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Introduction Chapter 1 Signals A signal is a function of time, e.g., notation: f is the force on some mass vout is the output voltage of some circuit p is the acoustic pressure at some point f, vout, p or f(.), vout(.), p(.) refer to the whole signal or function f(t), vout(1.2), p(t + 2) refer to the value of the signals at times t, 1.2, and t + 2, respectively for times we usually use symbols like t, t , t1, . . . Signal Example Real Signals AM radio signal FM radio signal cable TV signal audio signal NTSC video signal 10BT Ethernet signal telephone signal System a system transforms input signals into output signals a system is a function mapping input signals into output signals we concentrate on systems with one input and one output signal, i.e., single-input, single-output (SISO) systems notation: y = S(u) means the system S acts on input signal u to produce output signal y Block System systems often denoted by block diagram boxes denote systems; arrows show inputs & outputs lines with arrows denote signals (not wires) special symbols for some systems System Example Signals and Systems Modeling the physical world Physical system (e.g., LRC circuit) – using mathematical equation Input/output signal – using mathematical function Signals and Systems Example: LRC LRC represented by a mathematical Equation ordinary diff. eqn. No sampling (continuous time system) V(i) is a mathematical function Signals and Systems - Examples Different systems can be MODELED using the same mathematical function Signals and Systems - Examples Human speech production system — anatomy and block diagram Signals and System Categorizations Continuous time (analog) Discrete time (digital) Systems Described in Differential Equations Many systems are described by a linear constant coefficient ordinary differential equation (LCCODE) Second Order Continuous System Second-order RC circuit Closed loop system Remember: v1-y = iR2 v1=iR2+y and i(t) =C dv/dt Find the mathematical relationship in terms of input & output Substitute: The 2nd order diff eqn can be solved using characteristic equation or auxiliary equation Continuous System Example A digital player/recorder Analog/Digital Converter Analog Input Sampling Signal Processor Reconstructed Digital Signal Digital/Analog Converter Digital Output Sample Matlab Code To Generate Signal on the Soundcard! %%%%%%% % The following program will send a 500 Hz sine wave to analog % output channel 1 for one second. %%%%%%% %%Open the analog device and channels AO = analogoutput('winsound',0); chan = addchannel(AO,1); %% Set the sample rate and how long we will send data for %% 44,100 Hz, 1 seconds of data duration = 1; %in seconds frequency = 500 %in Hz SampleRate = 44100; set(AO,'SampleRate',SampleRate) set(AO,'TriggerType','Manual') NumSamples = SampleRate*duration; %% Create a signal that we would like to send, 500 Hz sin wave x = linspace(0,2*pi*frequency,NumSamples); y = tan(sin(1*x))' - sin(tan(1*x))'; %y = sin(x)'; %data = y data = awgn(y,10,'measured'); % wite noise %% Put the data in the buffer, start the device, and trigger putdata(AO,data) start(AO) trigger(AO) %% clean up, close down waittilstop(AO,5) delete(AO) clear AO %% clean up, close down %% Now let's plot the function for 5 cycles x = 0:.1:2*pi*5; data = tan(sin(x)) - sin(tan(x)); plot(x,data) %% Now let's add random noise %y = awgn(data,10,'measured'); % Add white Gaussian noise. y = sin(x)'; plot(x,data,x,y) % Plot both signals. legend('Original signal','Signal with AWGN');