CHEM 524 -- Course Outline (Part 10)—2005 modification
VII. Signal to noise
considerations (Text - Chap. 5)
A. Noise definitions:
- Average signal of several measurements: E = S Ei/n
- Standard deviation (rms excursion
from mean): Erms = sE = [S (Ei-E)2/(n-1)]1/2
- random -- non-correlated to other aspects of measurement
- fundamental -- intrinsic to detection method
- chemical -- errors in sampling
1. Types
- white (Gaussian), ubiquitous
- pink (1/f), -- diode detectors (e.g. MCT) show this, often roll
off at ~1KHz
- interference (at f) –could be many things, e.g. line
frequency, radio stations, neighbors etc.
- flicker (~signal) – typically chemical or due to instrument
stability issues
- evaluate by understanding noise power spectrum –particular to every
experiment/instrument
- use to design modulation or detection scheme – choose optimal
frequency to operate
2. Amplitude
transfer function (book: Table 5-1, Fig. 5-4)
- mathemeatical representation of device efficiency as
function of frequency: H(f) = Eout/Ein
- band pass: Df =-/- |H(f)|2df -- frequency range with attenuation <
3dB or H(f) > 0.707
- effect on noise: sE2 = -/-
P(e)|H(f)|2df where P(e) -- density spectrum -- -/- = integral, sorry!
- white noise: sE2 = P(e)Df
- time constant -- low pass at f = 0 -- DC/stability trade off
- wait 5t to make measurement, rule of thumb: t < 1/10
measurement time
- integrating circuit effectively faster, can
improve S/N in same time and can reject interfering signals
B. Quantum/shot noise -- square root dependence on signal level
due to random photon field and random probability of
emission of
at interface
- PMT: photon noise: f = nP, sP = nP1/2 ,
S/N = f /sP
= n1/2,
- cathode: (S/N)n = nC/sC =
K nP/(K nP)1/2
= (KnP)1/2 , in current: iC/sC
= (iCt/e) 1/2
- anode: sE = [2eDf(1+a)mGE]1/2, m - multiplier, G - gain in V/A, E - signal (R.f),
- a - multiplier add on noise
[vary 0.1-0.5, good PMT ~ (d-1)-1,
d - gain
per dynode]
C. Others
- Flicker, due to sample or blank vary and especially
source or temperature fluctuations that impact the signal level, level ~
light signal: sF ~ ES
- Dark current (e.g. field emission dynode or amplifier output
level) -- excess noise, additive
- Quantization noise (finite digital resolution) -- sq = q/12 , if s
>q/2 – q = quantization level (if less then limited by readout
resolution, sq=q/2)
- Thermal (Johnson) noise - (thermal fluctuation of e-
in resistor) sJ = (4kTRDf)1/2 –
- cooling, narrowing band pass help,
- lowering R also, but usually costs signal
(in volts)
- Uncorrelated sources, sum the noise:
(read Section 5.4, 5.5)
D. Bottom line --
understand Figures relating S/N and E (fig. 5.6), A/sA vs A (fig. 5.7)
1. Emission—different
noise sources approach the ideal shot-noise limit
a.
Shot noise limit: S/N = is/[K(is+id)]1/2—K=2eDf(1+a)—improve reduce Df, dark current, id
b. Signal limit:
S/N = [is/K]1/2—improve
with more S
c. Flicker limit: S/N = z-1—becomes constant at high S
2. Absorption—ratioing signals makes more complex: sA = 0.43sT/T from A = -0.43 ln T
a. (S/N)-1 = sA/A = -sT/TlnT --new form
for plots, lower is better in this view
b. 0%T
limiting conditions—dark or amplifier or readout limited—min 0.43 A
reduce
dark noise, IR this dominates—cool detector
c.
Shot noise
limited—min 0.87 A –reduce bandwidth, increase light level
d.
Flicker—since
constant, improves with absorbance, but not real, since losing light
E. Enhance S/N
- Filtering ---time domain
- average e.g. multiplex -- time avg. idea,
integrate signals in each channel) - multiple (n) scan average, increase S/N = n1/2
- time constant—attenuate the high frequency components to enhance the DC
- Filter -- frequency domain (Df select signal) –
a.
best: fully digitize signal, FT to
frequencies,
b.
multiply by
H(f), back transform
- Adjust levels –
a.
shot (raise to
flicker limit),
b.
dark (cool
detector),
c.
flicker (adjust
instrument, e.g. Double beam -- counter drift, long time changes – measure signal
and blank simultaneously)
- Photon counting -- best for low light level -- (S/N)PC/(S/N)i
= [fd(1+a)]1/2, fd discriminator coeff., (1+a) term
gives 5-25% improvement
- Modulation -- demodulate with lock-in, boxcar, or correlation –
a.
Modulation can be major advantage when dark noise and 1/f noise
limited—additive noise
b.
all discriminate
against noise which is broad band and no time correlation to signal (except
flicker) - (Fig. 5-9)