This document summarizes a lecture on multi-tone modulation techniques. It discusses ADSL and VDSL specifications including spectrum allocation and channel characteristics. It then covers topics like bit loading, peak-to-average power ratio problems, time-domain equalization using a TEQ to shorten the channel impulse response, and alternative frequency-domain equalization structures. The document provides examples and illustrations of these concepts.
The document summarizes a lecture on equalization techniques for digital communications. It begins with the lecturer acknowledging feedback that previous lectures moved too quickly and were too technical. It then provides a high-level overview of equalization techniques, including:
- Zero-forcing equalization using linear filters and decision feedback equalizers
- MMSE equalization
- Fractionally spaced equalizers
It also summarizes the key concepts from previous lectures on digital transmission models and the optimal receiver structure involving a whitened matched filter front-end and maximum likelihood sequence estimation (MLSE). The goal of equalization techniques is to provide a lower complexity alternative to MLSE for the decision device while approaching similar performance with the use of channel coding
This document summarizes a lecture on equalization techniques for digital communications.
1) The optimal receiver structure for transmission over a channel consists of a whitened matched filter frontend and a maximum likelihood sequence estimator (MLSE) such as the Viterbi algorithm. However, the MLSE has high complexity.
2) Equalization filters combined with a memoryless decision device can provide a lower complexity alternative to the MLSE. Linear equalizers like zero-forcing and minimum mean squared error (MMSE) are discussed, as well as decision feedback equalizers.
3) The lecture reviews transmission models and optimal receivers developed in previous lectures, and establishes an input-output model of the transmission system to serve as the basis
This document outlines a postacademic course on telecommunications transmission techniques taught by Marc Moonen at KU Leuven University. The course consists of 10 lectures covering basic digital communication principles as well as advanced topics like multicarrier modulation, CDMA, and MIMO transmission. It introduces concepts like modulation, channel coding, equalization, and multiple access. The document provides an overview of the course schedule, prerequisites, literature references and acknowledges prior work from which content has been adapted.
This document summarizes a lecture on smart antennas. It introduces the concept of spatial division multiple access (SDMA) which allows multiple users in the same cell to use the same frequency channel by using antenna arrays and signal processing. It describes early SDMA approaches that assumed line-of-sight propagation and used beamforming. More advanced approaches are needed to handle multipath propagation using techniques like MIMO channel modeling and source separation.
This document summarizes a lecture on multi-tone modulation techniques for digital subscriber line (DSL) modems. It discusses how discrete multi-tone (DMT) modulation, also known as orthogonal frequency division multiplexing (OFDM), is used in asymmetric digital subscriber line (ADSL) standards to divide high-speed data streams into multiple low-speed streams carried on individual frequency tones. This allows for higher data rates over copper telephone lines by mitigating interference and attenuation across the frequency spectrum. The lecture provides an overview of DMT principles including modulation and demodulation using the inverse fast Fourier transform (IFFT) and fast Fourier transform (FFT).
This document summarizes a lecture on transmitter design for digital communication systems. It discusses:
1) The basic components of a transmitter including constellations for linear modulation such as PAM, PSK, and QAM, and transmit filters.
2) Preliminaries on passband versus baseband transmission and how a baseband equivalent model can be obtained using complex envelope signals.
3) Details on common constellation designs including distance metrics for PAM, PSK, and QAM in an AWGN channel.
4) Analysis of bit error rate performance for the transmission of a single symbol over an AWGN channel for different constellations. The document also discusses designing transmit pulses to eliminate
This document summarizes a lecture on adaptive equalization. It discusses how equalizers can be designed when the channel is unknown or time-varying using training sequences. Specifically, it describes how training sequences can be used to identify the channel model and design an optimal linear equalizer using a least squares approach. This results in an equation to compute the optimal equalizer coefficients directly from the received training sequence samples. Similar approaches are described for fractionally spaced and decision feedback equalizers.
This document summarizes a lecture on CDMA (Code Division Multiple Access). It discusses different multiple access techniques including FDMA, TDMA, FH-CDMA, TH-CDMA and DS-CDMA. It provides details on DS-CDMA transmission and reception, including how code orthogonality allows multiple users to access the channel simultaneously. Advanced reception techniques for asynchronous CDMA and dispersive channels are also mentioned. Real-world CDMA applications including IS-95, UMTS and wireless LANs are listed.
The document summarizes a lecture on equalization techniques for digital communications. It begins with the lecturer acknowledging feedback that previous lectures moved too quickly and were too technical. It then provides a high-level overview of equalization techniques, including:
- Zero-forcing equalization using linear filters and decision feedback equalizers
- MMSE equalization
- Fractionally spaced equalizers
It also summarizes the key concepts from previous lectures on digital transmission models and the optimal receiver structure involving a whitened matched filter front-end and maximum likelihood sequence estimation (MLSE). The goal of equalization techniques is to provide a lower complexity alternative to MLSE for the decision device while approaching similar performance with the use of channel coding
This document summarizes a lecture on equalization techniques for digital communications.
1) The optimal receiver structure for transmission over a channel consists of a whitened matched filter frontend and a maximum likelihood sequence estimator (MLSE) such as the Viterbi algorithm. However, the MLSE has high complexity.
2) Equalization filters combined with a memoryless decision device can provide a lower complexity alternative to the MLSE. Linear equalizers like zero-forcing and minimum mean squared error (MMSE) are discussed, as well as decision feedback equalizers.
3) The lecture reviews transmission models and optimal receivers developed in previous lectures, and establishes an input-output model of the transmission system to serve as the basis
This document outlines a postacademic course on telecommunications transmission techniques taught by Marc Moonen at KU Leuven University. The course consists of 10 lectures covering basic digital communication principles as well as advanced topics like multicarrier modulation, CDMA, and MIMO transmission. It introduces concepts like modulation, channel coding, equalization, and multiple access. The document provides an overview of the course schedule, prerequisites, literature references and acknowledges prior work from which content has been adapted.
This document summarizes a lecture on smart antennas. It introduces the concept of spatial division multiple access (SDMA) which allows multiple users in the same cell to use the same frequency channel by using antenna arrays and signal processing. It describes early SDMA approaches that assumed line-of-sight propagation and used beamforming. More advanced approaches are needed to handle multipath propagation using techniques like MIMO channel modeling and source separation.
This document summarizes a lecture on multi-tone modulation techniques for digital subscriber line (DSL) modems. It discusses how discrete multi-tone (DMT) modulation, also known as orthogonal frequency division multiplexing (OFDM), is used in asymmetric digital subscriber line (ADSL) standards to divide high-speed data streams into multiple low-speed streams carried on individual frequency tones. This allows for higher data rates over copper telephone lines by mitigating interference and attenuation across the frequency spectrum. The lecture provides an overview of DMT principles including modulation and demodulation using the inverse fast Fourier transform (IFFT) and fast Fourier transform (FFT).
This document summarizes a lecture on transmitter design for digital communication systems. It discusses:
1) The basic components of a transmitter including constellations for linear modulation such as PAM, PSK, and QAM, and transmit filters.
2) Preliminaries on passband versus baseband transmission and how a baseband equivalent model can be obtained using complex envelope signals.
3) Details on common constellation designs including distance metrics for PAM, PSK, and QAM in an AWGN channel.
4) Analysis of bit error rate performance for the transmission of a single symbol over an AWGN channel for different constellations. The document also discusses designing transmit pulses to eliminate
This document summarizes a lecture on adaptive equalization. It discusses how equalizers can be designed when the channel is unknown or time-varying using training sequences. Specifically, it describes how training sequences can be used to identify the channel model and design an optimal linear equalizer using a least squares approach. This results in an equation to compute the optimal equalizer coefficients directly from the received training sequence samples. Similar approaches are described for fractionally spaced and decision feedback equalizers.
This document summarizes a lecture on CDMA (Code Division Multiple Access). It discusses different multiple access techniques including FDMA, TDMA, FH-CDMA, TH-CDMA and DS-CDMA. It provides details on DS-CDMA transmission and reception, including how code orthogonality allows multiple users to access the channel simultaneously. Advanced reception techniques for asynchronous CDMA and dispersive channels are also mentioned. Real-world CDMA applications including IS-95, UMTS and wireless LANs are listed.
This document summarizes a lecture on optimal receiver design for digital communication systems. It discusses different types of optimal receivers, including minimum bit-error rate (BER), maximum a-posteriori probability (MAP), maximum likelihood (ML), and minimum distance (MD) receivers. It also examines the receiver structures for transmitting a single symbol and a sequence of symbols over a linear channel with additive white Gaussian noise (AWGN). For a single symbol, the optimal receiver is a matched filter frontend followed by sampling at the symbol rate and decision device. For a sequence, a matched filter frontend and maximum likelihood sequence estimation (MLSE) are used.
The document discusses Shannon's theory of channel capacity from 1948. It explains key information theory concepts like entropy, self-information, and mutual information. It then discusses the channel capacity of various channel models including frequency-flat and frequency-selective channels with additive white Gaussian noise. The maximum achievable transmission bit rate without error for a given channel is equal to the channel capacity, which depends on factors like bandwidth, signal-to-noise ratio, and optimal power allocation across frequencies for frequency-selective channels.
This document contains a syllabus for a Communication Electronics course. The syllabus covers 6 units:
1) Amplitude Modulation
2) Angle Modulation
3) Pulse Modulation
4) Noise
5) AM and FM Receivers
6) Broadband Communication Links and Multiplexing
The syllabus provides an overview of the key topics that will be covered in each unit, including the concepts, mathematical analysis, generation methods, and applications of various modulation techniques. It also lists recommended textbooks and reference books for the course.
Communication Theory-1 Project || Single Side Band Modulation using Filtering...rameshreddybattini
Communication Theory-1 Project || Single Side Band Modulation using Filtering Method and Synchronous Demodulation in the Presence of Noise || Using Matlab Code
This document proposes allowing cognitive radios to opportunistically transmit in the 3GPP-LTE uplink by using channel nulls and peaks. It analyzes the performance of overlay transmission on nulls and peaks in a static and dynamic resource allocation scenario. Transmission during peaks caused less interference than nulls. Further work is needed to analyze performance from the secondary user perspective and incorporate error correction.
A Proximity based Retransmission Scheme for Power Line Ad-hoc LAN ijdpsjournal
Power line as an alternative for data transmission is being explored, and also being used to a certain extent. But from the data transfer point of view, power line, as a channel is highly dynamic and hence not quite suitable. To covert the office or home wiring system to a Local Area Network (LAN), adaptive
changes are to be made to the existing protocols. In this paper, a slotted transmission scheme is suggested, in which usable timeslots are found out by physically sensing the media. Common usable timeslots for the sender-receiver pair are used for communication. But these will not ensure safe packet
delivery since packets may be corrupted on the way during propagation from sender to receiver. Therefore, we also suggest a proximity based retransmission scheme where each machine in the LAN, buffers good packet and machines close to the receiver retransmit on receiving a NACK.
Multi-carrier Equalization by Restoration of RedundancY (MERRY) for Adaptive ...IJNSA Journal
This paper proposes a new blind adaptive channel shortening approach for multi-carrier systems. The performance of the discrete Fourier transform-DMT (DFT-DMT) system is investigated with the proposed DST-DMT system over the standard carrier serving area (CSA) loop1. Enhanced bit rates demonstrated and less complexity also involved by the simulation of the DST-DMT system.
This document discusses amplitude modulation (AM) and detection. It begins by introducing AM, including its use of a carrier signal to transmit a baseband message signal. It describes how AM varies the amplitude of the carrier based on the message signal. The document then discusses envelope detection used at the receiver to recover the original message signal. It also introduces double sideband suppressed carrier AM, which removes the carrier component to increase power efficiency, requiring a product detector instead of envelope detection.
Multi carrier equalization by restoration of redundanc y (merry) for adaptive...IJNSA Journal
This paper proposes a new blind adaptive channel shortening approach for multi-carrier systems. The
performance of the discrete Fourier transform-DMT (DFT-DMT) system is investigated with the proposed
DST-DMT system over the standard carrier serving area (CSA) loop1. Enhanced bit rates demonstrated
and less complexity also involved by the simulation of the DST-DMT system.
This task involves generating a single tone SSB modulated signal. A modulating signal m(t) = cos(1000πt) and carrier c(t) = cos(104πt) are used. The SSB modulated signal is generated using the filtering method. The USB and LSB spectra are identified, with the USB spectrum occupying frequencies above the carrier and the LSB spectrum below. The maximum and minimum envelope amplitudes and power in the USB, LSB and modulated signals are determined. Simulation results and plots of the signals and their spectra are presented.
This document contains an assignment for a principles of communication course. It includes 12 questions about topics like PLL systems, noise analysis, modulation techniques, and receiver performance. Students are asked to draw and explain PLL block diagrams, define terms related to PLL, classify noise types, explain digital PLL and modulation schemes like LPC, vocoding, and analyze noise and performance in FM, DSB-SC, and SSB systems. The assignment is to be submitted by 30th September 2014.
AM – Frequency spectrum – vector representation – power relations – generation of AM – DSB, DSB/SC, SSB, VSB AM Transmitter & Receiver; FM and PM – frequency spectrum – power relations : NBFM & WBFM, Generation of FM and DM, Armstrong method & Reactance modulations : FM & PM frequency.
This document discusses channel estimation techniques for filter bank-based multicarrier systems like FBMC/OQAM. It begins with an overview of FBMC/OQAM fundamentals like modulation, intrinsic interference, and system modeling. It then covers traditional preamble-based and pilot-based channel estimation approaches under assumptions of locally time-invariant channels. However, these approaches can perform poorly for highly frequency selective channels. The document therefore presents recent advances in channel estimation techniques for more demanding scenarios, such as the Interference Approximation Method that uses intrinsic interference constructively.
Popular Interview Wireless Question with AnswerVARUN KUMAR
Favourable propagation refers to the orthogonality among vector-valued wireless channels that can maximize total system throughput. It occurs when the interference terms in the channel capacity equation, which involve the product of different channel coefficients, approach zero. Time division duplexing (TDD) is more complex than frequency division duplexing (FDD) due to hardware mismatches across base stations and user equipment for uplink and downlink channels. Channel reciprocity can be achieved through FDD if the uplink and downlink carrier frequencies are nearly equal, but not if they are significantly different.
This document summarizes power line carrier communication (PLCC), which is used for communication over medium and long distances in power networks. PLCC uses existing power lines as a communication medium. It provides a more economical and reliable communication method than alternatives like telephone lines or wireless systems. The key components of a PLCC system include transmitters, the power line channel, receivers, carrier signals in the audio frequency range, modulation techniques, and coupling arrangements like capacitors to introduce signals onto power lines. Modern PLCC systems can handle various functions like telemetry, signaling, control, and protection.
This document provides information about a telecommunication principles course offered at The People's University. The 18-week course covers topics like communication systems, digital communication principles, radio frequency systems, and computer networks. It includes 5 units, each with assignments. Students will complete 3 timed assessments (TMAs), a lab report, and a final exam. Tutorial sessions are also provided to help with course content and assignments. The document outlines the course structure, assessment details, self-study guidelines, and information on getting academic support from tutors.
Summary of my first attempt to define a new research direction that was called 'Adaptive Radio Links'. At the time, only adaptive modulation and cognitive spectrum access have just emerged.
IJERA (International journal of Engineering Research and Applications) is International online, ... peer reviewed journal. For more detail or submit your article, please visit www.ijera.com
Introduction to Modulation and Demodulation.pptxNiharranjanAdit
1) The document discusses various modulation techniques used in communication systems including amplitude modulation (AM), frequency modulation (FM), phase modulation (PM), pulse amplitude modulation (PAM), frequency-shift keying (FSK), phase-shift keying (PSK), and their derivatives.
2) It explains the basic concepts of modulation such as using a message signal to control parameters of a carrier signal to transmit information.
3) Key modulation types covered are AM, which varies the amplitude of a carrier signal; FSK and PSK, which are used for digital modulation by shifting the frequency or phase of a carrier.
OFDM is a digital multi-carrier modulation technique that is used in 4G wireless standards like LTE and WiMAX to support high data transmission rates over 100 Mbps. OFDM divides the available spectrum into multiple orthogonal subcarriers, each transmitting a low data rate stream that experiences flat fading to avoid inter-symbol interference caused by frequency selective fading. In contrast, single carrier systems experience frequency selective fading if the bandwidth is greater than the coherence bandwidth, resulting in inter-symbol interference.
International Conference on NLP, Artificial Intelligence, Machine Learning an...gerogepatton
International Conference on NLP, Artificial Intelligence, Machine Learning and Applications (NLAIM 2024) offers a premier global platform for exchanging insights and findings in the theory, methodology, and applications of NLP, Artificial Intelligence, Machine Learning, and their applications. The conference seeks substantial contributions across all key domains of NLP, Artificial Intelligence, Machine Learning, and their practical applications, aiming to foster both theoretical advancements and real-world implementations. With a focus on facilitating collaboration between researchers and practitioners from academia and industry, the conference serves as a nexus for sharing the latest developments in the field.
This document summarizes a lecture on optimal receiver design for digital communication systems. It discusses different types of optimal receivers, including minimum bit-error rate (BER), maximum a-posteriori probability (MAP), maximum likelihood (ML), and minimum distance (MD) receivers. It also examines the receiver structures for transmitting a single symbol and a sequence of symbols over a linear channel with additive white Gaussian noise (AWGN). For a single symbol, the optimal receiver is a matched filter frontend followed by sampling at the symbol rate and decision device. For a sequence, a matched filter frontend and maximum likelihood sequence estimation (MLSE) are used.
The document discusses Shannon's theory of channel capacity from 1948. It explains key information theory concepts like entropy, self-information, and mutual information. It then discusses the channel capacity of various channel models including frequency-flat and frequency-selective channels with additive white Gaussian noise. The maximum achievable transmission bit rate without error for a given channel is equal to the channel capacity, which depends on factors like bandwidth, signal-to-noise ratio, and optimal power allocation across frequencies for frequency-selective channels.
This document contains a syllabus for a Communication Electronics course. The syllabus covers 6 units:
1) Amplitude Modulation
2) Angle Modulation
3) Pulse Modulation
4) Noise
5) AM and FM Receivers
6) Broadband Communication Links and Multiplexing
The syllabus provides an overview of the key topics that will be covered in each unit, including the concepts, mathematical analysis, generation methods, and applications of various modulation techniques. It also lists recommended textbooks and reference books for the course.
Communication Theory-1 Project || Single Side Band Modulation using Filtering...rameshreddybattini
Communication Theory-1 Project || Single Side Band Modulation using Filtering Method and Synchronous Demodulation in the Presence of Noise || Using Matlab Code
This document proposes allowing cognitive radios to opportunistically transmit in the 3GPP-LTE uplink by using channel nulls and peaks. It analyzes the performance of overlay transmission on nulls and peaks in a static and dynamic resource allocation scenario. Transmission during peaks caused less interference than nulls. Further work is needed to analyze performance from the secondary user perspective and incorporate error correction.
A Proximity based Retransmission Scheme for Power Line Ad-hoc LAN ijdpsjournal
Power line as an alternative for data transmission is being explored, and also being used to a certain extent. But from the data transfer point of view, power line, as a channel is highly dynamic and hence not quite suitable. To covert the office or home wiring system to a Local Area Network (LAN), adaptive
changes are to be made to the existing protocols. In this paper, a slotted transmission scheme is suggested, in which usable timeslots are found out by physically sensing the media. Common usable timeslots for the sender-receiver pair are used for communication. But these will not ensure safe packet
delivery since packets may be corrupted on the way during propagation from sender to receiver. Therefore, we also suggest a proximity based retransmission scheme where each machine in the LAN, buffers good packet and machines close to the receiver retransmit on receiving a NACK.
Multi-carrier Equalization by Restoration of RedundancY (MERRY) for Adaptive ...IJNSA Journal
This paper proposes a new blind adaptive channel shortening approach for multi-carrier systems. The performance of the discrete Fourier transform-DMT (DFT-DMT) system is investigated with the proposed DST-DMT system over the standard carrier serving area (CSA) loop1. Enhanced bit rates demonstrated and less complexity also involved by the simulation of the DST-DMT system.
This document discusses amplitude modulation (AM) and detection. It begins by introducing AM, including its use of a carrier signal to transmit a baseband message signal. It describes how AM varies the amplitude of the carrier based on the message signal. The document then discusses envelope detection used at the receiver to recover the original message signal. It also introduces double sideband suppressed carrier AM, which removes the carrier component to increase power efficiency, requiring a product detector instead of envelope detection.
Multi carrier equalization by restoration of redundanc y (merry) for adaptive...IJNSA Journal
This paper proposes a new blind adaptive channel shortening approach for multi-carrier systems. The
performance of the discrete Fourier transform-DMT (DFT-DMT) system is investigated with the proposed
DST-DMT system over the standard carrier serving area (CSA) loop1. Enhanced bit rates demonstrated
and less complexity also involved by the simulation of the DST-DMT system.
This task involves generating a single tone SSB modulated signal. A modulating signal m(t) = cos(1000πt) and carrier c(t) = cos(104πt) are used. The SSB modulated signal is generated using the filtering method. The USB and LSB spectra are identified, with the USB spectrum occupying frequencies above the carrier and the LSB spectrum below. The maximum and minimum envelope amplitudes and power in the USB, LSB and modulated signals are determined. Simulation results and plots of the signals and their spectra are presented.
This document contains an assignment for a principles of communication course. It includes 12 questions about topics like PLL systems, noise analysis, modulation techniques, and receiver performance. Students are asked to draw and explain PLL block diagrams, define terms related to PLL, classify noise types, explain digital PLL and modulation schemes like LPC, vocoding, and analyze noise and performance in FM, DSB-SC, and SSB systems. The assignment is to be submitted by 30th September 2014.
AM – Frequency spectrum – vector representation – power relations – generation of AM – DSB, DSB/SC, SSB, VSB AM Transmitter & Receiver; FM and PM – frequency spectrum – power relations : NBFM & WBFM, Generation of FM and DM, Armstrong method & Reactance modulations : FM & PM frequency.
This document discusses channel estimation techniques for filter bank-based multicarrier systems like FBMC/OQAM. It begins with an overview of FBMC/OQAM fundamentals like modulation, intrinsic interference, and system modeling. It then covers traditional preamble-based and pilot-based channel estimation approaches under assumptions of locally time-invariant channels. However, these approaches can perform poorly for highly frequency selective channels. The document therefore presents recent advances in channel estimation techniques for more demanding scenarios, such as the Interference Approximation Method that uses intrinsic interference constructively.
Popular Interview Wireless Question with AnswerVARUN KUMAR
Favourable propagation refers to the orthogonality among vector-valued wireless channels that can maximize total system throughput. It occurs when the interference terms in the channel capacity equation, which involve the product of different channel coefficients, approach zero. Time division duplexing (TDD) is more complex than frequency division duplexing (FDD) due to hardware mismatches across base stations and user equipment for uplink and downlink channels. Channel reciprocity can be achieved through FDD if the uplink and downlink carrier frequencies are nearly equal, but not if they are significantly different.
This document summarizes power line carrier communication (PLCC), which is used for communication over medium and long distances in power networks. PLCC uses existing power lines as a communication medium. It provides a more economical and reliable communication method than alternatives like telephone lines or wireless systems. The key components of a PLCC system include transmitters, the power line channel, receivers, carrier signals in the audio frequency range, modulation techniques, and coupling arrangements like capacitors to introduce signals onto power lines. Modern PLCC systems can handle various functions like telemetry, signaling, control, and protection.
This document provides information about a telecommunication principles course offered at The People's University. The 18-week course covers topics like communication systems, digital communication principles, radio frequency systems, and computer networks. It includes 5 units, each with assignments. Students will complete 3 timed assessments (TMAs), a lab report, and a final exam. Tutorial sessions are also provided to help with course content and assignments. The document outlines the course structure, assessment details, self-study guidelines, and information on getting academic support from tutors.
Summary of my first attempt to define a new research direction that was called 'Adaptive Radio Links'. At the time, only adaptive modulation and cognitive spectrum access have just emerged.
IJERA (International journal of Engineering Research and Applications) is International online, ... peer reviewed journal. For more detail or submit your article, please visit www.ijera.com
Introduction to Modulation and Demodulation.pptxNiharranjanAdit
1) The document discusses various modulation techniques used in communication systems including amplitude modulation (AM), frequency modulation (FM), phase modulation (PM), pulse amplitude modulation (PAM), frequency-shift keying (FSK), phase-shift keying (PSK), and their derivatives.
2) It explains the basic concepts of modulation such as using a message signal to control parameters of a carrier signal to transmit information.
3) Key modulation types covered are AM, which varies the amplitude of a carrier signal; FSK and PSK, which are used for digital modulation by shifting the frequency or phase of a carrier.
OFDM is a digital multi-carrier modulation technique that is used in 4G wireless standards like LTE and WiMAX to support high data transmission rates over 100 Mbps. OFDM divides the available spectrum into multiple orthogonal subcarriers, each transmitting a low data rate stream that experiences flat fading to avoid inter-symbol interference caused by frequency selective fading. In contrast, single carrier systems experience frequency selective fading if the bandwidth is greater than the coherence bandwidth, resulting in inter-symbol interference.
International Conference on NLP, Artificial Intelligence, Machine Learning an...gerogepatton
International Conference on NLP, Artificial Intelligence, Machine Learning and Applications (NLAIM 2024) offers a premier global platform for exchanging insights and findings in the theory, methodology, and applications of NLP, Artificial Intelligence, Machine Learning, and their applications. The conference seeks substantial contributions across all key domains of NLP, Artificial Intelligence, Machine Learning, and their practical applications, aiming to foster both theoretical advancements and real-world implementations. With a focus on facilitating collaboration between researchers and practitioners from academia and industry, the conference serves as a nexus for sharing the latest developments in the field.
Software Engineering and Project Management - Introduction, Modeling Concepts...Prakhyath Rai
Introduction, Modeling Concepts and Class Modeling: What is Object orientation? What is OO development? OO Themes; Evidence for usefulness of OO development; OO modeling history. Modeling
as Design technique: Modeling, abstraction, The Three models. Class Modeling: Object and Class Concept, Link and associations concepts, Generalization and Inheritance, A sample class model, Navigation of class models, and UML diagrams
Building the Analysis Models: Requirement Analysis, Analysis Model Approaches, Data modeling Concepts, Object Oriented Analysis, Scenario-Based Modeling, Flow-Oriented Modeling, class Based Modeling, Creating a Behavioral Model.
Electric vehicle and photovoltaic advanced roles in enhancing the financial p...IJECEIAES
Climate change's impact on the planet forced the United Nations and governments to promote green energies and electric transportation. The deployments of photovoltaic (PV) and electric vehicle (EV) systems gained stronger momentum due to their numerous advantages over fossil fuel types. The advantages go beyond sustainability to reach financial support and stability. The work in this paper introduces the hybrid system between PV and EV to support industrial and commercial plants. This paper covers the theoretical framework of the proposed hybrid system including the required equation to complete the cost analysis when PV and EV are present. In addition, the proposed design diagram which sets the priorities and requirements of the system is presented. The proposed approach allows setup to advance their power stability, especially during power outages. The presented information supports researchers and plant owners to complete the necessary analysis while promoting the deployment of clean energy. The result of a case study that represents a dairy milk farmer supports the theoretical works and highlights its advanced benefits to existing plants. The short return on investment of the proposed approach supports the paper's novelty approach for the sustainable electrical system. In addition, the proposed system allows for an isolated power setup without the need for a transmission line which enhances the safety of the electrical network
KuberTENes Birthday Bash Guadalajara - K8sGPT first impressionsVictor Morales
K8sGPT is a tool that analyzes and diagnoses Kubernetes clusters. This presentation was used to share the requirements and dependencies to deploy K8sGPT in a local environment.
Embedded machine learning-based road conditions and driving behavior monitoringIJECEIAES
Car accident rates have increased in recent years, resulting in losses in human lives, properties, and other financial costs. An embedded machine learning-based system is developed to address this critical issue. The system can monitor road conditions, detect driving patterns, and identify aggressive driving behaviors. The system is based on neural networks trained on a comprehensive dataset of driving events, driving styles, and road conditions. The system effectively detects potential risks and helps mitigate the frequency and impact of accidents. The primary goal is to ensure the safety of drivers and vehicles. Collecting data involved gathering information on three key road events: normal street and normal drive, speed bumps, circular yellow speed bumps, and three aggressive driving actions: sudden start, sudden stop, and sudden entry. The gathered data is processed and analyzed using a machine learning system designed for limited power and memory devices. The developed system resulted in 91.9% accuracy, 93.6% precision, and 92% recall. The achieved inference time on an Arduino Nano 33 BLE Sense with a 32-bit CPU running at 64 MHz is 34 ms and requires 2.6 kB peak RAM and 139.9 kB program flash memory, making it suitable for resource-constrained embedded systems.
3. Postacademic Course on
Telecommunications
11/5/00
p. 3
Module-3 Transmission Marc Moonen
Lecture-8 Multi-tone Modulation K.U.Leuven-ESAT/SISTA
Acknowledgement
-Lecture partly adopted from
Module T2
`Digital Communication Principles’
M.Engels, M. Moeneclaey, G. Van der Plas
1998 Postgraduate Course on Telecommunications
Special thanks to G. Van der Plas (Alcatel)
-Lecture partly co-authored by
Thierry Pollet, Alcatel Telecom, CRC, Antwerp (B)
4. Postacademic Course on
Telecommunications
11/5/00
p. 4
Module-3 Transmission Marc Moonen
Lecture-8 Multi-tone Modulation K.U.Leuven-ESAT/SISTA
ADSL/VDSL Revisited
• ADSL-DMT Transmission block scheme (see Lecture-7)
5. Postacademic Course on
Telecommunications
11/5/00
p. 5
Module-3 Transmission Marc Moonen
Lecture-8 Multi-tone Modulation K.U.Leuven-ESAT/SISTA
ADSL/VDSL Revisited : Specs
ADSL specs (=ANSI standard)
• 256 carriers
• 512-point (I)FFT’s (or `similar’)
• prefix length = 32
• carrier spacing fo= 4.3215 kHz
• basic sampling rate is 2.21 MHz (=512*4.3215k)
VDSL specs (=proposal)
• up to 4096 carriers
• same carrier spacing
• etc.
7. Postacademic Course on
Telecommunications
11/5/00
p. 7
Module-3 Transmission Marc Moonen
Lecture-8 Multi-tone Modulation K.U.Leuven-ESAT/SISTA
ADSL/VDSL Revisited : Spectrum
• ADSL spectrum :
FDD-ADSL
(=frequency division
duplex)
EC-ADSL
(=overlapping up- and
downstream band)
8. Postacademic Course on
Telecommunications
11/5/00
p. 8
Module-3 Transmission Marc Moonen
Lecture-8 Multi-tone Modulation K.U.Leuven-ESAT/SISTA
ADSL/VDSL Revisited : Spectrum
• VDSL spectrum :
Power
spectrum
unused tones
due to line conditions
tone spacing
(4.3 kHz)
POTS/
ISDN
17.6 MHz
1.1 MHz
Frequency
Up
Down
9. Postacademic Course on
Telecommunications
11/5/00
p. 9
Module-3 Transmission Marc Moonen
Lecture-8 Multi-tone Modulation K.U.Leuven-ESAT/SISTA
ADSL/VDSL Revisited : Spectrum
• VDSL spectrum :
flexible setting up- & downstream rates
Upstream
Downstream
Frequency
Medium line
Long line
Short line
10. Postacademic Course on
Telecommunications
11/5/00
p. 10
Module-3 Transmission Marc Moonen
Lecture-8 Multi-tone Modulation K.U.Leuven-ESAT/SISTA
ADSL/VDSL Revisited : Channel
• ADSL channel attenuation, crosstalk, noise
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Telecommunications
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Module-3 Transmission Marc Moonen
Lecture-8 Multi-tone Modulation K.U.Leuven-ESAT/SISTA
ADSL/VDSL Revisited : Channel
• VDSL channel attenuation, crosstalk, noise, RFI:
Next dominated environment + several RF interferers
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Module-3 Transmission Marc Moonen
Lecture-8 Multi-tone Modulation K.U.Leuven-ESAT/SISTA
ADSL/VDSL Revisited: Bit Loading
Bit loading and gain settings :
• QAM constellation size for each tone depends on SNR
measured at the receiver
Guarantees optimal capacity in all operation conditions (loops, noise).
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Module-3 Transmission Marc Moonen
Lecture-8 Multi-tone Modulation K.U.Leuven-ESAT/SISTA
ADSL/VDSL Revisited: Bit Loading
Bit loading and gain settings
• Transmit power optimization to obtain BER=10^-7 on each
tone
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Module-3 Transmission Marc Moonen
Lecture-8 Multi-tone Modulation K.U.Leuven-ESAT/SISTA
ADSL/VDSL Revisited: Bit Loading
Bit loading and gain settings
• Transmit power optimization to obtain BER=10^-7 on each
tone (continued)
1 0
1 3
1 6
1 9
2 2
2 5
2 8
- 3
- 2
- 1
0
1
2
3
4
SNR
gain
5 bits
4 bits
3 bits
2 bits
1 bits
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Module-3 Transmission Marc Moonen
Lecture-8 Multi-tone Modulation K.U.Leuven-ESAT/SISTA
ADSL/VDSL Revisited: P-to-A
Peak-to-average problem
• DMT signals have large dynamic range :
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Module-3 Transmission Marc Moonen
Lecture-8 Multi-tone Modulation K.U.Leuven-ESAT/SISTA
ADSL/VDSL Revisited: P-to-A
Peak-to-average problem (continued)
• large dynamic range implies large quantization
steps in A/D & D/A, etc.
Remedies
• tone structure : redundant tones, modulated with
linear combination of other tones, such that time-
domain signals have lower dynamic range
• receiver re-design : receiver compensates for
clipping non-linearity (part of `channel model’)
• ...
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Module-3 Transmission Marc Moonen
Lecture-8 Multi-tone Modulation K.U.Leuven-ESAT/SISTA
Equalization
Problem Statement :
• ISI/ICI-free transmission if
L is channel impulse response length
is prefix length
• In ADSL : prefix-length is 32 samples
channel length is….500 samples (approx.) !!!
Solution :
• Insert time-domain equalizer for channel shortening
1
L
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Module-3 Transmission Marc Moonen
Lecture-8 Multi-tone Modulation K.U.Leuven-ESAT/SISTA
Equalization
Time-domain equalization :
ps: in Lecture 5, (zero-forcing) equalization means `shortening
to 1 non-zero tap’ (cfr. H(z).C(z)=1)
ps: complexity !
Example: 32 taps @ 2.2 MHZ -> 70 Mflops...
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Module-3 Transmission Marc Moonen
Lecture-8 Multi-tone Modulation K.U.Leuven-ESAT/SISTA
Equalization
Time-domain equalization
• additional design parameter :
synchronization delay
(=`positioning’ of shortened channel impulse response)
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Module-3 Transmission Marc Moonen
Lecture-8 Multi-tone Modulation K.U.Leuven-ESAT/SISTA
Time-Domain Equalization (TEQ)
• Equalizer design :
- Possible optimization criterion is overall capacity, i.e. sum
of transmitted bits (with BER 10^-7) on all carriers together.
- Number of bits loaded onto 1 carrier is a function of the
received SNR for that carrier.
- SNR for 1 carrier is function of SNR at TEQ-output.
- Leads to highly non-linear optimization criterion.
Iterative non-linear optimization procedures usually lead to
(sub-optimal) local minima.
- Need simpler optimization criterion.
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Module-3 Transmission Marc Moonen
Lecture-8 Multi-tone Modulation K.U.Leuven-ESAT/SISTA
Time-Domain Equalization (TEQ)
• Equalizer design (continued):
- Alternative optimization criterion is time-domain
minimum mean squared error criterion based on….
channel impulse response
target impulse response
time-domain equalizer
synchronization delay (p20)
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Module-3 Transmission Marc Moonen
Lecture-8 Multi-tone Modulation K.U.Leuven-ESAT/SISTA
Time-Domain Equalization (TEQ)
• Equalizer design (continued):
- minimum mean squared error criterion is...
i.e., for a given TEQ-length (e.g. 16 taps),
find TEQ-coefficients such that cascade
(`convolution’) of CIR and TEQ is as close as
possible to a (delayed) TIR with non-zero
coefficients ( = prefix length)
2
,
min e
E
TIR
TEQ
1
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Module-3 Transmission Marc Moonen
Lecture-8 Multi-tone Modulation K.U.Leuven-ESAT/SISTA
Time-Domain Equalization (TEQ)
• Equalizer design (continued):
-This leads to a least squares problem a la the
least squares problems for equalizer design in Lecture-6.
- Have to include a constraint to avoid trivial (TEQ=TIR=0)
solution, e.g. impose `normalized’ TIR or `normalized’ TEQ
- Constrained least squares problem equivalent to
eigenvalue problem (solved iteratively)
2
,
min e
E
TIR
TEQ
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Module-3 Transmission Marc Moonen
Lecture-8 Multi-tone Modulation K.U.Leuven-ESAT/SISTA
Time-Domain Equalization (TEQ)
• Resulting structure (TEQ + 1-taps FEQ)
example: ADSL-TEQs with 16…64 taps
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Module-3 Transmission Marc Moonen
Lecture-8 Multi-tone Modulation K.U.Leuven-ESAT/SISTA
Time-Domain Equalization (TEQ)
• Problem with TEQ-receiver :
- MMSE criterion does correspond to optimizing overall
bit-rate. Leads to unpredictable behavior (sometimes lower
bit-rate with longer TEQ…)
- Obtained bit-rate heavily (and unpredictably)
depends on chosen synchronization delay
- In practice : modem start-up procedure does not allow for
searching for optimal delay within a range.
Hence can pick only one delay, and then have to be lucky..
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Module-3 Transmission Marc Moonen
Lecture-8 Multi-tone Modulation K.U.Leuven-ESAT/SISTA
Frequency-Domain Equalization (FEQ)
• Alternative structure based on `per-tone
equalization’ :
- each tone had its own TEQ, but implemented
after the FFT (and combined with 1-taps FEQ)
- overall `FEQ’ (=TEQ + 1-taps FEQ) can be designed to
optimize SNR for each tone separately.
Hence true overall bit-rate optimization.
- Smooth behavior (as a function of synchronization delay)
- Computational complexity = comparable
- Implementation based on sliding FFT properties
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Module-3 Transmission Marc Moonen
Lecture-8 Multi-tone Modulation K.U.Leuven-ESAT/SISTA
Frequency-Domain Equalization (FEQ)
• `Per-tone’ equalization structure :
`difference terms’
cfr. sliding FFT
properties
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Module-3 Transmission Marc Moonen
Lecture-8 Multi-tone Modulation K.U.Leuven-ESAT/SISTA
Windowing (VDSL)
Problem Statement :
Transmit spectrum for 1 tone has high side-lobes, that
generate interference (e.g.NEXT) in other systems.
Receiver DFT may be viewed as filter bank, each filter has
high side-lobes, hence picks up interference in a broad
frequency range
Solution : Reduce transmit/receive side-lobes by
(time-domain) windowing
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Module-3 Transmission Marc Moonen
Lecture-8 Multi-tone Modulation K.U.Leuven-ESAT/SISTA
Windowing (VDSL)
Windowing basic principle = extend symbol length +
apply `symmetric’ weighting around original symbol edges
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Module-3 Transmission Marc Moonen
Lecture-8 Multi-tone Modulation K.U.Leuven-ESAT/SISTA
Windowing (VDSL)
Windowing at the transmitter:
Reduces frequency domain side-lobes
Reduces the out of band power of the NEXT signal
Allows for digital duplexing
Guarantees spectral compatibility with ADSL , HPNA,…
Symbol body
CP CS
DMT symbol CP: cyclic prefix
CS: cyclic suffix
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Module-3 Transmission Marc Moonen
Lecture-8 Multi-tone Modulation K.U.Leuven-ESAT/SISTA
DMT symbol
Symbol body
Windowing (VDSL)
Windowing at the receiver :
Reduces Inter Symbol Interference (ISI)
Reduces susceptibility to RFI
ps: This is equivalent to per-tone equalization (=per-tone
optimized window).
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Module-3 Transmission Marc Moonen
Lecture-8 Multi-tone Modulation K.U.Leuven-ESAT/SISTA
Windowing (VDSL)
DMT-based VDSL-transceiver :
additional features : analog & digital RFI-cancellation,
egress spectrum control, ...
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Module-3 Transmission Marc Moonen
Lecture-8 Multi-tone Modulation K.U.Leuven-ESAT/SISTA
Echo Cancellation
• Problem Statement :
ADSL with overlapping up- and downstream bands requires
echo cancellation (adaptive filter)
Main problem = complexity
example : echo path with 500 taps @ 2.2 MHz -> ...Gflops
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Module-3 Transmission Marc Moonen
Lecture-8 Multi-tone Modulation K.U.Leuven-ESAT/SISTA
Echo Cancellation
• Time-domain echo cancellation :
Adaptive filter (see Lecture 6) has complexity > 2M
(M is number of filter taps).
Leads to too high computational complexity
• Time + Frequency domain echo cancellation :
Part of the cancellation is brought to the frequency-
domain (after the FFT).
Leads to complexity reduction with a factor ..4…8.
• Conclusion : Overlapping up- & downstream bands
difficult to implement (@reasonable cost)
• PS : EC in FDD-system with reduced front-end filter specs
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Module-3 Transmission Marc Moonen
Lecture-8 Multi-tone Modulation K.U.Leuven-ESAT/SISTA
Echo Cancellation
• PS: alternative solutions
- `Joint Shortening’ :
Design TEQ such that echo channel impulse response
length is shortened, together with transmission channel
impulse response length.
Allows for shorter (cheaper) echo cancellation filter.
- `Per-tone’ echo cancellation : optimize TEQ + echo filter
for each tone separately (=true SNR optimization!).
Allows for shorter (cheaper) echo cancellation filter
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Module-3 Transmission Marc Moonen
Lecture-8 Multi-tone Modulation K.U.Leuven-ESAT/SISTA
Conclusion
• Investigated additional features in ADSL/VDSL
systems
- Equalization
- Windowing
- Echo Cancellation
- …
• Confirms importance of digital signal
processing techniques in present-day high-
performance communication systems
(`box full of maths/DSP’,cfr. Lecture-1)
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Module-3 Transmission Marc Moonen
Lecture-8 Multi-tone Modulation K.U.Leuven-ESAT/SISTA
Assignment 4.1
• Recommended (optional) reading:
J.A.C. Bingham, `Multicarrier modulation for data
transmission, an idea whose time has come’, IEEE
Communications Magazine, May 1990, pp.5-14
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Module-3 Transmission Marc Moonen
Lecture-8 Multi-tone Modulation K.U.Leuven-ESAT/SISTA
Assignment 4.2
Echo Cancellation in an FDD/ADSL-system ?
• Assume an FDD/ADSL transceiver sending an upstream signal (lower
tones) and receiving a downstream signal (higher tones)
• Assume the downstream path as well as the echo path is shorter than
the prefix length, and the up- & downstream signals being perfectly
(symbol-)synchronized. Investigate the effect of the echo...
• Assume the echo path is longer than the prefix. Investigate the effect of
the echo...
• Assume the echo path is shorter than the prefix, but that the two
signals are not (symbol-)synchronized. Investigate the effect of the
echo…
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Module-3 Transmission Marc Moonen
Lecture-8 Multi-tone Modulation K.U.Leuven-ESAT/SISTA
Assignment 4.2
Echo Cancellation in an FDD/ADSL-system ?
(continued)
• Is it possible to have (symbol-)synchronization at the two ends of the
line (i.e. in the remote terminal as well as in central office) ?
• Conclusion: which extra features to be introduced in FDD modems.
Echo cancellation or… ?
• To be solved by using your brains and/or pen&paper (i.e. write down a
few formulas) and/or your favorite simulation tool….