- The document discusses wireless channel propagation and fading. It covers topics like large-scale fading (path loss and shadowing), small-scale fading (time-selective and frequency-selective fading), and statistical characterization of fading channels.
- Small-scale fading is caused by multipath propagation and results in rapid fluctuations in the strength of the received signal over short periods of time or travel distances. It can be time-selective or frequency-selective depending on delay spread and Doppler spread.
- Common distributions for modeling fading amplitudes are Rayleigh for non-line-of-sight environments and Rician when there is a dominant line-of-sight path. The document presents models for generating both Rayleigh and Rician fading
Hello everyone. This is a short presentation on path loss and shadowing. I have not covered all the topics but a brief idea is given on path loss and wireless channel propagation models.
Hope you find it useful.
Thanks
Hello everyone. This is a short presentation on path loss and shadowing. I have not covered all the topics but a brief idea is given on path loss and wireless channel propagation models.
Hope you find it useful.
Thanks
Loss of strength, A periodic reduction in the received strength of a radio transmission.
This is about the phenomenon of loss of signal in telecommunications.Fading refers to the
time variation of the received signal power caused by changes in the transmission medium or path.
compare large and small scale fadingSolutionSmall Scale Fading.pdfarchanadesignfashion
compare large and small scale fading
Solution
Small Scale Fading- It is state that the rapid fluctuation of Received Signal strength over very
Short distance and short time is concerned as Small Scale Fading.It is a characteristic of Radio
propagation resulting from the presence of reflectors and scatterers that cause multiple versions
of the Transmitted signal to arrive at the receiver, each distorted in amplitude, phase and angle of
arrival.
Large Scale Fading- The Large Scale fading is related to Large Fluctuation. It is the result of
signal attenuation due to signal propagation over large distances and duffraction around large
objects in the propagation path.
The three most important effects:-
1) Rapid changess in signal strength over a small travel distance or time interval.
2) Random frequency modulation due to varying Doppler shifts on different multipath signals.
3) Time dispersion caused by multipath propagation delay.
Factors affecting Small Scale Fading:-
a) Multiplepath propagation- Reflection Objects and scatterers.
b) Speed of the mobile- Doppler Shifts
c) Transmission bandwidth of the signal
d) The received signal will; be distorted if the transmission bandwidth is greater than the
bandwidth of the multipath channel.
e) Coherent Bandwidth- Bandwidth of the multiple Channel.
Cause of Large Scale Fading:-
a) Large scale fading is due to the shadowing effect of large size objects.
b) It is the main signal strength vs large distance between transmitter and receiver.
c) Power Loss and Power Gain:- The ratio of total transmitted power over the received power
and the path gain is 1 per path loss.
Types of Small Scale Fading:-
Small Scale Fading (Based on Multipath Time Delay Spread)
*Flat Fading:- Bandwidth signal is smaller than bandwidth of channel.
* Delay spread is smaller than symbol period.
Frequency Selective Fading:-
* Bandwidth is greater than Bandwidth of channel.
* Delay Spread is greater than Symbol Period.
Small Scale Fading(Based on Doppler Spread)
Fast Fading:-
* HIgh doppler spread with coherence time is less than symbol period.
* Channel variation is Faster than baseband signal variation
Slow Fading:-
* It has low doppler Spread with coherence time is greater than symbol period.
* Channel variation is smaller than baseband signal variation.
Large Scale Fading:-
* In free space, received power attenuates like 1/r2.
* With reflection and obstructions, can attenuate even more rapidly with distance.
* Time constants associated with variations are very long as mobile moves, many seconds or
minutes.
* More important for cell site planning, less for communication system design..
Bit Error Rate Assessment of Digital Modulation Schemes on Additive White Gau...inventionjournals
International Journal of Engineering and Science Invention (IJESI) is an international journal intended for professionals and researchers in all fields of computer science and electronics. IJESI publishes research articles and reviews within the whole field Engineering Science and Technology, new teaching methods, assessment, validation and the impact of new technologies and it will continue to provide information on the latest trends and developments in this ever-expanding subject. The publications of papers are selected through double peer reviewed to ensure originality, relevance, and readability. The articles published in our journal can be accessed online.
Distributed Architecture of Subspace Clustering and RelatedPei-Che Chang
Distributed Architecture of Subspace Clustering and Related
Sparse Subspace Clustering
Low-Rank Representation
Least Squares Regression
Multiview Subspace Clustering
Probabilistic Matrix Factorization (PMF)
Bayesian Probabilistic Matrix Factorization (BPMF) using
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BPMF using MCMC – Overall Model
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Deterministic MIMO Channel Capacity
• CSI is Known to the Transmitter Side
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Channel Capacity of Random MIMO Channels
Cosmetic shop management system project report.pdfKamal Acharya
Buying new cosmetic products is difficult. It can even be scary for those who have sensitive skin and are prone to skin trouble. The information needed to alleviate this problem is on the back of each product, but it's thought to interpret those ingredient lists unless you have a background in chemistry.
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The automated cosmetic shop management system should deal with the automation of general workflow and administration process of the shop. The main processes of the system focus on customer's request where the system is able to search the most appropriate products and deliver it to the customers. It should help the employees to quickly identify the list of cosmetic product that have reached the minimum quantity and also keep a track of expired date for each cosmetic product. It should help the employees to find the rack number in which the product is placed.It is also Faster and more efficient way.
Hierarchical Digital Twin of a Naval Power SystemKerry Sado
A hierarchical digital twin of a Naval DC power system has been developed and experimentally verified. Similar to other state-of-the-art digital twins, this technology creates a digital replica of the physical system executed in real-time or faster, which can modify hardware controls. However, its advantage stems from distributing computational efforts by utilizing a hierarchical structure composed of lower-level digital twin blocks and a higher-level system digital twin. Each digital twin block is associated with a physical subsystem of the hardware and communicates with a singular system digital twin, which creates a system-level response. By extracting information from each level of the hierarchy, power system controls of the hardware were reconfigured autonomously. This hierarchical digital twin development offers several advantages over other digital twins, particularly in the field of naval power systems. The hierarchical structure allows for greater computational efficiency and scalability while the ability to autonomously reconfigure hardware controls offers increased flexibility and responsiveness. The hierarchical decomposition and models utilized were well aligned with the physical twin, as indicated by the maximum deviations between the developed digital twin hierarchy and the hardware.
Explore the innovative world of trenchless pipe repair with our comprehensive guide, "The Benefits and Techniques of Trenchless Pipe Repair." This document delves into the modern methods of repairing underground pipes without the need for extensive excavation, highlighting the numerous advantages and the latest techniques used in the industry.
Learn about the cost savings, reduced environmental impact, and minimal disruption associated with trenchless technology. Discover detailed explanations of popular techniques such as pipe bursting, cured-in-place pipe (CIPP) lining, and directional drilling. Understand how these methods can be applied to various types of infrastructure, from residential plumbing to large-scale municipal systems.
Ideal for homeowners, contractors, engineers, and anyone interested in modern plumbing solutions, this guide provides valuable insights into why trenchless pipe repair is becoming the preferred choice for pipe rehabilitation. Stay informed about the latest advancements and best practices in the field.
Hybrid optimization of pumped hydro system and solar- Engr. Abdul-Azeez.pdffxintegritypublishin
Advancements in technology unveil a myriad of electrical and electronic breakthroughs geared towards efficiently harnessing limited resources to meet human energy demands. The optimization of hybrid solar PV panels and pumped hydro energy supply systems plays a pivotal role in utilizing natural resources effectively. This initiative not only benefits humanity but also fosters environmental sustainability. The study investigated the design optimization of these hybrid systems, focusing on understanding solar radiation patterns, identifying geographical influences on solar radiation, formulating a mathematical model for system optimization, and determining the optimal configuration of PV panels and pumped hydro storage. Through a comparative analysis approach and eight weeks of data collection, the study addressed key research questions related to solar radiation patterns and optimal system design. The findings highlighted regions with heightened solar radiation levels, showcasing substantial potential for power generation and emphasizing the system's efficiency. Optimizing system design significantly boosted power generation, promoted renewable energy utilization, and enhanced energy storage capacity. The study underscored the benefits of optimizing hybrid solar PV panels and pumped hydro energy supply systems for sustainable energy usage. Optimizing the design of solar PV panels and pumped hydro energy supply systems as examined across diverse climatic conditions in a developing country, not only enhances power generation but also improves the integration of renewable energy sources and boosts energy storage capacities, particularly beneficial for less economically prosperous regions. Additionally, the study provides valuable insights for advancing energy research in economically viable areas. Recommendations included conducting site-specific assessments, utilizing advanced modeling tools, implementing regular maintenance protocols, and enhancing communication among system components.
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Overview of the fundamental roles in Hydropower generation and the components involved in wider Electrical Engineering.
This paper presents the design and construction of hydroelectric dams from the hydrologist’s survey of the valley before construction, all aspects and involved disciplines, fluid dynamics, structural engineering, generation and mains frequency regulation to the very transmission of power through the network in the United Kingdom.
Author: Robbie Edward Sayers
Collaborators and co editors: Charlie Sims and Connor Healey.
(C) 2024 Robbie E. Sayers
Student information management system project report ii.pdfKamal Acharya
Our project explains about the student management. This project mainly explains the various actions related to student details. This project shows some ease in adding, editing and deleting the student details. It also provides a less time consuming process for viewing, adding, editing and deleting the marks of the students.
3. 3
Radio propagation
Reflection is the physical phenomenon that occurs when a propagating electromagnetic wave impinges upon an object with very
large dimensions compared to the wavelength, for example, surface of the earth and building. It forces the transmit signal power
to be reflected back to its origin rather than being passed all the way along the path to the receiver.
Diffraction refers to various phenomena that occur when the radio path between the transmitter and receiver is obstructed by a
surface with sharp irregularities or small openings. It appears as a bending of waves around the small obstacles and spreading
out of waves past small openings. The secondary waves generated by diffraction are useful for establishing a path between the
transmitter and receiver, even when a line-of-sight path is not present.
Scattering is the physical phenomenon that forces the radiation of an electromagnetic wave to deviate from a straight path by
one or more local obstacles, with small dimensions compared to the wavelength. Those obstacles that induce scattering, such as
foliage, street signs, and lamp posts, are referred to as the scatters.
Fading
Fading the variation of the signal amplitude over time and frequency.
The fading phenomenon can be broadly classified into two different types: large-scale fading and small-scale fading.
Large-scale fading occurs as the mobile moves through a large distance, for example, a distance of the order of cell size. It is
caused by path loss of signal as a function of distance and shadowing by large objects such as buildings, intervening terrains, and
vegetation.
• Shadowing is a slow fading process characterized by variation of median path loss between the transmitter and receiver in
fixed locations.
• In other words, large-scale fading is characterized by average path loss and shadowing.
Small-scale fading refers to rapid variation of signal levels due to the constructive and destructive interference of multiple signal
paths (multi-paths) when the mobile station moves short distances.
• Depending on the relative extent of a multipath, frequency selectivity of a channel is characterized (e.g., by frequency-
selective or frequency flat) for small-scaling fading.
• Depending on the time variation in a channel due to mobile speed (characterized by the Doppler spread), short term
fading can be classified as either fast fading or slow fading.
4. 4
Fig. Classification of fading channels.
Large-scale fading is manifested by the mean path loss
that decreases with distance and shadowing that
varies along the mean path loss. The received signal
strength may be different even at the same distance
from a transmitter, due to the shadowing caused by
obstacles on the path.
Furthermore, the scattering components incur small-
scale fading, which finally yields a short-term variation
of the signal that has already experienced shadowing.
5. 時間選擇性衰落(快衰落)
頻率選擇性衰落
5
1
coherent
Doppler
T
f
∝
∆
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: ( )
coherent
spread
coherent
spread
B
t
B
t h t
∝
相干帶寬 在該 內信道衰落基本不變
時延擴展 信道沖激響應 持續時間
Small-scale fading 2個重要觀念個重要觀念個重要觀念個重要觀念
• Doppler spread causes → frequency dispersion → Ɵme-selective fading
• Multipath delay spread causes → time dispersion → frequency-selective fading
9. 9
多徑傳播信道的衝激响應模型
( ) ( ) 1 2 3
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h aτ δ τ τ τ τ τ τ
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對上式進行FT得到信道多徑環境下的頻率响應(傳輸函數)
( ) ( )
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= = ∑∫
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假設假設假設假設
)(ts
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時延擴展時延擴展時延擴展時延擴展
i ia τ和 是每路信號的強度和到達時間L是所有傳播路徑的數目
( ) ?s t設發射信號為 則接收到的信號是經多徑傳播後的總和
14. 14
More generalized form of the path loss model can be
constructed by modifying the free-space path loss with the
path loss exponent n that varies with the environments.
This is known as the log-distance path loss model, in which the
path loss at distance d is given as
Log-distance path loss model
15. 15
A log-normal shadowing model is useful when dealing with a
more realistic situation. Let Xσ denote a Gaussian random
variable with a zero mean and a standard deviation of σ.
Then, the log-normal shadowing model is given as
This particular model allows the receiver at the same distance
d to have a different path loss, which varies with the random
shadowing effect Xσ.
Log-normal shadowing model
16. 16
Different types of model
https://gist.github.com/oklachumi/6fe737b8f99c12edfe619d152469d114
17. 17
Okumura/Hata Model
Okumura model has been obtained through extensive experiments to compute the antenna height and coverage area for mobile
communication systems.
It is one of the most frequently adopted path loss models that can predict path loss in an urban area. This particular model
mainly covers the typical mobile communication system characteristics with a frequency band of 500–1500MHz, cell radius of 1–
100 km, and an antenna height of 30 m to 1000 m.
The path loss at distance d in the Okumura model is given as:
Hata model is currently the most popular path loss model. For the height of transmit antenna, hTX [m], and the carrier frequency
of fc [MHz], the path loss at distance d [m] in an urban area is given by the Hata model as:
20. 20
IEEE 802.16d Model
IEEE 802.16d model is based on the log-normal shadowing path loss model.
There are three different types of models (Type A, B, and C), depending on the density of obstruction between the transmitter
and receiver (in terms of tree densities) in a macro-cell suburban area. Table below describes these three different types of
models in which ART and BRT stand for Above-Roof-Top and Below-Roof-Top.
IEEE 802.16d path loss model is given as:
Types of IEEE 802.16d path loss models.
Parameters for IEEE 802.16d type A, B, and C models.
hTX is the height of transmit antenna (typically, ranged from 10mto 80 m). Furthermore, Cf is the correlation coefficient for the
carrier frequency fc [MHz], which is given as
24. 24
Small-Scale Fading
Small-scale fading is often referred to as fading in short. Fading is the rapid variation of the received signal level in the short term
as the user terminal moves a short distance.
Small-scale fading is attributed to multi-path propagation, mobile speed, speed of surrounding objects, and transmission
bandwidth of signal.
Characteristics of a multipath fading channel are often specified by a power delay profile (PDP).
Power delay profile: example (ITU-R Pedestrian A Model).
Mean excess delay and RMS delay spread are useful channel parameters that provide a reference of comparison among the
different multipath fading channels.
25. 時間選擇性衰落(快衰落)
頻率選擇性衰落
25
1
coherent
Doppler
T
f
∝
∆
1
: BW .
: ( )
coherent
spread
coherent
spread
B
t
B
t h t
∝
相干帶寬 在該 內信道衰落基本不變
時延擴展 信道沖激響應 持續時間
Small-scale fading 2個重要觀念個重要觀念個重要觀念個重要觀念
• Doppler spread causes → frequency dispersion → Ɵme-selective fading
• Multipath delay spread causes → time dispersion → frequency-selective fading
26. 26
Time-Dispersive vs. Frequency-Dispersive Fading:
Fading Due to Time Dispersion: Frequency-Selective Fading Channel
Fading Due to Frequency Dispersion: Time-Selective Fading Channel
Fig. Characteristics of fading due to time dispersion over multi-path channel
• Doppler spread causes → frequency dispersion → Ɵme-selective fading
• Multipath delay spread causes → time dispersion → frequency-selective fading
signal bandwidth is narrow signal bandwidth is wide
BW of the wireless channel Bc > signal BW Bs,
maintaining a constant amplitude and linear phase
response within a passband.
Constant amplitude undergone by signal bandwidth
induces flat fading = frequency-non-selective fading.
Symbol period Ts > delay spread τ, current symbol does
not affect the subsequent symbol imply ISI is not
significant.
BW of the wireless channel Bc < signal BW Bs.
Symbol period Ts < delay spread τ, ISI significant.
A channel is typically classified as frequency selective
when στ (RMS delay spread) > 0.1Ts.
sT τσ<
27. 27
Time-Dispersive vs. Frequency-Dispersive Fading:
Fading Due to Time Dispersion: Frequency-Selective Fading Channel
Fading Due to Frequency Dispersion: Time-Selective Fading Channel
• Doppler spread causes → frequency dispersion → Ɵme-selective fading
• Multipath delay spread causes → time dispersion → frequency-selective fading
• Coherence time Tc, is inversely proportional to doppler spread (maximum Doppler shift fm).
• The bandwidth of Doppler spectrum, denoted as Bd, is given as Bd = 2fm.
• Derived under the assumption that a Rayleigh-faded signal varies very slowly.
The transmit signal is subject to fast fading.
The transmit signal is subject to slow fading.
In the case where the coherence time is defined as a
bandwidth with the correlation of 0.5 or above
The most common definition of coherence time is to use the geometric mean of above two equations
Fast or slow fading does not have anything to do with time dispersion-induced fading.
Frequency selectivity of the wireless channel cannot be judged merely from the channel characteristics of fast or slow fading.
Because fast fading is attributed only to the rate of channel variation due to the terminal movement.
28. 28
Statistical Characterization of Fading Channel
The amplitude of the received signal, over the multipath channel subject to numerous scattering
components, follows the Rayleigh distribution.
29. 29
The power spectrum density (PSD) of the fading process is found by the Fourier transform of the autocorrelation function
Called classical Doppler spectrum
If some of the scattering components are much stronger than most of the components, the fading process no longer follows
the Rayleigh distribution. In this case, the amplitude of the received signal
follows the Rician distribution and thus, this fading process is referred to as Rician fading.
30. 30
Generation of Fading Channels
Fig. Non-LOS and LOS propagation environment.
Fig. can be represented by a complex Gaussian random variable, W1 + jW2, where W1 andW2 are the independent and
identically-distributed (i.i.d.) Gaussian random variables with a zero mean and variance of σ2.
X denote the amplitude of the complex Gaussian random variable W1 + jW2,
X is a Rayleigh random variable with the following probability density function (PDF):
In the LOS environment where there exists a strong path which is not subject to any loss due to reflection, diffraction, and
scattering, the amplitude of the received signal can be expressed as X = c + W1 + jW2.
X is the Rician random variable with the following PDF:
• K = 0, no LOS component → Rayleigh PDF
• K increases → Gaussian PDF.
• Generally, K ~ -40 dB for the Rayleigh fading channel.
• K > 15 dB for the Gaussian channel.
Rician distributionRayleigh distribution
31. 31
Distributions for Rayleigh and Rician fading channels
https://github.com/oklachumi/octave-in-communications/blob/master/plot_Ray_Ric_channel.m