Lock-in amplifiers are instrumental in the precise measurement of extremely small AC signals within high-noise environments. Traditionally, noise reduction in these instruments relies on infinite impulse response (IIR) filters, which can necessitate prolonged settling times to ensure the acquisition of accurate, statistically independent data. While moving average filters offer faster settling times, their non-monotonic frequency response may not be optimal for noise reduction. Conversely, IIR filters frequently realized as N-pole RC filters exhibit a monotonic frequency response conducive to effective noise reduction. This study presents a hybrid filter architecture that combines a short IIR filter with a longer moving average finite impulse response filter. The objective is to enhance noise reduction as quantified by the filter’s equivalent noise bandwidth (ENBW). Theoretical analysis is provided to derive the step response, settling time, frequency response, and ENBW of the hybrid filter configuration. Design methodologies are outlined for hybrid filters that either match the settling time of an N-pole RC filter while achieving a lower ENBW or maintain the ENBW of an N-pole RC filter but with significantly faster settling time. The performance of the hybrid filter is validated through noise measurements of low-value resistors and thermal noise of larger resistors, with results compared to theoretical predictions.

1.
M. L.
Meade
,
Lock-In Amplifiers: Principles and Applications
(
Peter Peregrinus Ltd.
,
1983
).
2.
Zurich Instruments, Principles of Lock-in Detection and the State of the Art (
2016
).
3.
Stanford Research Systems, MODEL SR830 DSP Lock-In Amplifier (
1993
).
4.
Anfatec Instruments AG, ELockIn 204/2 (
2022
).
5.
Lake Shore Cryotronics, MeasureReady™ M81-SSM Synchronous Source Measure System Manual (
2024
).
6.
A. V.
Oppenheim
,
R. W.
Schafer
, and
J. R.
Buck
,
Discrete-Time Processing
(
Prentice Hall
,
1999
).
7.
M.
Ayat
,
M. A.
Karami
,
S.
Mirzakuchaki
, and
A.
Beheshti-Shirazi
, “
Design of multiple modulated frequency lock-in amplifier for tapping-mode atomic force microscopy systems
,”
IEEE Trans. Instrum. Meas.
65
(
10
),
2284
2292
(
2016
).
8.
K.
Huang
,
Y.
Geng
,
X.
Zhang
,
D.
Chen
,
Z.
Cai
,
M.
Wang
,
Z.
Zhu
, and
Z.
Wang
, “
A wide-band digital lock-in amplifier and its application in microfluidic impedance measurement
,”
Sensors
19
(
16
),
3519
(
2019
).
9.
G. A.
Stimpson
,
M. S.
Skilbeck
,
R. L.
Patel
,
B. L.
Green
, and
G. W.
Morley
, “
An open-source high-frequency lock-in amplifier
,”
Rev. Sci. Instrum.
90
(
9
),
094701
(
2019
).
10.
G.
Li
,
M.
Zhou
,
X. X.
Li
, and
L.
Lin
, “
Digital lock-in algorithm and parameter settings in multi-channel sensor signal detection
,”
Measurement
46
(
8
),
2519
2524
(
2013
).
11.
J.
Qin
,
Z.
Huang
,
Y.
Ge
,
Y.
Hou
, and
J.
Chu
, “
Tandem demodulation lock-in amplifier based on digital signal processor for dual-modulated spectroscopy
,”
Rev. Sci. Instrum.
80
(
3
),
033112
(
2009
).
12.
M.
Hofmann
,
R.
Bierl
, and
T.
Rueck
, “
Implementation of a dual-phase lock-in amplifier on a TMS320C5515 digital signal processor
,” in
2012 5th European DSP Education and Research Conference
(
IEEE
,
Amsterdam, Netherlands
,
2012
), pp.
20
24
.
13.
E.
Voigtman
and
J. D.
Winefordner
, “
Low-pass filters for signal averaging
,”
Rev. Sci. Instrum.
57
(
5
),
957
966
(
1986
).
14.
Wolfram Research, Inc., Mathematica, Version 14.1, Champaign, IL (
2024
).
15.
J. F.
Ge
,
M.
Ovadia
, and
J. E.
Hoffman
, “
Achieving low noise in scanning tunneling spectroscopy
,”
Rev. Sci. Instrum.
90
(
10
),
101401
(
2019
).
16.
E. W.
Weisstein
, Lambert W-Function, From MathWorld--A Wolfram Web Resource, https://mathworld.wolfram.com/LambertW-Function.html.
You do not currently have access to this content.