Quantifying Information Leaks via Model Counting Modulo TheoriesQuoc-Sang Phan
The 41st CREST Open Workshop - Software Engineering And Computer Science Using Information
http://crest.cs.ucl.ac.uk/cow/the_41st_cow_27_and_28_april_2015/
Lec12 Intro to Computer Engineering by Hsien-Hsin Sean Lee Georgia Tech -- Ad...Hsien-Hsin Sean Lee, Ph.D.
This document summarizes key concepts in combinational logic building blocks including adders, subtractors, and parity checkers. It describes half adders, full adders, ripple carry adders, carry lookahead adders, subtraction using 2's complement, and even parity generation and detection. The document discusses issues like carry propagation delay in ripple carry adders and improved delay in carry lookahead adders. It also covers overflow/underflow detection in signed arithmetic and examples of parity error detection.
Experiment 5 implements a parallel adder using half adders and full adders. It uses Verilog code to design a 4-bit parallel adder with inputs a and b. The adder uses half adders for the least significant bits and full adders for the remaining bits, storing any carry bits in variables. An RTL simulation verifies the adder design works as intended by summing the parallel binary bits with carry.
This presentation was VLSI I laboratory project, which was the most painful, yet the most satisfying, the most challenging, yet the most entertaining, the most tiresome, yet the most amusing and maybe the most memorable project of my BUET life, with the most talented mind I have ever seen, Naimul Hassan, (of course, he did almost all of the work, i just volunteered). The presentation contains only raw information about our work and the cells and schematics of Cadence, but it surely missed the enormous memories behind it -- the sleepless nights, hours and hours in front of PC, confusing simulation results, confusing errors, recursive DRC and LVS errors, and after the completion, me and Naim, hugging each other and crying with happiness. Surely this was the most memorable project of my life till now (and if I don't get VLSI II, this would be the most memorable project of my entire life). A really special thanks to Dr. A. B. M. Harun-Ur-Rashid Sir, Professor, Department of Electrical and Electronic Engineering, BUET and Kanak Datta Sir, Lecturer, Department of Electrical and Electronic Engineering, BUET, for assigning us the project in order to get a good practice of the most valuable software in the world Cadence.
This document discusses graph signal processing and its applications. It begins by motivating the need to analyze structured data as graphs rather than as independent points. It then introduces basic concepts in graph signal processing such as representing data as graph signals on vertices, defining the graph Laplacian, and generalizing the Fourier transform to the graph spectral domain. The document outlines applications of graph signal processing tools like spectral filtering to domains such as social networks, transportation, and biomedicine.
Lec3 Intro to Computer Engineering by Hsien-Hsin Sean Lee Georgia Tech -- CMO...Hsien-Hsin Sean Lee, Ph.D.
1) The document discusses switches and CMOS transistors. It describes how a basic switch works and analogizes it to a transistor.
2) It then covers transistor characteristics like cut-off, linear, and saturation regions. Threshold voltage and factors affecting it are also discussed.
3) Switch logic is examined for switches in series (AND function) and parallel (OR function).
4) CMOS transistors are introduced, including nMOS and pMOS types. A transmission gate using both is described for transmitting signals without degradation.
Model-counting Approaches For Nonlinear Numerical ConstraintsQuoc-Sang Phan
This document summarizes research on using model counting approaches to analyze nonlinear numerical constraints that arise in applications like probabilistic inference, reliability analysis, and side-channel analysis. It presents two implementations of modular exponentiation with nonlinear constraints and evaluates the performance of various exact and approximate model counting tools on the path conditions extracted from symbolic execution. The results show that for small domains, brute force counting works best, while approximate model counting scales better to larger problems.
Quantifying Information Leaks via Model Counting Modulo TheoriesQuoc-Sang Phan
The 41st CREST Open Workshop - Software Engineering And Computer Science Using Information
http://crest.cs.ucl.ac.uk/cow/the_41st_cow_27_and_28_april_2015/
Lec12 Intro to Computer Engineering by Hsien-Hsin Sean Lee Georgia Tech -- Ad...Hsien-Hsin Sean Lee, Ph.D.
This document summarizes key concepts in combinational logic building blocks including adders, subtractors, and parity checkers. It describes half adders, full adders, ripple carry adders, carry lookahead adders, subtraction using 2's complement, and even parity generation and detection. The document discusses issues like carry propagation delay in ripple carry adders and improved delay in carry lookahead adders. It also covers overflow/underflow detection in signed arithmetic and examples of parity error detection.
Experiment 5 implements a parallel adder using half adders and full adders. It uses Verilog code to design a 4-bit parallel adder with inputs a and b. The adder uses half adders for the least significant bits and full adders for the remaining bits, storing any carry bits in variables. An RTL simulation verifies the adder design works as intended by summing the parallel binary bits with carry.
This presentation was VLSI I laboratory project, which was the most painful, yet the most satisfying, the most challenging, yet the most entertaining, the most tiresome, yet the most amusing and maybe the most memorable project of my BUET life, with the most talented mind I have ever seen, Naimul Hassan, (of course, he did almost all of the work, i just volunteered). The presentation contains only raw information about our work and the cells and schematics of Cadence, but it surely missed the enormous memories behind it -- the sleepless nights, hours and hours in front of PC, confusing simulation results, confusing errors, recursive DRC and LVS errors, and after the completion, me and Naim, hugging each other and crying with happiness. Surely this was the most memorable project of my life till now (and if I don't get VLSI II, this would be the most memorable project of my entire life). A really special thanks to Dr. A. B. M. Harun-Ur-Rashid Sir, Professor, Department of Electrical and Electronic Engineering, BUET and Kanak Datta Sir, Lecturer, Department of Electrical and Electronic Engineering, BUET, for assigning us the project in order to get a good practice of the most valuable software in the world Cadence.
This document discusses graph signal processing and its applications. It begins by motivating the need to analyze structured data as graphs rather than as independent points. It then introduces basic concepts in graph signal processing such as representing data as graph signals on vertices, defining the graph Laplacian, and generalizing the Fourier transform to the graph spectral domain. The document outlines applications of graph signal processing tools like spectral filtering to domains such as social networks, transportation, and biomedicine.
Lec3 Intro to Computer Engineering by Hsien-Hsin Sean Lee Georgia Tech -- CMO...Hsien-Hsin Sean Lee, Ph.D.
1) The document discusses switches and CMOS transistors. It describes how a basic switch works and analogizes it to a transistor.
2) It then covers transistor characteristics like cut-off, linear, and saturation regions. Threshold voltage and factors affecting it are also discussed.
3) Switch logic is examined for switches in series (AND function) and parallel (OR function).
4) CMOS transistors are introduced, including nMOS and pMOS types. A transmission gate using both is described for transmitting signals without degradation.
Model-counting Approaches For Nonlinear Numerical ConstraintsQuoc-Sang Phan
This document summarizes research on using model counting approaches to analyze nonlinear numerical constraints that arise in applications like probabilistic inference, reliability analysis, and side-channel analysis. It presents two implementations of modular exponentiation with nonlinear constraints and evaluates the performance of various exact and approximate model counting tools on the path conditions extracted from symbolic execution. The results show that for small domains, brute force counting works best, while approximate model counting scales better to larger problems.
Lec16 Intro to Computer Engineering by Hsien-Hsin Sean Lee Georgia Tech -- Fi...Hsien-Hsin Sean Lee, Ph.D.
This document discusses finite state machines (FSMs) including Mealy and Moore machines. It provides examples of state diagrams for Mealy and Moore machines and describes how to design the logic circuits for an FSM from its state table. Key steps include generating Boolean functions for outputs and next states, simplifying the functions, and creating logic gates for the outputs, next state logic, and current state registers. An example of a vending machine FSM is also presented with its state diagram and logic circuit design.
The document discusses dataflow analysis and liveness analysis. It defines liveness analysis as determining which variables are "live" or may be needed in the future at different points in a program. This allows optimizations like register allocation by mapping live variables that do not overlap in time to the same register. The document outlines the formal definition of liveness, including live-in and live-out variables at each node, and provides an algorithm to compute liveness information through a fixed point iteration on the control flow graph.
Performance Analysis of Reversible 16 Bit ALU based on Novel Programmable Rev...IRJET Journal
This document describes the design of a reversible 16-bit Arithmetic Logic Unit (ALU) using novel reversible logic gate structures to reduce power consumption. It presents the design of 1-bit arithmetic and logic units that are then extended to 16-bits. The arithmetic unit uses a Hagparast Navi gate as a reversible full adder along with Feynman and Fredkin gates. The logic unit uses Toffoli gates to perform logic operations. A reversible multiplexer combines the units. Simulation results show the reversible ALU reduces total power consumption by 5.12% compared to an irreversible design due to lower dynamic power, particularly in logic power which is reduced by 53.3%.
Principles of Combinational Logic: Definition of combinational logic, canonical forms, Generation of switching equations from truth tables, Karnaugh maps-3,4,5 variables, Incompletely specified functions (Don‘t care terms) Simplifying Max term equations
IOSR journal of VLSI and Signal Processing (IOSRJVSP) is a double blind peer reviewed International Journal that publishes articles which contribute new results in all areas of VLSI Design & Signal Processing. The goal of this journal is to bring together researchers and practitioners from academia and industry to focus on advanced VLSI Design & Signal Processing concepts and establishing new collaborations in these areas.
Design and realization of microelectronic systems using VLSI/ULSI technologies require close collaboration among scientists and engineers in the fields of systems architecture, logic and circuit design, chips and wafer fabrication, packaging, testing and systems applications. Generation of specifications, design and verification must be performed at all abstraction levels, including the system, register-transfer, logic, circuit, transistor and process levels
This document discusses register allocation in compiler construction. It begins with an example of constructing an interference graph from a code snippet during liveness analysis. It then covers the main steps of register allocation: constructing interference graphs from liveness analysis, graph coloring to assign registers while minimizing spills, and handling move instructions through coalescing. It provides examples demonstrating graph coloring on interference graphs with different numbers of available registers.
Lec15 Intro to Computer Engineering by Hsien-Hsin Sean Lee Georgia Tech -- Re...Hsien-Hsin Sean Lee, Ph.D.
This document discusses different types of digital logic components including registers, toggle flip-flops, and counters. It describes how registers can be constructed from cascaded flip-flops and how they can be read from and written to. Toggle flip-flops are introduced which toggle their output each clock cycle depending on enable signals. Finally, several types of counters are overviewed such as ripple counters, synchronous counters, modulo-N counters, and BCD counters.
The document describes Katrina Little's design of a multi-function gate that can perform the logic functions of AND, OR, NOR, and NAND. The gate uses two data inputs (A and B) and two operation selection lines (X and Y) to determine which function to perform. Katrina presents the design methodology including truth tables, a Karnaugh map to simplify the function, and a Verilog implementation. She then outlines a test plan to simulate the design in a schematic capture tool and verify the physical implementation on a BASYS1 FPGA board matches the expected output.
Digital systems:
Design of a Burglar Alarm using Simple Combinational Logic.
FPGA design verified on BASYS experimenter board utilizing Verilog programming language in Xilinx design suite.
- The document discusses register transfer language and micro operations, which involve transferring binary data between registers and performing arithmetic, logic, and shift operations on data stored in registers.
- It describes the basic components of a central processing unit, including registers, arithmetic logic units, multiplexers, and control units that coordinate micro operations.
- Micro operations include arithmetic operations like addition, subtraction, and increment/decrement, as well as logic operations like AND, OR, XOR, and shifts that manipulate data at the bit level.
This document contains code for controlling a Bluetooth-enabled toy car with a Raspberry Pi. The code uses Bluetooth communication to receive control commands from a client device to drive motors connected to an L293D motor driver. When it receives commands to go forward, reverse, left, or right, it outputs signals to the motor driver to spin the motors in the appropriate directions. It also has code to stop the motors when it receives a stop command or invalid data. Diagrams show the circuit connections between the Raspberry Pi, motor driver, and car motors.
The document discusses the AO* algorithm for solving problems represented as AND/OR graphs. It begins by explaining AND/OR graphs and how they can represent achieving subgoals simultaneously or independently. It then introduces the AO* algorithm, which extends A* search to AND/OR graphs by examining multiple nodes simultaneously. The algorithm is described in pseudocode and an example is provided. Finally, the document shows an example of generating a proof tree using forward and backward chaining on a set of logical statements and translating the statements into predicate logic.
HKG15-405: Redundant zero/sign-extension elimination in GCCLinaro
HKG15-405: Redundant zero/sign-extension elimination in GCC
---------------------------------------------------
Speaker: Kugan Vivekanandarajah
Date: February 12, 2015
---------------------------------------------------
★ Session Summary ★
Several instances of redundant zero/sign-extension related bugs are reported in GCC and Linaro bugzilla. These bugs are sources of performance/code size penalties. This presentation will discuss the history, design considerations, implementation, and performance characteristics of redundant zero/sign extension elimination in GCC. We will then discuss a new compiler pass that performs computation in promoted type mode in such a way that removes redundant zero/sign-extensions.
--------------------------------------------------
★ Resources ★
Pathable: https://hkg15.pathable.com/meetings/250833
Video: https://www.youtube.com/watch?v=JkTkmGe3tms
Etherpad: http://pad.linaro.org/p/hkg15-405
---------------------------------------------------
★ Event Details ★
Linaro Connect Hong Kong 2015 - #HKG15
February 9-13th, 2015
Regal Airport Hotel Hong Kong Airport
---------------------------------------------------
http://www.linaro.org
http://connect.linaro.org
Lec11 Intro to Computer Engineering by Hsien-Hsin Sean Lee Georgia Tech -- De...Hsien-Hsin Sean Lee, Ph.D.
This document discusses different types of decoders and encoders used in digital logic circuits. It begins by explaining 1-to-2 line, N-to-M line, and 2-to-4 line decoders. It then describes decoders with enables and how to implement logic functions using decoders. The document also covers BCD-to-7 segment decoders and designing the outputs individually. Finally, it summarizes M-to-N line encoders and provides examples of 4-to-2 and 8-to-3 encoders as well as priority encoders.
This document proposes and evaluates several designs for implementing the AES encryption algorithm in hardware. It presents new composite field constructions for the AES S-box that improve on prior work in terms of implementation area and speed. It also introduces a novel fault-tolerant AES model that incorporates Hamming error correction codes to detect and correct single event upsets, making it suitable for use in space-based applications. The designs are implemented on an FPGA and evaluation shows improvements in area requirements, timing, and power consumption compared to previous implementations.
Comparison of Various Line Clipping Algorithm for ImprovementIJMER
The document compares various line clipping algorithms and proposes an improved Cohen-Sutherland algorithm. It summarizes Cohen-Sutherland, Liang-Bersky, and Nichol-Lee-Nichol algorithms. The improved Cohen-Sutherland algorithm aims to reduce repetition by avoiding recalculation of intersection points when an endpoint is at a clipping boundary corner. It does this by comparing distances to clipping boundaries and discarding along the further boundary segment. The algorithm is presented as having fewer intersection calculations than standard Cohen-Sutherland clipping.
The document describes several algorithms for clipping lines and polygons to a clip rectangle in computer graphics, including:
- The Cohen-Sutherland algorithm which uses outcodes to determine if lines can be trivially accepted or rejected from the clip rectangle without intersection calculations.
- The Cyrus-Back algorithm which clips lines by solving the simultaneous equations for the intersections of the line with the clip rectangle edges.
- It also discusses parametric line clipping which finds the intersection parameters t along the line segment to determine where it enters and exits the clip rectangle edges.
The document discusses the 8086 microprocessor architecture including general purpose registers like AX, BX, CX and DX. It also discusses assembly language input/output functions like reading a single character, writing a single character, and writing a string. The document provides examples of assembly language code structure, declaring variables, displaying a string, and implementing if-else statements. It proposes tasks like taking character inputs, converting case, and displaying values with loops, shifts and rotations.
This document provides an overview of RF transceiver systems and related concepts. It begins with definitions of dB, phasors, and modulation techniques. It then discusses transmitter and receiver architectures, moving from basics to more advanced concepts. Key topics covered include I/Q modulation, linear modulation, transmitter architectures using either I/Q or polar modulation, and the use of phasors in various applications from circuit analysis to communications systems.
Lec16 Intro to Computer Engineering by Hsien-Hsin Sean Lee Georgia Tech -- Fi...Hsien-Hsin Sean Lee, Ph.D.
This document discusses finite state machines (FSMs) including Mealy and Moore machines. It provides examples of state diagrams for Mealy and Moore machines and describes how to design the logic circuits for an FSM from its state table. Key steps include generating Boolean functions for outputs and next states, simplifying the functions, and creating logic gates for the outputs, next state logic, and current state registers. An example of a vending machine FSM is also presented with its state diagram and logic circuit design.
The document discusses dataflow analysis and liveness analysis. It defines liveness analysis as determining which variables are "live" or may be needed in the future at different points in a program. This allows optimizations like register allocation by mapping live variables that do not overlap in time to the same register. The document outlines the formal definition of liveness, including live-in and live-out variables at each node, and provides an algorithm to compute liveness information through a fixed point iteration on the control flow graph.
Performance Analysis of Reversible 16 Bit ALU based on Novel Programmable Rev...IRJET Journal
This document describes the design of a reversible 16-bit Arithmetic Logic Unit (ALU) using novel reversible logic gate structures to reduce power consumption. It presents the design of 1-bit arithmetic and logic units that are then extended to 16-bits. The arithmetic unit uses a Hagparast Navi gate as a reversible full adder along with Feynman and Fredkin gates. The logic unit uses Toffoli gates to perform logic operations. A reversible multiplexer combines the units. Simulation results show the reversible ALU reduces total power consumption by 5.12% compared to an irreversible design due to lower dynamic power, particularly in logic power which is reduced by 53.3%.
Principles of Combinational Logic: Definition of combinational logic, canonical forms, Generation of switching equations from truth tables, Karnaugh maps-3,4,5 variables, Incompletely specified functions (Don‘t care terms) Simplifying Max term equations
IOSR journal of VLSI and Signal Processing (IOSRJVSP) is a double blind peer reviewed International Journal that publishes articles which contribute new results in all areas of VLSI Design & Signal Processing. The goal of this journal is to bring together researchers and practitioners from academia and industry to focus on advanced VLSI Design & Signal Processing concepts and establishing new collaborations in these areas.
Design and realization of microelectronic systems using VLSI/ULSI technologies require close collaboration among scientists and engineers in the fields of systems architecture, logic and circuit design, chips and wafer fabrication, packaging, testing and systems applications. Generation of specifications, design and verification must be performed at all abstraction levels, including the system, register-transfer, logic, circuit, transistor and process levels
This document discusses register allocation in compiler construction. It begins with an example of constructing an interference graph from a code snippet during liveness analysis. It then covers the main steps of register allocation: constructing interference graphs from liveness analysis, graph coloring to assign registers while minimizing spills, and handling move instructions through coalescing. It provides examples demonstrating graph coloring on interference graphs with different numbers of available registers.
Lec15 Intro to Computer Engineering by Hsien-Hsin Sean Lee Georgia Tech -- Re...Hsien-Hsin Sean Lee, Ph.D.
This document discusses different types of digital logic components including registers, toggle flip-flops, and counters. It describes how registers can be constructed from cascaded flip-flops and how they can be read from and written to. Toggle flip-flops are introduced which toggle their output each clock cycle depending on enable signals. Finally, several types of counters are overviewed such as ripple counters, synchronous counters, modulo-N counters, and BCD counters.
The document describes Katrina Little's design of a multi-function gate that can perform the logic functions of AND, OR, NOR, and NAND. The gate uses two data inputs (A and B) and two operation selection lines (X and Y) to determine which function to perform. Katrina presents the design methodology including truth tables, a Karnaugh map to simplify the function, and a Verilog implementation. She then outlines a test plan to simulate the design in a schematic capture tool and verify the physical implementation on a BASYS1 FPGA board matches the expected output.
Digital systems:
Design of a Burglar Alarm using Simple Combinational Logic.
FPGA design verified on BASYS experimenter board utilizing Verilog programming language in Xilinx design suite.
- The document discusses register transfer language and micro operations, which involve transferring binary data between registers and performing arithmetic, logic, and shift operations on data stored in registers.
- It describes the basic components of a central processing unit, including registers, arithmetic logic units, multiplexers, and control units that coordinate micro operations.
- Micro operations include arithmetic operations like addition, subtraction, and increment/decrement, as well as logic operations like AND, OR, XOR, and shifts that manipulate data at the bit level.
This document contains code for controlling a Bluetooth-enabled toy car with a Raspberry Pi. The code uses Bluetooth communication to receive control commands from a client device to drive motors connected to an L293D motor driver. When it receives commands to go forward, reverse, left, or right, it outputs signals to the motor driver to spin the motors in the appropriate directions. It also has code to stop the motors when it receives a stop command or invalid data. Diagrams show the circuit connections between the Raspberry Pi, motor driver, and car motors.
The document discusses the AO* algorithm for solving problems represented as AND/OR graphs. It begins by explaining AND/OR graphs and how they can represent achieving subgoals simultaneously or independently. It then introduces the AO* algorithm, which extends A* search to AND/OR graphs by examining multiple nodes simultaneously. The algorithm is described in pseudocode and an example is provided. Finally, the document shows an example of generating a proof tree using forward and backward chaining on a set of logical statements and translating the statements into predicate logic.
HKG15-405: Redundant zero/sign-extension elimination in GCCLinaro
HKG15-405: Redundant zero/sign-extension elimination in GCC
---------------------------------------------------
Speaker: Kugan Vivekanandarajah
Date: February 12, 2015
---------------------------------------------------
★ Session Summary ★
Several instances of redundant zero/sign-extension related bugs are reported in GCC and Linaro bugzilla. These bugs are sources of performance/code size penalties. This presentation will discuss the history, design considerations, implementation, and performance characteristics of redundant zero/sign extension elimination in GCC. We will then discuss a new compiler pass that performs computation in promoted type mode in such a way that removes redundant zero/sign-extensions.
--------------------------------------------------
★ Resources ★
Pathable: https://hkg15.pathable.com/meetings/250833
Video: https://www.youtube.com/watch?v=JkTkmGe3tms
Etherpad: http://pad.linaro.org/p/hkg15-405
---------------------------------------------------
★ Event Details ★
Linaro Connect Hong Kong 2015 - #HKG15
February 9-13th, 2015
Regal Airport Hotel Hong Kong Airport
---------------------------------------------------
http://www.linaro.org
http://connect.linaro.org
Lec11 Intro to Computer Engineering by Hsien-Hsin Sean Lee Georgia Tech -- De...Hsien-Hsin Sean Lee, Ph.D.
This document discusses different types of decoders and encoders used in digital logic circuits. It begins by explaining 1-to-2 line, N-to-M line, and 2-to-4 line decoders. It then describes decoders with enables and how to implement logic functions using decoders. The document also covers BCD-to-7 segment decoders and designing the outputs individually. Finally, it summarizes M-to-N line encoders and provides examples of 4-to-2 and 8-to-3 encoders as well as priority encoders.
This document proposes and evaluates several designs for implementing the AES encryption algorithm in hardware. It presents new composite field constructions for the AES S-box that improve on prior work in terms of implementation area and speed. It also introduces a novel fault-tolerant AES model that incorporates Hamming error correction codes to detect and correct single event upsets, making it suitable for use in space-based applications. The designs are implemented on an FPGA and evaluation shows improvements in area requirements, timing, and power consumption compared to previous implementations.
Comparison of Various Line Clipping Algorithm for ImprovementIJMER
The document compares various line clipping algorithms and proposes an improved Cohen-Sutherland algorithm. It summarizes Cohen-Sutherland, Liang-Bersky, and Nichol-Lee-Nichol algorithms. The improved Cohen-Sutherland algorithm aims to reduce repetition by avoiding recalculation of intersection points when an endpoint is at a clipping boundary corner. It does this by comparing distances to clipping boundaries and discarding along the further boundary segment. The algorithm is presented as having fewer intersection calculations than standard Cohen-Sutherland clipping.
The document describes several algorithms for clipping lines and polygons to a clip rectangle in computer graphics, including:
- The Cohen-Sutherland algorithm which uses outcodes to determine if lines can be trivially accepted or rejected from the clip rectangle without intersection calculations.
- The Cyrus-Back algorithm which clips lines by solving the simultaneous equations for the intersections of the line with the clip rectangle edges.
- It also discusses parametric line clipping which finds the intersection parameters t along the line segment to determine where it enters and exits the clip rectangle edges.
The document discusses the 8086 microprocessor architecture including general purpose registers like AX, BX, CX and DX. It also discusses assembly language input/output functions like reading a single character, writing a single character, and writing a string. The document provides examples of assembly language code structure, declaring variables, displaying a string, and implementing if-else statements. It proposes tasks like taking character inputs, converting case, and displaying values with loops, shifts and rotations.
This document provides an overview of RF transceiver systems and related concepts. It begins with definitions of dB, phasors, and modulation techniques. It then discusses transmitter and receiver architectures, moving from basics to more advanced concepts. Key topics covered include I/Q modulation, linear modulation, transmitter architectures using either I/Q or polar modulation, and the use of phasors in various applications from circuit analysis to communications systems.
The document describes experiments conducted in a digital signal processing lab to implement various modulation techniques and filter designs using MATLAB. In experiment 1, programs are created to generate AM, FM and PWM modulated waves. Experiment 2 involves writing a program for linear convolution of sequences. Experiment 3 develops FIR filter programs. Experiments 4 and 5 create Butterworth and Chebyshev IIR filter designs respectively and obtain their frequency responses.
1) The document introduces concepts related to high frequency electronic circuits and communication systems, including dB definitions, phasors, modulation, linear modulation and transmitters.
2) It discusses phasor representation in the complex plane and how phasors can represent sinusoidal signals.
3) It covers various modulation techniques including amplitude modulation, frequency modulation, phase modulation, and linear modulation. Linear modulation uses an in-phase (I) component and quadrature (Q) component to modulate the carrier signal.
This document proposes a new approach for incrementally verifiable computation (IVC) that can support highly expressive computations.
The key contributions are:
1. A general recipe for constructing efficient IVC/proof-carrying data schemes by folding any multi-round special-sound protocol.
2. Simple yet special-sound protocols for relations involving high-degree gates, large lookup tables, and non-uniform circuit selection to enable applications like zkEVM.
3. The ProtoStar IVC scheme that uses these protocols and achieves only 3 group exponentiations in the recursive verification circuit, significantly improving efficiency over prior work.
This document discusses nonlinear effects in RF transceiver module design. It begins by outlining the causes of nonlinear distortion, including internal and external interference effects. It then analyzes specific nonlinear effects like 1-dB compression point, second-order intercept point, and third-order intercept point. The document examines these effects for both single-tone and two-tone input signals. Nonlinear characteristics are evaluated using concepts like intercept points and two-tone intermodulation distortions. Linear and nonlinear amplifier classes are also introduced.
1. The document discusses multirate signal processing and the effects of finite word length. It covers topics like downsampling, upsampling, decimation filters, interpolation filters, and aliasing.
2. Finite word length effects cause errors from input quantization, coefficient quantization, and truncated product terms. This results in noise and a reduction in signal-to-noise ratio.
3. With finite precision, systems can exhibit limit cycles where the output assumes a repeating set of values within a "deadband". This emulates instability in continuous systems.
This document discusses cyclic codes, which are a type of error correcting code used in digital communications. Cyclic codes have the property that any cyclic shift of a codeword is also a valid codeword. They are defined by a generator polynomial that is a factor of x^n + 1, where n is the codeword length. Cyclic codes allow for simple encoding and decoding circuits using shift registers. Examples of cyclic codes include repetition codes, Hamming codes, BCH codes, and Reed-Solomon codes.
The document discusses digital principles and computer organization topics such as Karnaugh maps, universal gates, don't care conditions, NOR and decoder operations, combinational circuits, priority and binary encoders, modeling techniques in HDL, half and full adders/subtractors, carry propagation delay, ring counters, propagation delay, T and JK flip-flop operations, state assignment, shift register applications, differences between synchronous and asynchronous circuits, and classifications of sequential circuits. Key concepts covered include limitations of K-maps, universal properties of NAND and NOR gates, don't care conditions in logic circuits, truth tables for NOR operation, definitions of combinational circuits and encoders/decoders, modeling approaches in HDL, definitions and differences of
This document discusses correlative-level coding and its applications in baseband pulse transmission systems. Correlative-level coding introduces controlled intersymbol interference to increase signaling rate. It allows partial response signaling and maximum likelihood detection at the receiver. Specific techniques discussed include duobinary signaling and modified duobinary signaling. The document also covers tapped-delay line equalization using adaptive algorithms like least mean square to compensate for channel distortion. Decision feedback equalization and its implementation are summarized as well. Eye patterns are described as a tool to evaluate signal quality in such systems.
This document discusses asymptotic analysis and big-O notation for analyzing algorithms. It provides examples of analyzing runtimes of algorithms as functions of input size n and comparing their growth rates. The key points covered are:
- Algorithms are analyzed by expressing their runtime as a function of input size n, and comparing these functions asymptotically (for large n) using notations like O(), Ω(), and Θ().
- Common orders of growth include O(1), O(log n), O(n), O(n log n), O(n^2), O(2^n), O(n!).
- Big-O notation describes an upper bound, Ω() a lower bound
1. The document discusses gate-level minimization techniques including Karnaugh maps, prime implicants, and don't care conditions. It also covers implementations using NAND and NOR gates.
2. Boolean logic concepts such as XOR functions, parity generators and checkers are explained. Hardware description languages like Verilog are introduced along with examples of module definition and test benches.
3. User-defined primitives in Verilog allow creation of custom logic functions and their use in circuit design is demonstrated.
The document presents a system model and problem formulation for user scheduling in massive MIMO OFDMA systems with hybrid analog-digital beamforming. The system considers a base station with N antennas but only Na < N RF chains serving multiple single-antenna mobile stations. The objective is to maximize the overall data rate by scheduling Kt mobile stations across subcarriers, subject to a per-subcarrier power constraint. For a single subcarrier, the problem is formulated as maximizing the sum rate of K scheduled users under a total power constraint, assuming Na = K RF chains. Two approaches are discussed: directly constraining the analog beamforming matrix or exploiting the solution from a digital scheduler using a clever decomposition method.
TD-SCDMA uses equivalent baseband signaling to represent real-valued bandpass signals as complex-valued lowpass signals, simplifying calculations. Uplink channel estimation in TD-SCDMA uses a midamble sequence and maximum likelihood estimation. A circulant matrix representation allows the channel estimation problem to be solved efficiently using fast Fourier transforms.
Parametrized Model Checking of Fault Tolerant Distributed Algorithms by Abstr...Iosif Itkin
The document discusses threshold automata (TA) and how they can be used to model fault-tolerant distributed algorithms (FTDAs). TA extend finite state machines with thresholds on shared variables. The document proposes constructing a TA from a control flow automaton that models the loop body of an FTDA. This is done by applying interval abstraction to local variables and enumerating symbolic paths to generate the TA rules. The TA can then be simulated using a counter system that models the processes. The counter system allows accelerated transitions where multiple processes move simultaneously.
Cycle’s topological optimizations and the iterative decoding problem on gener...Usatyuk Vasiliy
This document discusses optimization techniques for iterative decoding algorithms on general graphs. It summarizes that:
1. Belief propagation algorithms can approximate maximum likelihood decoding for linear codes represented on general graphs, making the problem run in O(N) time instead of NP-hard.
2. While exact for cycle-free graphs, belief propagation becomes iterative and approximate for graphs with cycles, which can lead to incorrect decoding results due to trapping sets formed by cycles.
3. Various techniques are discussed to optimize graphs and decoding algorithms to eliminate short cycles and bypass trapping sets, such as constructing structured codes, sequential decoding schedules, and graph modifications.
This document discusses low-density parity-check (LDPC) codes and their decoding using belief propagation on factor graphs. It introduces LDPC codes and their representation by sparse parity-check matrices and Tanner graphs. It describes irregular and regular LDPC codes, degree distributions, code ensembles, and decoding using belief propagation on factor graphs and the sum-product algorithm. Examples of decoding a LDPC code over a binary-input additive white Gaussian noise channel are also presented.
This document provides an overview of internet architecture and routing protocols. It discusses the key concepts of routing protocols including how they communicate between source and destination but do not move data, and how they each have their own algorithm to determine the best path. It then covers different types of routing protocols including static, default, distance vector and link state protocols. For each it provides examples (e.g. RIP, OSPF, EIGRP) and discusses their characteristics and advantages/disadvantages. Finally, it dives deeper into the algorithms and processes used for link state routing protocols.
This three day course is intended for practicing systems engineers who want to learn how to apply model-driven systems Successful systems engineering requires a broad understanding of the important principles of modern spacecraft communications. This three-day course covers both theory and practice, with emphasis on the important system engineering principles, tradeoffs, and rules of thumb. The latest technologies are covered. <p>
This document provides an introduction to asymptotic analysis of algorithms. It discusses analyzing algorithms based on how their running time increases with the size of the input problem. The key points are:
- Algorithms are compared based on their asymptotic running time as the input size increases, which is more useful than actual running times on a specific computer.
- The main types of analysis are worst-case, best-case, and average-case running times.
- Asymptotic notations like Big-O, Omega, and Theta are used to classify algorithms based on their rate of growth as the input increases.
- Common orders of growth include constant, logarithmic, linear, quadratic, and exponential time.
Similar to Application of Non-linear Electronics in Digital Communication (20)
The Department of Veteran Affairs (VA) invited Taylor Paschal, Knowledge & Information Management Consultant at Enterprise Knowledge, to speak at a Knowledge Management Lunch and Learn hosted on June 12, 2024. All Office of Administration staff were invited to attend and received professional development credit for participating in the voluntary event.
The objectives of the Lunch and Learn presentation were to:
- Review what KM ‘is’ and ‘isn’t’
- Understand the value of KM and the benefits of engaging
- Define and reflect on your “what’s in it for me?”
- Share actionable ways you can participate in Knowledge - - Capture & Transfer
What is an RPA CoE? Session 1 – CoE VisionDianaGray10
In the first session, we will review the organization's vision and how this has an impact on the COE Structure.
Topics covered:
• The role of a steering committee
• How do the organization’s priorities determine CoE Structure?
Speaker:
Chris Bolin, Senior Intelligent Automation Architect Anika Systems
5th LF Energy Power Grid Model Meet-up SlidesDanBrown980551
5th Power Grid Model Meet-up
It is with great pleasure that we extend to you an invitation to the 5th Power Grid Model Meet-up, scheduled for 6th June 2024. This event will adopt a hybrid format, allowing participants to join us either through an online Mircosoft Teams session or in person at TU/e located at Den Dolech 2, Eindhoven, Netherlands. The meet-up will be hosted by Eindhoven University of Technology (TU/e), a research university specializing in engineering science & technology.
Power Grid Model
The global energy transition is placing new and unprecedented demands on Distribution System Operators (DSOs). Alongside upgrades to grid capacity, processes such as digitization, capacity optimization, and congestion management are becoming vital for delivering reliable services.
Power Grid Model is an open source project from Linux Foundation Energy and provides a calculation engine that is increasingly essential for DSOs. It offers a standards-based foundation enabling real-time power systems analysis, simulations of electrical power grids, and sophisticated what-if analysis. In addition, it enables in-depth studies and analysis of the electrical power grid’s behavior and performance. This comprehensive model incorporates essential factors such as power generation capacity, electrical losses, voltage levels, power flows, and system stability.
Power Grid Model is currently being applied in a wide variety of use cases, including grid planning, expansion, reliability, and congestion studies. It can also help in analyzing the impact of renewable energy integration, assessing the effects of disturbances or faults, and developing strategies for grid control and optimization.
What to expect
For the upcoming meetup we are organizing, we have an exciting lineup of activities planned:
-Insightful presentations covering two practical applications of the Power Grid Model.
-An update on the latest advancements in Power Grid -Model technology during the first and second quarters of 2024.
-An interactive brainstorming session to discuss and propose new feature requests.
-An opportunity to connect with fellow Power Grid Model enthusiasts and users.
Introduction of Cybersecurity with OSS at Code Europe 2024Hiroshi SHIBATA
I develop the Ruby programming language, RubyGems, and Bundler, which are package managers for Ruby. Today, I will introduce how to enhance the security of your application using open-source software (OSS) examples from Ruby and RubyGems.
The first topic is CVE (Common Vulnerabilities and Exposures). I have published CVEs many times. But what exactly is a CVE? I'll provide a basic understanding of CVEs and explain how to detect and handle vulnerabilities in OSS.
Next, let's discuss package managers. Package managers play a critical role in the OSS ecosystem. I'll explain how to manage library dependencies in your application.
I'll share insights into how the Ruby and RubyGems core team works to keep our ecosystem safe. By the end of this talk, you'll have a better understanding of how to safeguard your code.
Connector Corner: Seamlessly power UiPath Apps, GenAI with prebuilt connectorsDianaGray10
Join us to learn how UiPath Apps can directly and easily interact with prebuilt connectors via Integration Service--including Salesforce, ServiceNow, Open GenAI, and more.
The best part is you can achieve this without building a custom workflow! Say goodbye to the hassle of using separate automations to call APIs. By seamlessly integrating within App Studio, you can now easily streamline your workflow, while gaining direct access to our Connector Catalog of popular applications.
We’ll discuss and demo the benefits of UiPath Apps and connectors including:
Creating a compelling user experience for any software, without the limitations of APIs.
Accelerating the app creation process, saving time and effort
Enjoying high-performance CRUD (create, read, update, delete) operations, for
seamless data management.
Speakers:
Russell Alfeche, Technology Leader, RPA at qBotic and UiPath MVP
Charlie Greenberg, host
This talk will cover ScyllaDB Architecture from the cluster-level view and zoom in on data distribution and internal node architecture. In the process, we will learn the secret sauce used to get ScyllaDB's high availability and superior performance. We will also touch on the upcoming changes to ScyllaDB architecture, moving to strongly consistent metadata and tablets.
"Frontline Battles with DDoS: Best practices and Lessons Learned", Igor IvaniukFwdays
At this talk we will discuss DDoS protection tools and best practices, discuss network architectures and what AWS has to offer. Also, we will look into one of the largest DDoS attacks on Ukrainian infrastructure that happened in February 2022. We'll see, what techniques helped to keep the web resources available for Ukrainians and how AWS improved DDoS protection for all customers based on Ukraine experience
Skybuffer SAM4U tool for SAP license adoptionTatiana Kojar
Manage and optimize your license adoption and consumption with SAM4U, an SAP free customer software asset management tool.
SAM4U, an SAP complimentary software asset management tool for customers, delivers a detailed and well-structured overview of license inventory and usage with a user-friendly interface. We offer a hosted, cost-effective, and performance-optimized SAM4U setup in the Skybuffer Cloud environment. You retain ownership of the system and data, while we manage the ABAP 7.58 infrastructure, ensuring fixed Total Cost of Ownership (TCO) and exceptional services through the SAP Fiori interface.
Conversational agents, or chatbots, are increasingly used to access all sorts of services using natural language. While open-domain chatbots - like ChatGPT - can converse on any topic, task-oriented chatbots - the focus of this paper - are designed for specific tasks, like booking a flight, obtaining customer support, or setting an appointment. Like any other software, task-oriented chatbots need to be properly tested, usually by defining and executing test scenarios (i.e., sequences of user-chatbot interactions). However, there is currently a lack of methods to quantify the completeness and strength of such test scenarios, which can lead to low-quality tests, and hence to buggy chatbots.
To fill this gap, we propose adapting mutation testing (MuT) for task-oriented chatbots. To this end, we introduce a set of mutation operators that emulate faults in chatbot designs, an architecture that enables MuT on chatbots built using heterogeneous technologies, and a practical realisation as an Eclipse plugin. Moreover, we evaluate the applicability, effectiveness and efficiency of our approach on open-source chatbots, with promising results.
LF Energy Webinar: Carbon Data Specifications: Mechanisms to Improve Data Acc...DanBrown980551
This LF Energy webinar took place June 20, 2024. It featured:
-Alex Thornton, LF Energy
-Hallie Cramer, Google
-Daniel Roesler, UtilityAPI
-Henry Richardson, WattTime
In response to the urgency and scale required to effectively address climate change, open source solutions offer significant potential for driving innovation and progress. Currently, there is a growing demand for standardization and interoperability in energy data and modeling. Open source standards and specifications within the energy sector can also alleviate challenges associated with data fragmentation, transparency, and accessibility. At the same time, it is crucial to consider privacy and security concerns throughout the development of open source platforms.
This webinar will delve into the motivations behind establishing LF Energy’s Carbon Data Specification Consortium. It will provide an overview of the draft specifications and the ongoing progress made by the respective working groups.
Three primary specifications will be discussed:
-Discovery and client registration, emphasizing transparent processes and secure and private access
-Customer data, centering around customer tariffs, bills, energy usage, and full consumption disclosure
-Power systems data, focusing on grid data, inclusive of transmission and distribution networks, generation, intergrid power flows, and market settlement data
Essentials of Automations: Exploring Attributes & Automation ParametersSafe Software
Building automations in FME Flow can save time, money, and help businesses scale by eliminating data silos and providing data to stakeholders in real-time. One essential component to orchestrating complex automations is the use of attributes & automation parameters (both formerly known as “keys”). In fact, it’s unlikely you’ll ever build an Automation without using these components, but what exactly are they?
Attributes & automation parameters enable the automation author to pass data values from one automation component to the next. During this webinar, our FME Flow Specialists will cover leveraging the three types of these output attributes & parameters in FME Flow: Event, Custom, and Automation. As a bonus, they’ll also be making use of the Split-Merge Block functionality.
You’ll leave this webinar with a better understanding of how to maximize the potential of automations by making use of attributes & automation parameters, with the ultimate goal of setting your enterprise integration workflows up on autopilot.
Monitoring and Managing Anomaly Detection on OpenShift.pdfTosin Akinosho
Monitoring and Managing Anomaly Detection on OpenShift
Overview
Dive into the world of anomaly detection on edge devices with our comprehensive hands-on tutorial. This SlideShare presentation will guide you through the entire process, from data collection and model training to edge deployment and real-time monitoring. Perfect for those looking to implement robust anomaly detection systems on resource-constrained IoT/edge devices.
Key Topics Covered
1. Introduction to Anomaly Detection
- Understand the fundamentals of anomaly detection and its importance in identifying unusual behavior or failures in systems.
2. Understanding Edge (IoT)
- Learn about edge computing and IoT, and how they enable real-time data processing and decision-making at the source.
3. What is ArgoCD?
- Discover ArgoCD, a declarative, GitOps continuous delivery tool for Kubernetes, and its role in deploying applications on edge devices.
4. Deployment Using ArgoCD for Edge Devices
- Step-by-step guide on deploying anomaly detection models on edge devices using ArgoCD.
5. Introduction to Apache Kafka and S3
- Explore Apache Kafka for real-time data streaming and Amazon S3 for scalable storage solutions.
6. Viewing Kafka Messages in the Data Lake
- Learn how to view and analyze Kafka messages stored in a data lake for better insights.
7. What is Prometheus?
- Get to know Prometheus, an open-source monitoring and alerting toolkit, and its application in monitoring edge devices.
8. Monitoring Application Metrics with Prometheus
- Detailed instructions on setting up Prometheus to monitor the performance and health of your anomaly detection system.
9. What is Camel K?
- Introduction to Camel K, a lightweight integration framework built on Apache Camel, designed for Kubernetes.
10. Configuring Camel K Integrations for Data Pipelines
- Learn how to configure Camel K for seamless data pipeline integrations in your anomaly detection workflow.
11. What is a Jupyter Notebook?
- Overview of Jupyter Notebooks, an open-source web application for creating and sharing documents with live code, equations, visualizations, and narrative text.
12. Jupyter Notebooks with Code Examples
- Hands-on examples and code snippets in Jupyter Notebooks to help you implement and test anomaly detection models.
How to Interpret Trends in the Kalyan Rajdhani Mix Chart.pdfChart Kalyan
A Mix Chart displays historical data of numbers in a graphical or tabular form. The Kalyan Rajdhani Mix Chart specifically shows the results of a sequence of numbers over different periods.
zkStudyClub - LatticeFold: A Lattice-based Folding Scheme and its Application...Alex Pruden
Folding is a recent technique for building efficient recursive SNARKs. Several elegant folding protocols have been proposed, such as Nova, Supernova, Hypernova, Protostar, and others. However, all of them rely on an additively homomorphic commitment scheme based on discrete log, and are therefore not post-quantum secure. In this work we present LatticeFold, the first lattice-based folding protocol based on the Module SIS problem. This folding protocol naturally leads to an efficient recursive lattice-based SNARK and an efficient PCD scheme. LatticeFold supports folding low-degree relations, such as R1CS, as well as high-degree relations, such as CCS. The key challenge is to construct a secure folding protocol that works with the Ajtai commitment scheme. The difficulty, is ensuring that extracted witnesses are low norm through many rounds of folding. We present a novel technique using the sumcheck protocol to ensure that extracted witnesses are always low norm no matter how many rounds of folding are used. Our evaluation of the final proof system suggests that it is as performant as Hypernova, while providing post-quantum security.
Paper Link: https://eprint.iacr.org/2024/257
"$10 thousand per minute of downtime: architecture, queues, streaming and fin...Fwdays
Direct losses from downtime in 1 minute = $5-$10 thousand dollars. Reputation is priceless.
As part of the talk, we will consider the architectural strategies necessary for the development of highly loaded fintech solutions. We will focus on using queues and streaming to efficiently work and manage large amounts of data in real-time and to minimize latency.
We will focus special attention on the architectural patterns used in the design of the fintech system, microservices and event-driven architecture, which ensure scalability, fault tolerance, and consistency of the entire system.
Session 1 - Intro to Robotic Process Automation.pdfUiPathCommunity
👉 Check out our full 'Africa Series - Automation Student Developers (EN)' page to register for the full program:
https://bit.ly/Automation_Student_Kickstart
In this session, we shall introduce you to the world of automation, the UiPath Platform, and guide you on how to install and setup UiPath Studio on your Windows PC.
📕 Detailed agenda:
What is RPA? Benefits of RPA?
RPA Applications
The UiPath End-to-End Automation Platform
UiPath Studio CE Installation and Setup
💻 Extra training through UiPath Academy:
Introduction to Automation
UiPath Business Automation Platform
Explore automation development with UiPath Studio
👉 Register here for our upcoming Session 2 on June 20: Introduction to UiPath Studio Fundamentals: https://community.uipath.com/events/details/uipath-lagos-presents-session-2-introduction-to-uipath-studio-fundamentals/
High performance Serverless Java on AWS- GoTo Amsterdam 2024Vadym Kazulkin
Java is for many years one of the most popular programming languages, but it used to have hard times in the Serverless community. Java is known for its high cold start times and high memory footprint, comparing to other programming languages like Node.js and Python. In this talk I'll look at the general best practices and techniques we can use to decrease memory consumption, cold start times for Java Serverless development on AWS including GraalVM (Native Image) and AWS own offering SnapStart based on Firecracker microVM snapshot and restore and CRaC (Coordinated Restore at Checkpoint) runtime hooks. I'll also provide a lot of benchmarking on Lambda functions trying out various deployment package sizes, Lambda memory settings, Java compilation options and HTTP (a)synchronous clients and measure their impact on cold and warm start times.
For the full video of this presentation, please visit: https://www.edge-ai-vision.com/2024/06/temporal-event-neural-networks-a-more-efficient-alternative-to-the-transformer-a-presentation-from-brainchip/
Chris Jones, Director of Product Management at BrainChip , presents the “Temporal Event Neural Networks: A More Efficient Alternative to the Transformer” tutorial at the May 2024 Embedded Vision Summit.
The expansion of AI services necessitates enhanced computational capabilities on edge devices. Temporal Event Neural Networks (TENNs), developed by BrainChip, represent a novel and highly efficient state-space network. TENNs demonstrate exceptional proficiency in handling multi-dimensional streaming data, facilitating advancements in object detection, action recognition, speech enhancement and language model/sequence generation. Through the utilization of polynomial-based continuous convolutions, TENNs streamline models, expedite training processes and significantly diminish memory requirements, achieving notable reductions of up to 50x in parameters and 5,000x in energy consumption compared to prevailing methodologies like transformers.
Integration with BrainChip’s Akida neuromorphic hardware IP further enhances TENNs’ capabilities, enabling the realization of highly capable, portable and passively cooled edge devices. This presentation delves into the technical innovations underlying TENNs, presents real-world benchmarks, and elucidates how this cutting-edge approach is positioned to revolutionize edge AI across diverse applications.
4. Outline
• Introduction
– Coding
– Convolutional Codes
• Codes on Graphs
• Analog Implementation
• Simulation Results
Decoding on Analog Graph
5. Introduction
Maximum Likelihood Decoding
Invalid Codeword
Valid Codeword
Observation
ML Principle
Ĉ = argmax P(Y|C)
c
Ĉ = argmin ||Y-C||²
c
Exhaustive search
2k
comparisons
Decoding Algorithm
~ k
k : information length
6. Introduction
Encoding and Decoding of CC.
Decoding
Encoding
yn
2
un
yn
1
un
yn
2
yn
1
Recursive Systematic Encoder Feed Forward Encoder
n-1 n n+1 n+2
Trellis of the code
2mstates
7. Outline
• Introduction
• Codes on Graphs
– Principles of Graph
– Log-Likelihood Ratio (LLR)
– Operations on LLRs
– convolutional code example
• Analog Implementation
• Simulation Results
Decoding on Analog Graph
8. b1
Principles of Graph
b o1 o2
Two obs. for a bit
b2
xor
Decodingformulas
1 2 1 2 1 2( 0 | ) (1 )(1 )P b o o P P P P= = + − −b o1 o2
P(b = 0|o1)
P(b1 = 0|o1)
Codes on Graphs
13. Outline
• Introduction
• Codes on Graphs
• Analog Implementation
– Probability to LLR
– LLR to Probability
– Generic Variable Node
– Generic Function Node
– Schematic Diagram of Decoder
• Simulation Results
Decoding on Analog Graph
14. Analog Implementation
Probability to LLR
vo i1
=ln
VT i2
P(b = 0|o)
P(b = 1|o)
L(b|o) = ln
vo
⇔ L(b|o)
VT
i1
⇔ P(b = 0|o)
i1+i2
i2
⇔ P(b = 1|o)
i1+i2
19. Outline
• Introduction
• Codes on Graphs
• Analog Implementation
• Simulation Results
– Overview and setting up
– Time Response
– Speed and Performance versus a design parameter
– Overall Performance (BER)
Decoding on Analog Graph
20. Overview and setting up
Simulation Results
Decoder
16
8
8
Channel output
Decoded bits
CMOS model : AMS0.35µm (Sub-threshold)
Power supply : 5 V
Power Consumption : 0.3 mW
Decoder : (7,5)oct RSC or non-RSC Codes
Codeword Length : 16 Code Rate : 0.5
24. Conclusions and Perspective
Decoding on Analog Graph
• No need for input ADC
• No clock input
• Parallel structure
• Soft input (gain +3dB gain)
• Soft and hard outputs
• Very small transistor count
25. Conclusions and Perspective
• Using current to represent the LLR may reduce the
complexity of the summation blocks used in variable nodes.
• Designing competitive analog topologies for realization of
graph’s nodes that cope with low consumption requirements.
• Finding other applications suitable for analog implementation.
For example the issue of synchronization in MIMO receivers is
under investigation.
• Systematic modeling of analog decoders that incorporates
transient, mismatching and other secondary effects.
• Extending the idea to non-binary cases such as joint channel
equalization and decoding problem.
Decoding on Analog Graph