Sergej Deutsch
Duke University
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Publication
Featured researches published by Sergej Deutsch.
international reliability physics symposium | 2012
Krishnendu Chakrabarty; Sergej Deutsch; Himanshu Thapliyal; Fangming Ye
3D integrated circuits (3D ICs) based on through-silicon vias (TSVs) have emerged as a promising solution for overcoming interconnect and power bottlenecks in IC design. However, testing of 3D ICs remains a significant challenge, and breakthroughs in test technology are needed to make 3D integration commercially viable. This paper first presents an overview of TSV-related defects and the impact of TSVs in the form of new defects in devices and interconnects. The paper next describes recent advances in testing, diagnosis, and design-for-testability for 3D ICs and techniques for defect tolerance using redundancy and repair. Topics covered include various types of TSV defects, stress-induced mobility and threshold-voltage variation in devices, stress-induced electromigration in inter-connects, pre-bond and test-bond testing (including TSV probing), and optimization techniques for defect tolerance.
design, automation, and test in europe | 2013
Sergej Deutsch; Krishnendu Chakrabarty
Defects in TSVs due to fabrication steps decrease the yield and reliability of 3D stacked ICs, hence these defects need to be screened early in the manufacturing flow. Before wafer thinning, TSVs are buried in silicon and cannot be mechanically contacted, which severely limits test access. Although TSVs become exposed after wafer thinning, probing on them is difficult because of TSV dimensions and the risk of probe-induced damage. To circumvent these problems, we propose a non-invasive method for pre-bond TSV test that does not require TSV probing. We use open TSVs as capacitive loads of their driving gates and measure the propagation delay by means of ring oscillators. Defects in TSVs cause variations in their RC parameters and therefore lead to variations in the propagation delay. By measuring these variations, we can detect resistive open and leakage faults. We exploit different voltage levels to increase the sensitivity of the test and its robustness against random process variations. Results on fault detection effectiveness are presented through HSPICE simulations using realistic models for 45nm CMOS technology. The estimated DfT area cost of our method is negligible for realistic dies.
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems | 2014
Sergej Deutsch; Krishnendu Chakrabarty
Defects in through-silicon vias (TSVs) due to fabrication steps decrease the yield and reliability of 3-D stacked integrated circuits, hence these defects need to be screened early in the manufacturing flow. Before wafer thinning, TSVs are buried in silicon and cannot be mechanically contacted, which severely limits the test access. Although TSVs become exposed after wafer thinning, probing on them is difficult because of TSV dimensions and the risk of probe-induced damage. To circumvent these problems, we propose a non-invasive method for pre-bond TSV test that does not require TSV probing. We use open TSVs as capacitive loads of their driving gates and measure the propagation delay by means of ring oscillators. Defects in TSVs cause variations in their resistor-capacitor parameters and therefore lead to variations in the propagation delay. By measuring these variations, we can detect the resistive open and leakage faults. We exploit different voltage levels to increase the sensitivity of the test and its robustness against random process variations. We provide a method to create a regression model to predict the defect size for a given measured period period of the ring oscillator, and a method for accuracy analysis. Results on fault detection effectiveness are presented through HSPICE simulations using realistic models for a 45 nm CMOS technology. The estimated design for testability area cost of our method is negligible for realistic dies.
Ipsj Transactions on System Lsi Design Methodology | 2014
Krishnendu Chakrabarty; Mukesh Agrawal; Sergej Deutsch; Brandon Noia; Ran Wang; Fangming Ye
Despite the promise and benefits offered by 3D integration, testing remains a major obstacle that hinders its widespread adoption. Test techniques and design-for-testability (DfT) solutions for 3D ICs are now being studied in the research community, and experts in industry have identified a number of hard problems related to the lack of probe access for wafers, test access in stacked dies, yield enhancement, and new defects arising from unique processing steps. We describe a number of testing and DfT challenges, and present some of the solutions being advocated for these challenges. Techniques highlighted in this paper include: (i) pre-bond testing of TSVs and die logic, including probing and non-invasive test using DfT; (ii) post-bond testing and DfT innovations related to the optimization of die wrappers, test scheduling, and access to dies and inter-die interconnects; (iii) interconnect testing in interposer-based 2.5D ICs; (iv) fault diagnosis and TSV repair; (v) cost modeling and test-flow selection.
asian test symposium | 2012
Sergej Deutsch; Krishnendu Chakrabarty; Shreepad Panth; Sung Kyu Lim
Thermo-mechanical stress due to TSV fabrication processes is a major concern in 3D integration. TSV stress not only degrades the mechanical reliability of 3D ICs but it also affects the electrical properties, such as electron and hole mobility, of the MOS devices surrounding TSVs. Variations in carrier mobility result in a change in the timing profile of the circuit, which has an impact on delay-fault testing. We show quantitatively using the SDQL metric that test quality is significantly reduced if the test patterns are generated with TSV stress-oblivious circuit models. We evaluate the impact on TSV stress on delay testing by considering layouts for several 3D logic-on-logic benchmarks. The test escape rate is higher for processes with lower yields. Our results also indicate that we can improve the test quality by using TSV-stress aware cell libraries in a conventional ATPG flow with commercial tools, with negligible impact on pattern count. We therefore conclude that any detrimental impact of TSV stress on pattern effectiveness and test quality can be overcome by using stress-aware models for test generation.
international test conference | 2014
Sergej Deutsch; Krishnendu Chakrabarty
Silicon debug is a major challenge due to continuously increasing design complexity. Traditional debug methods using signal tracing suffer from the limited capacity of on-chip trace buffers that only allow for signal observation during a short time window. We propose a low-cost debug architecture for massive signal tracing in ICs that integrate fast DRAM, such as 2D-ICs with embedded DRAM or 3D-stacked ICs with wide-I/O DRAM dies. The key idea is to use available on-chip DRAM for trace-data storage, which results in a significant increase of the observation window compared to traditional methods that use trace buffers. During a debug session, the entire observation window is divided into intervals and a signature is calculated for each observed interval using a multiple-input signature register. At run time, intervals containing erroneous bits are identified by comparing their signature with pre-calculated “golden” signatures that are stored in the DRAM a priori. Only failing intervals including their time stamp are stored into DRAM, which allows for a more efficient use of the memory, resulting in a larger observation window. The proposed method does not require multiple iterations or intermediate processing steps, hence it can be used during functional testing with minimum time overhead associated with the upload of golden signatures and the download of stored debug data to external equipment. We have created a Verilog RTL model for the proposed architecture, synthesized it using a 45 nm CMOS library, and verified its functionality by simulation. The results show that the observation window can be increased by orders of magnitude compared to prior work at comparable hardware cost.
international test conference | 2015
Sergej Deutsch; Krishnendu Chakrabarty
Defects in TSVs due to fabrication steps decrease the yield and reliability of 3D stacked ICs, hence these defects need to be screened early in the manufacturing flow. We propose a non-invasive method for pre-bond TSV test and diagnosis that does not require TSV probing. We use open TSVs as capacitive loads of their driving gates and measure the propagation delay by means of ring oscillators. Defects in TSVs cause variations in their RC parameters and therefore lead to variations in the propagation delay. By measuring these variations, we can detect resistive open and leakage faults. In addition, we use duty-cycle detectors to measure the duty cycle of the oscillation signal. These measurements provide additional information for fault analysis and hence increase the diagnosis accuracy. We exploit different voltage levels to increase the sensitivity of the test and its robustness against random process variations. We also present a method to create a regression model based on artificial neural networks to predict the fault size. As input, this model uses both the oscillation period and the duty cycle measured at multiple different voltage levels. The model classifies the type of the fault and predicts its size. Moreover, the regression model can effectively determine whether a TSV has both leakage and resistive-open defects. Results on fault-diagnosis effectiveness are presented through HSPICE simulations using realistic models for a 45nm CMOS technology. The estimated DfT area cost of our method is negligible for dies of realistic size.
international symposium on computers and communications | 2017
Michael E. Kounavis; Sergej Deutsch; David Durham; Saeedeh Komijani
We address a well known problem of computer science, the problem of computing the probability that a given number of people m > 1 have the same birthday from among the members of a larger set of cardinality n ≥ m. The solution to this problem for m = 2 is well known and is usually referred to as the ‘birthday surprise probability’. A solution for m = 3 is also known and appears in the 2004 paper by DasGupta [The matching, birthday and the strong birthday problem: a contemporary review, Journal of Statistical Planning and Inference]. Further approximations to the solution of the related problem of computing the minimum number of people to interview until m people with the same birthday are found are presented in the seminal work by Klamkin and Newman [Extensions on the birthday surprise, Journal of Combinatorial Theory, 1967]. In this paper we present a new non-recursive approximation for the birthday probability applicable to any value of m > 1, which yields results that are experimentally proven accurate under the assumption that the number of birthdays is significantly larger than the number of people. Our expression is easy to compute, non-recursive, and applicable to values of m that can be arbitrarily larger than 2 or 3. We verify the validity of our result computing the birthday probability for different values of m, over billions of sets of random values generated using the Intel ® RDRAND hardware random number generation instruction. Our solution is based on a novel tree-based description of the event space which, if used, allows for the computation of the birthday probability efficiently and without involving recursions or multinomial distributions.
international conference on computer aided design | 2016
Ran Wang; Sergej Deutsch; Mukesh Agrawal; Krishnendu Chakrabarty
Three-dimensional (3D) integration using through-silicon vias (TSVs) promises higher integration levels in a single package, keeping pace with Moores law. Despite the promise and benefits offered by 3D integration, testing remains a major obstacle that hinders its widespread adoption. This paper examines the hype, myths, and realities of 3D IC testing. We describe a number of testing and DfT challenges, and present some solutions being advocated for the challenges of “What to Test”, “How to Test”, and “When to Test”. Techniques highlighted in this paper include: (i) testing of the silicon interposer; (ii) pre-bond TSV testing; (iii) cost modeling and test-flow selection; (iv) a reconfigurable built-in self-test infrastructure.
international test conference | 2015
Sergej Deutsch; Krishnendu Chakrabarty
Three-dimensional (3D) stacking using through-silicon vias (TSVs) promises higher integration levels in a single package, keeping pace with Moores law. Testing has been identified as a showstopper for volume manufacturing of 3D-stacked integrated circuits (3D ICs). This work provides solutions to new challenges related to 3D test content, test access, diagnosis and debug. We analyze the the impact of thermo-mechanical stress due to TSV fabrication process on test quality. We propose a test-generation flow that takes TSV-induced stress into account by using stress-aware circuit models. Pre-bond TSV test is a challenge due to limited accessibility of TSV at the pre-bond stage. We develop a non-invasive method for TSV test and diagnosis using ring oscillators, duty-cycle detectors, and a regression model based on artificial neural networks. In order to efficiently deliver test content, 3D design-for-test (DfT) architectures are needed. We propose an optimization approach that takes uncertainties in input parameters into account and provides a solution that is efficient in the presence of input-parameter variations and minimizes test time. Finally, post-silicon debug is a major challenge due to continuously increasing design complexity. We develop a low-cost debug architecture for massive signal tracing in 3D-stacked ICs with wide-I/O DRAM dies that significantly increases the observation window compared to traditional methods that use trace buffers.