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Multiple Controlled Antirandom Testing (MCAT) for High Fault Coverage in a Black Box Environment | IEEE Journals & Magazine | IEEE Xplore

Multiple Controlled Antirandom Testing (MCAT) for High Fault Coverage in a Black Box Environment


Fault coverage comparison of s38584 sequential benchmark circuit. Fault coverage is same for Multiple controlled antirandom testing algorithm and Optimal controlled rando...

Abstract:

Among the black-box approaches to digital circuit testing, Random testing is popular due to its simplicity and cost effectiveness. Unfortunately, available evidences sugg...Show More

Abstract:

Among the black-box approaches to digital circuit testing, Random testing is popular due to its simplicity and cost effectiveness. Unfortunately, available evidences suggest that Random testing is equipped with a number of redundant patterns that increase test length without significantly raising the fault coverage. An extension to Random testing is Antirandom that removes redundancy by introducing a divergent pattern with every subsequent test pattern selection. A divergent pattern is induced by maximizing the Hamming distance and Cartesian distance of every subsequent test pattern from the set of previously applied test patterns. However, an enumeration of input combinations is required for the selection of a divergent pattern. Therefore, selection of a divergent pattern from all input combinations restricts the scalability of an Antirandom test pattern generation. One of the recently considered approaches is the stacking of locally optimized short sequences to generate a complete test sequence. Locally optimized short sequences originate from randomly chosen patterns instead of divergent patterns to avoid enumeration of input space. Seeding of random patterns for short sequences affects global diversity of the generated test sequence and hence, fault coverage is compromised. Therefore, this paper firstly proposes a tree traversal search based selection of divergent patterns that eliminates the search space. Ease in divergent pattern selection is used to generate optimal short sequences for divergent patterns instead of random patterns. Consequently, Multiple Controlled Antirandom Tests (MCATs) are generated that maximize distance between locally optimal short sequences to elevate the fault coverage. Fault simulation results on both ISCAS'85 and ISCAS'89 benchmark circuits prove the scalability and effectiveness of the proposed approach. Moreover, the comparison shows that up to 12% of fault coverage is improved as a result of proposed MCAT test pattern generation...
Fault coverage comparison of s38584 sequential benchmark circuit. Fault coverage is same for Multiple controlled antirandom testing algorithm and Optimal controlled rando...
Published in: IEEE Access ( Volume: 7)
Page(s): 117246 - 117257
Date of Publication: 23 August 2019
Electronic ISSN: 2169-3536

Funding Agency:

Author image of Arbab Alamgir
School of Electrical Engineering, Faculty of Engineering, Universiti Teknologi Malaysia, Johor Bahru, Malaysia
Arbab Alamgir received the bachelor’s degree in electrical engineering from the National University of Computers and Emerging Sciences, Lahore, Pakistan, in 2013, and the master’s degree in computer and microelectronic systems from Universiti Teknologi Malaysia, Johor Bahru, Malaysia, in 2016, where he is currently pursuing the Ph.D. degree in electrical engineering. His research interest includes test pattern generation ...Show More
Arbab Alamgir received the bachelor’s degree in electrical engineering from the National University of Computers and Emerging Sciences, Lahore, Pakistan, in 2013, and the master’s degree in computer and microelectronic systems from Universiti Teknologi Malaysia, Johor Bahru, Malaysia, in 2016, where he is currently pursuing the Ph.D. degree in electrical engineering. His research interest includes test pattern generation ...View more
Author image of Abu Khari Bin A’Ain
University-Industry Relations Office, University Tun Hussein Onn, Batu Pahat, Malaysia
Abu Khari Bin A’ain received the bachelor’s degree in electrical engineering from the University of New Haven, USA, in 1986, and the Ph.D. degree in IC Test from Lancaster University, U.K., in 1996. He is actively collaborating with industry for research and STEM activities to prepare young generation for next level of technology challenge. He is currently on secondment with Universiti Tun Hussein Onn (UTHM), Malaysia, as...Show More
Abu Khari Bin A’ain received the bachelor’s degree in electrical engineering from the University of New Haven, USA, in 1986, and the Ph.D. degree in IC Test from Lancaster University, U.K., in 1996. He is actively collaborating with industry for research and STEM activities to prepare young generation for next level of technology challenge. He is currently on secondment with Universiti Tun Hussein Onn (UTHM), Malaysia, as...View more
Author image of Usman Ullah Sheikh
School of Electrical Engineering, Faculty of Engineering, Universiti Teknologi Malaysia, Johor Bahru, Malaysia
Usman Ullah Sheikh received the Ph.D. degree in image processing and computer vision from Universiti Teknologi Malaysia, in 2009, where he is currently a Senior Lecturer. His research work is mainly on computer vision, machine learning, and embedded system design.
Usman Ullah Sheikh received the Ph.D. degree in image processing and computer vision from Universiti Teknologi Malaysia, in 2009, where he is currently a Senior Lecturer. His research work is mainly on computer vision, machine learning, and embedded system design.View more
Author image of Norlina Paraman
School of Electrical Engineering, Faculty of Engineering, Universiti Teknologi Malaysia, Johor Bahru, Malaysia
Norlina Paraman received the B.E. degree in computer engineering, the M.E. degree in electronic and telecommunication engineering, and the Ph.D. degree in electrical engineering from Universiti Teknologi Malaysia, in 2003, 2006, and 2017, respectively, where she is currently a Senior Lecturer. Her research interests include digital design and testing.
Norlina Paraman received the B.E. degree in computer engineering, the M.E. degree in electronic and telecommunication engineering, and the Ph.D. degree in electrical engineering from Universiti Teknologi Malaysia, in 2003, 2006, and 2017, respectively, where she is currently a Senior Lecturer. Her research interests include digital design and testing.View more
Author image of Musa Mohd Mokji
School of Electrical Engineering, Faculty of Engineering, Universiti Teknologi Malaysia, Johor Bahru, Malaysia
Musa Mohd Mokji received the B.Eng. degree in electrical engineering from the Universiti Teknologi Malaysia, and the M.Eng. and Ph.D. degrees specializing in image processing from Universiti Teknologi Malaysia, in 2001 and 2008, respectively, where he is currently a Senior Lecturer with the Faculty of Engineering. His research interests include signal and image processing, pattern recognition, and data mining. He is also ...Show More
Musa Mohd Mokji received the B.Eng. degree in electrical engineering from the Universiti Teknologi Malaysia, and the M.Eng. and Ph.D. degrees specializing in image processing from Universiti Teknologi Malaysia, in 2001 and 2008, respectively, where he is currently a Senior Lecturer with the Faculty of Engineering. His research interests include signal and image processing, pattern recognition, and data mining. He is also ...View more
Author image of Ian Grout
Department of Electronic and Computer Engineering, University of Limerick, Limerick, Ireland
Ian Grout received the B.Eng. and Ph.D. degrees from Lancaster University, Lancaster, Lancashire, in 1991 and 1994, respectively. He is currently a Lecturer with the Department of Electronic and Computer Engineering, University of Limerick, Limerick, Ireland. His research interests include IC test and microelectronics.
Ian Grout received the B.Eng. and Ph.D. degrees from Lancaster University, Lancaster, Lancashire, in 1991 and 1994, respectively. He is currently a Lecturer with the Department of Electronic and Computer Engineering, University of Limerick, Limerick, Ireland. His research interests include IC test and microelectronics.View more

Author image of Arbab Alamgir
School of Electrical Engineering, Faculty of Engineering, Universiti Teknologi Malaysia, Johor Bahru, Malaysia
Arbab Alamgir received the bachelor’s degree in electrical engineering from the National University of Computers and Emerging Sciences, Lahore, Pakistan, in 2013, and the master’s degree in computer and microelectronic systems from Universiti Teknologi Malaysia, Johor Bahru, Malaysia, in 2016, where he is currently pursuing the Ph.D. degree in electrical engineering. His research interest includes test pattern generation for black box circuit testing.
Arbab Alamgir received the bachelor’s degree in electrical engineering from the National University of Computers and Emerging Sciences, Lahore, Pakistan, in 2013, and the master’s degree in computer and microelectronic systems from Universiti Teknologi Malaysia, Johor Bahru, Malaysia, in 2016, where he is currently pursuing the Ph.D. degree in electrical engineering. His research interest includes test pattern generation for black box circuit testing.View more
Author image of Abu Khari Bin A’Ain
University-Industry Relations Office, University Tun Hussein Onn, Batu Pahat, Malaysia
Abu Khari Bin A’ain received the bachelor’s degree in electrical engineering from the University of New Haven, USA, in 1986, and the Ph.D. degree in IC Test from Lancaster University, U.K., in 1996. He is actively collaborating with industry for research and STEM activities to prepare young generation for next level of technology challenge. He is currently on secondment with Universiti Tun Hussein Onn (UTHM), Malaysia, as the Director of University-Industry Relations Office. His research interests include IC test and analog IC design.
Abu Khari Bin A’ain received the bachelor’s degree in electrical engineering from the University of New Haven, USA, in 1986, and the Ph.D. degree in IC Test from Lancaster University, U.K., in 1996. He is actively collaborating with industry for research and STEM activities to prepare young generation for next level of technology challenge. He is currently on secondment with Universiti Tun Hussein Onn (UTHM), Malaysia, as the Director of University-Industry Relations Office. His research interests include IC test and analog IC design.View more
Author image of Usman Ullah Sheikh
School of Electrical Engineering, Faculty of Engineering, Universiti Teknologi Malaysia, Johor Bahru, Malaysia
Usman Ullah Sheikh received the Ph.D. degree in image processing and computer vision from Universiti Teknologi Malaysia, in 2009, where he is currently a Senior Lecturer. His research work is mainly on computer vision, machine learning, and embedded system design.
Usman Ullah Sheikh received the Ph.D. degree in image processing and computer vision from Universiti Teknologi Malaysia, in 2009, where he is currently a Senior Lecturer. His research work is mainly on computer vision, machine learning, and embedded system design.View more
Author image of Norlina Paraman
School of Electrical Engineering, Faculty of Engineering, Universiti Teknologi Malaysia, Johor Bahru, Malaysia
Norlina Paraman received the B.E. degree in computer engineering, the M.E. degree in electronic and telecommunication engineering, and the Ph.D. degree in electrical engineering from Universiti Teknologi Malaysia, in 2003, 2006, and 2017, respectively, where she is currently a Senior Lecturer. Her research interests include digital design and testing.
Norlina Paraman received the B.E. degree in computer engineering, the M.E. degree in electronic and telecommunication engineering, and the Ph.D. degree in electrical engineering from Universiti Teknologi Malaysia, in 2003, 2006, and 2017, respectively, where she is currently a Senior Lecturer. Her research interests include digital design and testing.View more
Author image of Musa Mohd Mokji
School of Electrical Engineering, Faculty of Engineering, Universiti Teknologi Malaysia, Johor Bahru, Malaysia
Musa Mohd Mokji received the B.Eng. degree in electrical engineering from the Universiti Teknologi Malaysia, and the M.Eng. and Ph.D. degrees specializing in image processing from Universiti Teknologi Malaysia, in 2001 and 2008, respectively, where he is currently a Senior Lecturer with the Faculty of Engineering. His research interests include signal and image processing, pattern recognition, and data mining. He is also interested in the application of these models to agriculture, surveillance system, document processing, and medical. He has published more than 50 publications in these areas. Dr. MOKJI is the Head of the Digital Signal and Image Processing Research Group, Universiti Teknologi Malaysia. He gives lectures on signal processing and image processing to undergraduate and postgraduate students at Universiti Teknologi Malaysia.
Musa Mohd Mokji received the B.Eng. degree in electrical engineering from the Universiti Teknologi Malaysia, and the M.Eng. and Ph.D. degrees specializing in image processing from Universiti Teknologi Malaysia, in 2001 and 2008, respectively, where he is currently a Senior Lecturer with the Faculty of Engineering. His research interests include signal and image processing, pattern recognition, and data mining. He is also interested in the application of these models to agriculture, surveillance system, document processing, and medical. He has published more than 50 publications in these areas. Dr. MOKJI is the Head of the Digital Signal and Image Processing Research Group, Universiti Teknologi Malaysia. He gives lectures on signal processing and image processing to undergraduate and postgraduate students at Universiti Teknologi Malaysia.View more
Author image of Ian Grout
Department of Electronic and Computer Engineering, University of Limerick, Limerick, Ireland
Ian Grout received the B.Eng. and Ph.D. degrees from Lancaster University, Lancaster, Lancashire, in 1991 and 1994, respectively. He is currently a Lecturer with the Department of Electronic and Computer Engineering, University of Limerick, Limerick, Ireland. His research interests include IC test and microelectronics.
Ian Grout received the B.Eng. and Ph.D. degrees from Lancaster University, Lancaster, Lancashire, in 1991 and 1994, respectively. He is currently a Lecturer with the Department of Electronic and Computer Engineering, University of Limerick, Limerick, Ireland. His research interests include IC test and microelectronics.View more

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