Let's simplify the explanation for the theoretical Bit Error Rate (BER) versus Signal-to-Noise Ratio (SNR) for Binary Phase Shift Keying (BPSK) in an Additive White Gaussian Noise (AWGN) channel. 

Key Points





Fig 1: Constellation Diagrams of BASK, BFSK, and BPSK [↗]



BPSK Modulation:

Transmits one of two signals: +√Eb​ or -√Eb, where Eb​ is the energy per bit.

These signals represent binary 0 and 1.

AWGN Channel:

The channel adds Gaussian noise with zero mean and variance N0/2 (where N0​ is the noise power spectral density).

Receiver Decision:

The receiver decides if the received signal is closer to +√Eb​ (for bit 0) or -√Eb​ (for bit 1).


Bit Error Rate (BER)

The probability of error (BER) for BPSK is given by a function called the Q-function. The Q-function Q(x) measures the tail probability of the normal distribution, i.e., the probability that a Gaussian random variable exceeds a certain value x. 

Understanding the Q-function:

The Q-function, Q(x), gives the probability that a standard normal (Gaussian) random variable exceeds x.

In the above context, he Q-function gives the probability that noise pushes the received signal across the wrong decision boundary, resulting in a bit error.

For the BPSK case, suppose we map the binary bits '0' and '1' to +1 and -1, respectively. If we transmit binary bit '0' (mapped to +1), but additive AWGN noise causes the received signal to fall below 0 (i.e., 1+noise<01 + \text{noise} < 0, where the threshold is 0), the receiver wrongly detects it as bit '1'. Similarly, if we transmit bit '1' (mapped to -1), but noise makes the received signal exceed 0 (i.e., 1+noise>0-1 + \text{noise} > 0), the receiver incorrectly detects it as bit '0'. Therefore, we need to find the probability of error, which corresponds to the probability that noise exceeds a certain value. In this case, the noise standard deviation is given by σ=N02\sigma = \sqrt{\frac{N_0}{2}}assuming the signal power is 1, the noise power is N02\frac{N_0}{2}, and the SNR is 1σ2\frac{1}{\sigma^2}.

Calculate the Probability of Error using Q-function

In either case, the noise is Gaussian with mean = 0 and variance = N0/2.
The probability of noise exceeding ±1 can be calculated with the Q-function:

Pb = Q(1/σ)

Where:

σ = √(N0/2)

So:

Pb = Q(1/√(N0/2)) = Q(√(2/N0))

Since:

SNR = Eb/N0

We get:

Pb = Q(√(2 × SNR)) 
or,  Pb = Q(√(2Eb/N0))

Formula for BER:

BER=Q(√(2Eb/N0))

Here:

Eb/N0​ is the energy per bit to noise power spectral density ratio, also known as the bit SNR.

Simplified Steps:

Calculate the SNR:

γb=Eb/N0

Find the Q-function Value:

BER=Q(√(2γb)​)
 

Intuition

For High SNR (γb​ is large):

The argument of the Q-function √(2γb)​ ​becomes large.

Q(x) for large x is small, meaning fewer errors.

Result: BER is low.

For Low SNR (γb​ is small):

The argument of the Q-function √(2γb) is small.

Q(x) for small x is larger, meaning more errors.

Result: BER is higher.

Approximation for High SNR

For large SNR values, the BER can be approximated using the complementary error function (erfc):

Q(x)≈1/2erfc(x/√(2))

Thus,

BER≈1/2erfc(√(γb))


So, BER Formula for BPSK in AWGN is:

BER=Q(√2Eb/N0) 

Higher SNR leads to lower BER, meaning better performance and fewer errors.
 

Copy the MATLAB code for theoretical BER vs SNR for  BPSK


Output




Figure: Theoretical BER vs SNR for BPSK


Also read about


People are good at skipping over material they already know!

View Related Topics to







Admin & Author: Salim

s

  Website: www.salimwireless.com
  Interests: Signal Processing, Telecommunication, 5G Technology, Present & Future Wireless Technologies, Digital Signal Processing, Computer Networks, Millimeter Wave Band Channel, Web Development
  Seeking an opportunity in the Teaching or Electronics & Telecommunication domains.
  Possess M.Tech in Electronic Communication Systems.


Contact Us

Name

Email *

Message *

Popular Posts

ASK, FSK, and PSK

📘 Overview 📘 Amplitude Shift Keying (ASK) 📘 Frequency Shift Keying (FSK) 📘 Phase Shift Keying (PSK) 📘 Which of the modulation techniques—ASK, FSK, or PSK—can achieve higher bit rates? 🧮 MATLAB Codes 📘 Simulator for binary ASK, FSK, and PSK Modulation 📚 Further Reading   ASK or OFF ON Keying Ask is a simple (less complex)  Digital Modulation Scheme  where we vary the  modulation  signal's amplitude or voltage by the message signal's amplitude or voltage. We select two levels (two different voltage levels) for transmitting modulated message signals for the exam. And for example, we mapped the signal as two-level  "+5 Volt"  (which is the upper level) and another level,  "0 Volt,"  which is considered as the lower level. Whenever we need to transmit binary bit  "1,"  then the transmitter transmits a signal of  "+5 Volts,"  and when we need to send bit  "0,"  t...

RMS Delay Spread, Excess Delay Spread and Multi-path ...

📘 Overview 🧮 Multipath Components or MPCs 🧮 Excess Delay spread 🧮 Power delay Profile 🧮 RMS Delay Spread 🧮 Simulator for Calculating RMS Delay Spread 🧮 Why is there significant multipath in the case of very high frequencies? 🧮 Why RMS Delay Spread is essential for wireless communication? 🧮 Why the Power Delay Profile is essential? 🧮 MATLAB Codes 📚 Further Reading Signal Processing RMS Delay Spread, Excess Delay Spread, and Multipath... RMS Delay Spread, Excess Delay Spread, and Multipath (MPCs) The fundamental distinction between wireless and wired connections is that in wireless connections signal reaches at receiver thru multipath signal propagation rather than directed transmission like co-axial cable. Wireless Communication has no set communication path between the transmitter and the receiver. The line of sight path, also known as the LOS path, is the shortest and most direc...

BER vs SNR for M-ary QAM, M-ary PSK, QPSK, BPSK, ...

📘 Overview of BER and SNR 🧮 Simulator for m-ary QAM and m-ary PSK 🧮 MATLAB Codes 📚 Further Reading Modulation Constellation Diagrams BER vs. SNR BER vs SNR for M-QAM, M-PSK, QPSk, BPSK, ... What is Bit Error Rate (BER)? The abbreviation BER stands for bit error rate, which indicates how many corrupted bits are received (after the demodulation process) compared to the total number of bits sent in a communication process. It is defined as,  In mathematics, BER = (number of bits received in error / total number of transmitted bits)  On the other hand, SNR refers to the signal-to-noise power ratio. For ease of calculation, we commonly convert it to dB or decibels.   What is Signal the signal-to-noise ratio (SNR)? SNR = signal power/noise power (SNR is a ratio of signal power to noise power) SNR (in dB) = 10*log(signal power / noise power) [base 10] For instance,...

Constellation Diagrams of ASK, PSK, and FSK

📘 Overview 🧮 Simulator for constellation diagrams of ASK, FSK, and PSK 🧮 Theory 🧮 MATLAB Codes 📚 Further Reading BASK (Binary ASK) Modulation: Transmits one of two signals: 0 or -√Eb, where Eb​ is the energy per bit. These signals represent binary 0 and 1.    BFSK (Binary FSK) Modulation: Transmits one of two signals: +√Eb​ ( On the y-axis, the phase shift of 90 degrees with respect to the x-axis, which is also termed phase offset ) or √Eb (on x-axis), where Eb​ is the energy per bit. These signals represent binary 0 and 1.  BPSK (Binary PSK) Modulation: Transmits one of two signals: +√Eb​ or -√Eb (they differ by 180 degree phase shift), where Eb​ is the energy per bit. These signals represent binary 0 and 1.    Simulator for BASK, BPSK, and BFSK Constellation Diagrams SNR (dB): 15 Add A...

Comparisons among ASK, PSK, and FSK | And the definitions of each

📘 Overview 🧮 Simulator 🧮 Noise Sensitivity, Bandwidth, Complexity, etc. 🧮 MATLAB Codes 🧮 Some Questions and Answers 📚 Further Reading Modulation ASK, FSK & PSK Constellation MATLAB Simulink MATLAB Code Comparisons among ASK, PSK, and FSK    Comparisons among ASK, PSK, and FSK   Simulator for Calculating Bandwidth of ASK, FSK, and PSK The baud rate represents the number of symbols transmitted per second. Both baud rate and bit rate are same for binary ASK, FSK, and PSK. Select Modulation Type: ASK FSK PSK Baud Rate or Bit Rate (bps): Frequency Deviation (Hz) for FSK: Calculate Bandwidth Comparison among ASK,  FSK, and PSK Performance Comparison: 1. Noise Sensitivity:    - ASK is the most sensitive to noise due to its r...

UGC NET Electronic Science Previous Year Question Papers

Home / Engineering & Other Exams / UGC NET 2022: Previous Year Question Papers ...   NET | GATE | ESE | UGC-NET (Electronics Science, Subject code: 88 ) UGC Net Electronic Science Questions Paper With Answer Key Download Pdf [December 2024] UGC Net Electronic Science Questions Paper With Answer Key Download Pdf [June 2024] UGC Net Electronic Science Questions Paper With Answer Key Download Pdf [December 2023] UGC Net Electronic Science Questions Paper With Answer Key Download Pdf [June 2023] UGC Net Electronic Science Questions Paper With Answer Key Download Pdf [December 2022]  UGC Net Electronic Science Questions Paper With Answer Key Download Pdf [June 2022]   UGC Net Electronic Science Questions Paper With Answer Key Download Pdf [December 2021] UGC Net Electronic Science Questions With Answer Key Download Pdf [June 2020] UGC Net Electronic Science Questions With Answer Key Download Pdf [December 2019] UGC Net Electronic Science Questions With Answer...

Coherence Bandwidth and Coherence Time

🧮 Coherence Bandwidth 🧮 Coherence Time 🧮 Coherence Time Calculator 🧮 Relationship between Coherence Time and Delay Spread 🧮 MATLAB Code to find Relationship between Coherence Time and delay Spread 📚 Further Reading   Coherence Bandwidth Coherence bandwidth is a concept in wireless communication and signal processing that relates to the frequency range over which a wireless channel remains approximately constant in terms of its characteristics. coherence bandwidth is  The inverse of Doppler spread delay time, or any spread delay time due to fading in general.  The coherence bandwidth is related to the delay spread of the channel, which is a measure of the time it takes for signals to traverse the channel. The two are related by the following formulae: Coherence bandwidth = 1/(delay spread time) Or, Coherence Bandwidth = 1/(root-mean-square delay spread time) (Coherence bandwidth in Hertz) For instance, the coherence bandwidth is...

MATLAB code for BER vs SNR for M-QAM, M-PSK, QPSk, BPSK, ...

📘 Overview 🧮 Simulator for m-ary QAM and m-ary PSK 🧮 MATLAB Code for BPSK, M-ary PSK, and M-ary QAM Together 🧮 MATLAB Code for M-ary QAM 🧮 MATLAB Code for M-ary PSK 📚 Further Reading   MATLAB Script for  BER vs. SNR for M-QAM, M-PSK, QPSk, BPSK %Written by Salim Wireless %Visit www.salimwireless.com for study materials on wireless communication %or, if you want to learn how to code in MATLAB clc; clear; close all; % Parameters num_symbols = 1e5; % Number of symbols snr_db = -20:2:20; % Range of SNR values in dB % PSK and QAM orders to be tested psk_orders = [2, 4, 8, 16, 32]; qam_orders = [4, 16, 64, 256]; % Initialize BER arrays ber_psk_results = zeros(length(psk_orders), length(snr_db)); ber_qam_results = zeros(length(qam_orders), length(snr_db)); % BER calculation for each PSK order and SNR value for i = 1:length(psk_orders) psk_order = psk_orders(i); for j = 1:length(snr_db) % Generate random symbols ...