Analog and RF Circuit Testing

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Presentation transcript:

Analog and RF Circuit Testing Suraj Sindia Vishwani D. Agrawal Auburn University ECE Dept., Auburn, AL 36849, USA www.eng.auburn.edu/~vagrawal Education Day, VDAT, July 2, 2012 July 2, 2012 Education Day: Sindia and Agrawal

Education Day: Sindia and Agrawal Outline Introduction to analog/RF circuit test Techniques for analog/RF circuit test Specification based test with examples Alternate test with examples Conclusion We will first motivate our talk with a discussion of the need for testing analog and RF circuits. Then we proceed to discuss the prevalent techniques for testing analog and RF circuits. We begin with the most widely used technique today in the industry, namely, Specification based test, then proceed to describe the less-used fault-model based and alternate test techniques. In each case, we use the same circuit examples that would help us in comparing the relative merits of each technique over the other. We finally conclude with a summary of the state of the art and directions of future research for more enthusiastic participants who would like to pursue this line of research. July 2, 2012 Education Day: Sindia and Agrawal

Education Day: Sindia and Agrawal Outline Introduction to analog/RF circuit test Techniques for analog/RF circuit test Specification based test with examples Alternate test with examples Conclusion Let’s begin with an introduction to analog and RF circuit testing. July 2, 2012 Education Day: Sindia and Agrawal

Education Day: Sindia and Agrawal Introduction What are analog circuits? Circuits that process input signals in continuous time and give out an output signal also in continuous time are referred to as analog circuits. Examples: Operational amplifier, voltage regulator, charge pump, level shifter, filters, etc. What are RF circuits? These are also analog circuits with the condition that their input signals are at a frequency, typically higher than 100s of kHz. They are form different blocks of signal chain in RF signal transmission or reception. Examples: Low noise amplifier, mixer, couplers, intermediate frequency filter, etc. Circuits that process input signals in continuous time and give out an output signal also in continuous time are referred to as analog circuits. Analog circuits are virtually everywhere. As a simple example, your car stereo system you would find a multitude of analog circuits used for: 1) voltage amplification (i.e. increasing the signal strength); 2) voltage regulation (i.e. providing a steady DC bias); 3) level shifting (to generate high values of DC voltage from a relatively smaller value); 4) filtering out undesirable tones from the signal that is to be played out; In fact all circuits, including so called “digital circuits” can be viewed as analog circuits. It is just that when we are dealing with digital circuits, we interpret the signals that we see at different nets as digital signals. That is, we label voltages close to the supply voltage as logic HIGH, and voltage close to zero as logic LOW. If you were to probe a node using an oscilloscope, you’d still see continuous time signals out of the probe. <click ENTER here> What are RF circuits? These are also analog circuits with the condition that their input signals are at a frequency, typically higher than 100s of kHz. Typical examples include low noise amplifier, mixer, couplers, intermediate frequency filter, which form different blocks of signal chain in RF signal transmission or reception. Having answered the question “What are analog and RF circuits?”, leads us to the next question, which is, “How do we design these circuits?”, but I must caution, this is not a subject for today’s talk. We shall therefore jump the gun and address the next question – Given that we have a manufactured analog circuit, “How does one test it?” But before that, we will digress and see “Why is testing analog circuits important and an increasingly hard problem?” July 2, 2012 Education Day: Sindia and Agrawal

Education Day: Sindia and Agrawal Analog Circuits Operational amplifier (analog) Programmable gain amplifier (mixed-signal) Filters, active and passive (analog) Comparator (mixed-signal) Voltage regulator (analog or mixed-signal) Analog mixer (analog) Analog switches (analog) Analog to digital converter (mixed-signal) Digital to analog converter (mixed-signal) Phase locked loop (PLL) (mixed-signal) July 2, 2012 Education Day: Sindia and Agrawal

An RF Communications System Superheterodyne Transceiver ADC 0° LNA LO VGA Phase Splitter 90° ADC Duplexer LO Digital Signal Processor (DSP) DAC 0° PA VGA Phase Splitter LO 90° DAC RF IF BASEBAND July 2, 2012 Education Day: Sindia and Agrawal

Components of an RF System Radio frequency Duplexer LNA: Low noise amplifier PA: Power amplifier RF mixer Local oscillator Filter Intermediate frequency VGA: Variable gain amplifier Modulator Demodulator Mixed-signal ADC: Analog to digital converter DAC: Digital to analog converter Digital Digital signal processor (DSP) July 2, 2012 Education Day: Sindia and Agrawal

Why Do We Test Analog/RF Circuits? Follows from the philosophy of testing: Manufacturing defects and process variation cause a circuit to deviate from its intended behavior. Testing circuits, ensures that they meet their desired behavior within the limits specified by the system. July 2, 2012 Education Day: Sindia and Agrawal

Is Testing Analog/RF Circuits a Hard Problem? The answer is a resounding YES. But why? No standard procedure. Different circuits need different test equipment. No standard fault model. Precise modeling of fault behavior is not possible. Different components need different fault models. In contrast, “stuck-at” fault model has served us well in digital circuit testing. In spite of the small proportion (<5%) of area they occupy on a System-on-Chip (SoC), analog circuits contribute to as much test cost as digital circuits. SoC – System on Chip July 2, 2012 Education Day: Sindia and Agrawal

Methods of Analog/RF Testing Specification-based testing Model-based testing Catastrophic fault model Range model Alternate test July 2, 2012 Education Day: Sindia and Agrawal

Education Day: Sindia and Agrawal Outline Introduction to analog/RF circuit test Techniques for analog/RF circuit test Specification based test with examples Alternate test with examples Conclusion July 2, 2012 Education Day: Sindia and Agrawal

Analog Circuit Testing: Specification Based Test Widely followed methodology in the industry. Compares the circuit output to its datasheet specifications. Uses a combination of DSP and measurement tools for validating circuit under test. July 2, 2012 Education Day: Sindia and Agrawal

Specification Based Test Circuit Under Test vout vin ATE Datasheet Spec. 1 ●●● Spec. N Test programs on Automatic Test Equipment (ATE) arrive at pass/fail decision based on whether circuit under test (CUT) meets all data-sheet specifications. July 2, 2012 Education Day: Sindia and Agrawal

VLSI Test Lab at Auburn University July 2, 2012 Education Day: Sindia and Agrawal

Specification Based Test: An Example Non-inverting amplifier that employs an operational amplifier – μA741. Rf= 4k VDD= 5V R1= 1k μA741 Vo Rin= 1k Vin July 2, 2012 Education Day: Sindia and Agrawal

Specification Based Test: Amplifier Example Nominal value Minimum value Maximum DC gain 5 4.9 5.1 3dB Bandwidth 100kHz 90kHz 110kHz Signal to noise ratio 45dB 43dB 47dB Input offset current 500nA 300nA 520nA Input offset voltage 0.5mV 0.3mV 0.52mV Output offset voltage 2.5mV 1.5mV 2.6mV July 2, 2012 Education Day: Sindia and Agrawal

Specification Based Test: Procedure Each specification is measured for circuit under test (CUT). Measured value is verified to be within minimum/maximum limits. CUT is labeled GOOD, if and only if all measured specifications are within limits, else it is rejected. July 2, 2012 Education Day: Sindia and Agrawal

Measuring DC Gain: Test Setup Rf= 4k VDD= 5V R1= 1k μA741 Vo Rin= 1k Vin 0V-1V Compute Vo/Vi, by varying Vin in the range 0-1V at intervals of 0.1V July 2, 2012 Education Day: Sindia and Agrawal

Education Day: Sindia and Agrawal DC Gain: Results Measured DC gain at various sample points for two CUT. Vo/Vin= 1+Rf/R1= 5 (Ideal) Passing Device DC Gain = Vo/Vin Failing Device Vin (in V) July 2, 2012 Education Day: Sindia and Agrawal

Measuring Bandwidth: Test Setup Rf= 4k VDD= 5V R1= 1k μA741 Vo Rin= 1k Vin = 1V Variable frequency source July 2, 2012 Education Day: Sindia and Agrawal

Bandwidth Measurement Procedure Set input voltage amplitude to 1V. Sweep input frequency from 10Hz to 10MHz. Find gain at each frequency. Frequency at which gain falls 3dB below its value at 10Hz is the bandwidth. July 2, 2012 Education Day: Sindia and Agrawal

Bandwidth Measurement: Results Measured spectrum of two CUT on NI ELVIS* -3dB gain threshold Gain (dB) BW of PASSING part = 93kHz BW of FAILED part = 87.5kHz (Acceptable BW: 90-110kHz) Frequency (Hz) *NI ELVIS: National Instruments Electronic Virtual Instrumentation Suite July 2, 2012 Education Day: Sindia and Agrawal

Education Day: Sindia and Agrawal Outline Introduction to analog/RF circuit test Techniques for analog/RF circuit test Specification based test with examples Alternate test with examples Conclusion July 2, 2012 Education Day: Sindia and Agrawal

Analog Circuit Testing: Alternate Test Has limited acceptance in the industry. Has been used for RF/analog circuits in academic literature. CUT is classified as PASS/FAIL based on an economically measurable parameter instead of direct measurement of specification. A regression model relating the easier-to-measure parameter with all the circuit specifications is developed a priori. This regression model is then used to classify the CUT as PASS/FAIL. July 2, 2012 Education Day: Sindia and Agrawal

Alternate Test: An Example Problem: To measure the DC gain and Input offset current using only one measurement – supply current. Rf= 4k VDD= 5V R1= 1k μA741 Vo Rin= 1k Vin July 2, 2012 Education Day: Sindia and Agrawal

Alternate Test: An Example Specifications and limits on alternate measurement: IDD, zero-input supply current. MINIMUM MAXIMUM Actual specification DC gain (Nominal = 5) 4.9 5.1 Alternate measurement IDD 3.8mA 4.1mA DC gain MINIMUM MAXIMUM Actual specification Input offset Current (Nominal=500nA) 300nA 520nA Alternate measurement IDD 3.85mA 4.2mA Input offset current July 2, 2012 Education Day: Sindia and Agrawal

Alternate Test: DC Gain Measured scatter plot of DC gain vs. IDD of 300 devices Accepted IDD range DC Gain Acceptable DC gain Yield loss = 3.33% Defect level = 26.29% July 2, 2012 Education Day: Sindia and Agrawal IDD (mA)

Alternate Test for DC Gain: Summary Out of 300 devices tested for DC gain: No. of truly good parts = 195 No. of good parts passing the alternate test = 185 No. of bad parts passing the alternate test = 66 No. of good parts rejected by the test = 10 True yield = 195/300 = 65% Yield loss = (195-185)/300 = 3.33% Defect level = 66/(185+66) = 26.29% July 2, 2012 Education Day: Sindia and Agrawal

Alternate Test: Input Offset Current Measured scatter plot of Ioffset vs. IDD of 300 devices Accepted IDD Ioffset(nA) Yield loss = 9.67% Defect level = 0% Accepted Ioffset current IDD (mA) July 2, 2012 Education Day: Sindia and Agrawal

Alternate Test for Ioffset: Summary Out of 300 devices tested for Ioffset: No. of true good parts = 299 No. of good parts passing the alternate test = 270 No. of bad parts passing the alternate test = 0 No. of good parts rejected by the test = 29 True yield = 299/300 = 99.67% Yield loss = (299-270)/300 = 9.67% Defect level = 0/(270+0) = 0% July 2, 2012 Education Day: Sindia and Agrawal

Education Day: Sindia and Agrawal Conclusion Specification based test is a prevalent technique used for circuit testing. Set of measured performance parameters are compared with the datasheet limits through direct measurements, using custom-built instrumentation. Alternate test is a novel method for testing analog/RF circuits. Uses an indirect easier-to-measure quantity to classify the chip as pass or fail. Pass/fail limits for measured quantity are determined by experiment or Monte Carlo simulation to minimize yield loss (YL) and defect level (DL). July 2, 2012 Education Day: Sindia and Agrawal

Education Day: Sindia and Agrawal A Problem to Solve An alternate test for an operational amplifier consists of the measurement of the zero input supply current, IDD(0). To set the pass/fail thresholds for IDD(0), Monte Carlo simulations are performed for 1,000 sample circuits in which component values are randomly varied. The computed gain and IDD(0) for these samples are shown in the following graph, where each sample appears as a point (assume that the total number of points is 1,000). Compute the defect level and yield loss as percentages. July 2, 2012 Education Day: Sindia and Agrawal

Education Day: Sindia and Agrawal July 2, 2012 Education Day: Sindia and Agrawal

Education Day: Sindia and Agrawal Answer IDD(0) GAIN Acceptable Gain Pass Fail 14 bad chips fail test 15 bad chips fail test 3 good chips fail test 4 bad chips pass test 3 bad chips pass test 2 good chips fail test July 2, 2012 Education Day: Sindia and Agrawal

Education Day: Sindia and Agrawal True Yield: Y = [(1,000 – 14 – 2 – 15 – 3)/1,000]·× 100 = 96.7% Yield loss: YL = (Good chips failing test/All fabricated chips) × 100   = [(2+3)/(1,000 – 14 – 2 -15 – 3)] × 100 = 0.51% Defect level: DL = (Bad chips passing test/All chips passing test) × 100 = [(3+4)/(1,000 – 14 – 2 – 15 – 3)]·× 100 = 0.72% July 2, 2012 Education Day: Sindia and Agrawal

References – Analog Test A. Afshar, Principles of Semiconductor Network Testing, Boston: Butterworth-Heinemann, 1995. M. Burns and G. Roberts, Introduction to Mixed-Signal IC Test and Measurement, New York: Oxford University Press, 2000. M. L. Bushnell and V. D. Agrawal, Essentials of Electronic Testing for Digital, Memory and Mixed-Signal VLSI Circuits, Boston: Springer, 2000. R. W. Liu, editor, Testing and Diagnosis of Analog Circuits and Systems, New York: Van Nostrand Reinhold, 1991. M. Mahoney, DSP-Based Testing of Analog and Mixed-Signal Circuits, Los Alamitos, California: IEEE Computer Society Press, 1987. A. Osseiran, Analog and Mixed-Signal Boundary Scan, Boston: Springer, 1999. T. Ozawa, editor, Analog Methods for Computer-Aided Circuit Analysis and Diagnosis, New York: Marcel Dekker, 1988. B. Vinnakota, editor, Analog and Mixed-Signal Test, Upper Saddle River, New Jersey: Prentice-Hall PTR, 1998. July 2, 2012 Education Day: Sindia and Agrawal

Education Day: Sindia and Agrawal References – RF Test S. Bhattacharya and A. Chatterjee, "RF Testing," Chapter 16, pages 745-789, in System on Chip Test Architectures, edited by L.-T. Wang, C. E. Stroud and N. A. Touba, Amsterdam: Morgan-Kaufman, 2008. M. L. Bushnell and V. D. Agrawal, Essentials of Electronic Testing for Digital, Memory & Mixed-Signal VLSI Circuits, Boston: Springer, 2000. J. Kelly and M. Engelhardt, Advanced Production Testing of RF, SoC, and SiP Devices, Boston: Artech House, 2007. B. Razavi, RF Microelectronics, Upper Saddle River, New Jersey: Prentice Hall PTR, 1998. J. Rogers, C. Plett and F. Dai, Integrated Circuit Design for High-Speed Frequency Synthesis, Boston: Artech House, 2006. K. B. Schaub and J. Kelly, Production Testing of RF and System-on-a-chip Devices for Wireless Communications, Boston: Artech House, 2004. July 2, 2012 Education Day: Sindia and Agrawal

References – Alternate Test P. N. Variyam, S. Cherubal and A. Chatterjee, “Prediction of Analog Performance Parameters Using Fast Transient Testing,” IEEE Trans. Computer-Aided Design, vol. 21, no. 3, pp. 349-361, March 2002. H.-G. Stratigopoulos and Y. Makris, “Error Moderation in Low-Cost Machine-Learning-Based Analog/RF Testing,” IEEE Trans. Computer-Aided Design, vol. 27, no. 2, pp. 339-351, February 2008. July 2, 2012 Education Day: Sindia and Agrawal