Identifying worst case test vectors for FPGA exposed to total ionization dose using design for testability techniques

Electronic devices often operate in harsh environments which contain a variation of radiation sources. Radiation may cause different kinds of damage to proper operation of the devices. Their sources can be found in terrestrial environments, or in extra-terrestrial environments like in space, or in man-made radiation sources like nuclear reactors, biomedical devices and high energy particles physics experiments equipment. Depending on the operation environment of the device, the radiation resultant effect manifests in several forms like total ionizing dose effect (TID), or single event effects (SEEs) such as single event upset (SEU), single event gate rupture (SEGR), and single event latch up (SEL). TID effect causes an increase in the delay and the leakage current of CMOS circuits which may damage the proper operation of the integrated circuit. To ensure proper operation of these devices under radiation, thorough testing must be made especially in critical applications like space and military applications. Although the standard which describes the procedure for testing electronic devices under radiation emphasizes the use of worst case test vectors (WCTVs), they are never used in radiation testing due to the difficulty of generating these vectors for circuits under test. For decades, design for testability (DFT) has been the best choice for test engineers to test digital circuits in industry. It has become a very mature technology that can be relied on. DFT is usually used with automatic test patterns generation (ATPG) software to generate test vectors to test application specific integrated circuits (ASICs), especially with sequential circuits, against faults like stuck at faults and path delay faults. Surprisingly, however, radiation testing has not yet made use of this reliable technology. In this thesis, a novel methodology is proposed to extend the usage of DFT to generate WCTVs for delay failure in Flash based field programmable gate arrays (FPGAs) exposed to total ionizing dose (TID). The methodology is validated using MicroSemi ProASIC3 FPGA and cobalt 60 facility

Algorithms for Power Aware Testing of Nanometer Digital ICs

At-speed testing of deep-submicron digital very large scale integrated (VLSI) circuits has become mandatory to catch small delay defects. Now, due to continuous shrinking of complementary metal oxide semiconductor (CMOS) transistor feature size, power density grows geometrically with technology scaling. Additionally, power dissipation inside a digital circuit during the testing phase (for test vectors under all fault models (Potluri, 2015)) is several times higher than its power dissipation during the normal functional phase of operation. Due to this, the currents that flow in the power grid during the testing phase, are much higher than what the power grid is designed for (the functional phase of operation). As a result, during at-speed testing, the supply grid experiences unacceptable supply IR-drop, ultimately leading to delay failures during at-speed testing. Since these failures are specific to testing and do not occur during functional phase of operation of the chip, these failures are usually referred to false failures, and they reduce the yield of the chip, which is undesirable. In nanometer regime, process parameter variations has become a major problem. Due to the variation in signalling delays caused by these variations, it is important to perform at-speed testing even for stuck faults, to reduce the test escapes (McCluskey and Tseng, 2000; Vorisek et al., 2004). In this context, the problem of excessive peak power dissipation causing false failures, that was addressed previously in the context of at-speed transition fault testing (Saxena et al., 2003; Devanathan et al., 2007a,b,c), also becomes prominent in the context of at-speed testing of stuck faults (Maxwell et al., 1996; McCluskey and Tseng, 2000; Vorisek et al., 2004; Prabhu and Abraham, 2012; Potluri, 2015; Potluri et al., 2015). It is well known that excessive supply IR-drop during at-speed testing can be kept under control by minimizing switching activity during testing (Saxena et al., 2003). There is a rich collection of techniques proposed in the past for reduction of peak switching activity during at-speed testing of transition/delay faults ii in both combinational and sequential circuits. As far as at-speed testing of stuck faults are concerned, while there were some techniques proposed in the past for combinational circuits (Girard et al., 1998; Dabholkar et al., 1998), there are no techniques concerning the same for sequential circuits. This thesis addresses this open problem. We propose algorithms for minimization of peak switching activity during at-speed testing of stuck faults in sequential digital circuits under the combinational state preservation scan (CSP-scan) architecture (Potluri, 2015; Potluri et al., 2015). First, we show that, under this CSP-scan architecture, when the test set is completely specified, the peak switching activity during testing can be minimized by solving the Bottleneck Traveling Salesman Problem (BTSP). This mapping of peak test switching activity minimization problem to BTSP is novel, and proposed for the first time in the literature. Usually, as circuit size increases, the percentage of don’t cares in the test set increases. As a result, test vector ordering for any arbitrary filling of don’t care bits is insufficient for producing effective reduction in switching activity during testing of large circuits. Since don’t cares dominate the test sets for larger circuits, don’t care filling plays a crucial role in reducing switching activity during testing. Taking this into consideration, we propose an algorithm, XStat, which is capable of performing test vector ordering while preserving don’t care bits in the test vectors, following which, the don’t cares are filled in an intelligent fashion for minimizing input switching activity, which effectively minimizes switching activity inside the circuit (Girard et al., 1998). Through empirical validation on benchmark circuits, we show that XStat minimizes peak switching activity significantly, during testing. Although XStat is a very powerful heuristic for minimizing peak input-switchingactivity, it will not guarantee optimality. To address this issue, we propose an algorithm that uses Dynamic Programming to calculate the lower bound for a given sequence of test vectors, and subsequently uses a greedy strategy for filling don’t cares in this sequence to achieve this lower bound, thereby guaranteeing optimality. This algorithm, which we refer to as DP-fill in this thesis, provides the globally optimal solution for minimizing peak input-switching-activity and also is the best known in the literature for minimizing peak input-switching-activity during testing. The proof of optimality of DP-fill in minimizing peak input-switching-activity is also provided in this thesis

A comprehensive comparison between design for testability techniques for total dose testing of flash-based FPGAs

Radiation sources exist in different kinds of environments where electronic devices often operate. Correct device operation is usually affected negatively by radiation. The radiation resultant effect manifests in several forms depending on the operating environment of the device like total ionizing dose effect (TID), or single event effects (SEEs) such as single event upset (SEU), single event gate rupture (SEGR), and single event latch up (SEL). CMOS circuits and Floating gate MOS circuits suffer from an increase in the delay and the leakage current due to TID effect. This may damage the proper operation of the integrated circuit. Exhaustive testing is needed for devices operating in harsh conditions like space and military applications to ensure correct operations in the worst circumstances. The use of worst case test vectors (WCTVs) for testing is strongly recommended by MIL-STD-883, method 1019, which is the standard describing the procedure for testing electronic devices under radiation. However, the difficulty of generating these test vectors hinders their use in radiation testing. Testing digital circuits in the industry is usually done nowadays using design for testability (DFT) techniques as they are very mature and can be relied on. DFT techniques include, but not limited to, ad-hoc technique, built-in self test (BIST), muxed D scan, clocked scan and enhanced scan. DFT is usually used with automatic test patterns generation (ATPG) software to generate test vectors to test application specific integrated circuits (ASICs), especially with sequential circuits, against faults like stuck at faults and path delay faults. Despite all these recommendations for DFT, radiation testing has not benefited from this reliable technology yet. Also, with the big variation in the DFT techniques, choosing the right technique is the bottleneck to achieve the best results for TID testing. In this thesis, a comprehensive comparison between different DFT techniques for TID testing of flash-based FPGAs is made to help designers choose the best suitable DFT technique depending on their application. The comparison includes muxed D scan technique, clocked scan technique and enhanced scan technique. The comparison is done using ISCAS-89 benchmarks circuits. Points of comparisons include FPGA resources utilization, difficulty of designs bring-up, added delay by DFT logic and robust testable paths in each technique

Sixth Annual Workshop on Space Operations Applications and Research (SOAR 1992), volume 2

This document contains papers presented at the Space Operations, Applications, and Research Symposium (SOAR) hosted by the U.S. Air Force (USAF) on 4-6 Aug. 1992. The symposium was cosponsored by the Air Force Material Command and by NASA/JSC. Key technical areas covered during the symposium were robotics and telepresence, automation and intelligent systems, human factors, life sciences, and space maintenance and servicing. The SOAR differed from most other conferences in that it was concerned with Government-sponsored research and development relevant to aerospace operations. Symposium proceedings include papers covering various disciplines presented by experts from NASA, the USAF, universities, and industry

Efficient Path Delay Test Generation with Boolean Satisfiability

This dissertation focuses on improving the accuracy and efficiency of path delay test generation using a Boolean satisfiability (SAT) solver. As part of this research, one of the most commonly used SAT solvers, MiniSat, was integrated into the path delay test generator CodGen. A mixed structural-functional approach was implemented in CodGen where longest paths were detected using the K Longest Path Per Gate (KLPG) algorithm and path justification and dynamic compaction were handled with the SAT solver. Advanced techniques were implemented in CodGen to further speed up the performance of SAT based path delay test generation using the knowledge of the circuit structure. SAT solvers are inherently circuit structure unaware, and significant speedup can be availed if structure information of the circuit is provided to the SAT solver. The advanced techniques explored include: Dynamic SAT Solving (DSS), Circuit Observability Don’t Care (Cir-ODC), SAT based static learning, dynamic learnt clause management and Approximate Observability Don’t Care (ACODC). Both ISCAS 89 and ITC 99 benchmarks as well as industrial circuits were used to demonstrate that the performance of CodGen was significantly improved with MiniSat and the use of circuit structure

REDUCING POWER DURING MANUFACTURING TEST USING DIFFERENT ARCHITECTURES

Power during manufacturing test can be several times higher than power consumption in functional mode. Excessive power during test can cause IR drop, over-heating, and early aging of the chips. In this dissertation, three different architectures have been introduced to reduce test power in general cases as well as in certain scenarios, including field test. In the first architecture, scan chains are divided into several segments. Every segment needs a control bit to enable capture in a segment when new faults are detectable on that segment for that pattern. Otherwise, the segment should be disabled to reduce capture power. We group the control bits together into one or more control chains. To address the extra pin(s) required to shift data into the control chain(s) and significant post processing in the first architecture, we explored a second architecture. The second architecture stitches the control bits into the chains they control as EECBs (embedded enable capture bits) in between the segments. This allows an ATPG software tool to automatically generate the appropriate EECB values for each pattern to maintain the fault coverage. This also works in the presence of an on-chip decompressor. The last architecture focuses primarily on the self-test of a device in a 3D stacked IC when an existing FPGA in the stack can be programmed as a tester. We show that the energy expended during test is significantly less than would be required using low power patterns fed by an on-chip decompressor for the same very short scan chains

Fault simulation and test generation for small delay faults

Delay faults are an increasingly important test challenge. Traditional delay fault models are incomplete in that they model only a subset of delay defect behaviors. To solve this problem, a more realistic delay fault model has been developed which models delay faults caused by the combination of spot defects and parametric process variation. According to the new model, a realistic delay fault coverage metric has been developed. Traditional path delay fault coverage metrics result in unrealistically low fault coverage, and the real test quality is not reflected. The new metric uses a statistical approach and the simulation based fault coverage is consistent with silicon data. Fast simulation algorithms are also included in this dissertation. The new metric suggests that testing the K longest paths per gate (KLPG) has high detection probability for small delay faults under process variation. In this dissertation, a novel automatic test pattern generation (ATPG) methodology to find the K longest testable paths through each gate for both combinational and sequential circuits is presented. Many techniques are used to reduce search space and CPU time significantly. Experimental results show that this methodology is efficient and able to handle circuits with an exponential number of paths, such as ISCAS85 benchmark circuit c6288. The ATPG methodology has been implemented on industrial designs. Speed binning has been done on many devices and silicon data has shown significant benefit of the KLPG test, compared to several traditional delay test approaches

Space transfer concepts and analyses for exploration missions, phase 4

Earlier studies carried out under this contract covered a wide range of lunar and Mars transportation options, and lunar rove concepts and technology needs. The current report discusses the activities conducted under Technical Directives 16 and 17. Mars transportation was addressed as well as a review and update of architectures and propulsion systems

Metodologia de monitorização do envelhecimento para aplicações de auto-teste embutido

Dissertação de mestrado, Engenharia Eléctrica e Electrónica, Instituto Superior de Engenharia, Universidade do Algarve, 2013The high integration level achieved as well as complexity and performance enhancements in new nanometer technologies make IC (Integrated Circuits) products very difficult to test. Moreover, long term operation brings aging cumulative degradations, due to new processes and materials that lead to emerging defect phenomena and the consequence are products with increased variability in their behaviour, more susceptible to delay-faults and with a reduced expected lifecycle. The main objectives of this thesis are twofold, as explained in the following. First, a new software tool is presented to generate HDL (Hardware Description Language) for BIST (Built-In Self-Test) structures, aiming delay-faults, and inserted the new auto-test functionality in generic sequential CMOS circuits. The BIST methodology used implements a scan based BIST approach, using a new BIST controller to implement the Launch-On-Shift (LOS) and Launch-On-Capture (LOC) delay-fault techniques. Second, it will be shown that multi-VDD tests in circuits with BIST infra-structures can be used to detect gross delay-faults during on-field operations, and consequently can be used as an aging sensor methodology during circuits’ lifecycle. The discrete set of multi-VDD BIST sessions generates a Voltage Signature Collection (VSC) and the presence of a delay-fault (or a physical defect) modifies the VSC collection, allowing the aging sensor capability. The proposed Design for Testability (DFT) method and tool are demonstrated with extensive SPICE simulation using three ITC’99 benchmark circuits.O elevado nível de integração atingida, complexidade, assim como performances melhoradas em novas tecnologias nanométricas tornam os produtos em circuitos integrados tecnológicos muito difíceis de testar. Para além disso, a operação a longo prazo produz degradações cumulativas pelo envelhecimento dos circuitos, devido a novos processos e materiais que conduzem a novos defeitos e a consequência são produtos com maior variabilidade no seu funcionamento, mais susceptíveis às faltas de atraso e com um tempo de vida menor. Os principais objectivos desta tese são dois, como explicado em seguida. Primeiro, é apresentada uma nova ferramenta de software para gerar estruturas de auto-teste integrado (BIST, Built-In Self-Test) descritas em linguagens de descrição de hardware (HDL, Hardware Description Language), com o objectivo de detectar faltas de atraso, e inserir a nova funcionalidade de auto-teste em circuitos genéricos sequenciais CMOS. A metodologia de BIST utilizada implementa um procedimento baseado em caminhos de deslocamento, utilizando um novo controlador de BIST para implementar técnicas de faltas de atraso, como Launch-On-Shift (LOS) e Launch-On-Capture (LOC). Segundo, irá ser mostrado que testes multi-VDD em circuitos com infra-estruturas de BIST podem ser usados para detectar faltas de atraso grosseiras durante a operação no terreno e, consequentemente, pode ser usado como uma metodologia de sensor de envelhecimento durante o tempo de vida dos circuitos. Um número discreto de sessões BIST multi-VDD geram uma Colecção de Assinaturas de Tensão (Voltage Signature Collection, VSC) e a presença de uma falta de atraso (ou um defeito físico) faz modificar a colecção VSC, comportando-se como sensor de envelhecimento. O trabalho foi iniciado com o estudo do estado da arte nesta área. Assim, foram estudadas e apresentadas no capítulo 2 as principais técnicas de DfT (Design for Testability) disponíveis e utilizadas pela indústria, nomeadamente, as técnicas de SP (Scan Path), de BIST e as técnicas de scan para delay-faults, LOS e LOC. No capítulo 3, ainda referente ao estudo sobre o estado da arte, é apresentado o estudo sobre os fenómenos que provocam o envelhecimento dos circuitos digitais, nomeadamente o NBTI (Negative Bias Temperature Instability), que é considerado o factor mais relevante no envelhecimento de circuitos integrados (especialmente em nanotecnologias). Em seguida, iniciou-se o desenvolvimento do primeiro objectivo. Relativamente a este assunto, começou-se por definir qual o comportamento das estruturas de BIST e como se iriam interligar. O comportamento foi descrito, bloco a bloco, em VHDL comportamental, ao nível RTL (Register Transfer Level). Esta descrição foi então validada por simulação, utilizando a ferramenta ModelSim. Posteriormente, esta descrição comportamental foi sintetizada através da ferramenta Synopsys, com a colaboração do INESC-ID em Lisboa (instituição parceira nestes trabalhos de investigação), e foi obtida uma netlist ao nível de porta lógica, que foi guardada utilizando a linguagem de descrição de hardware Verilog. Assim, obtiveram-se dois tipos de descrição dos circuitos BIST: uma comportamental, em VHDL, e outra estrutural, em Verilog (esta descrição estrutural em Verilog irá permitir, posteriormente, fazer a simulação e análise de envelhecimento). A nova estrutura de BIST obtida é baseada no modelo clássico de BIST, mas apresenta algumas alterações, nomeadamente ao nível da geração de vectores de teste e no controlo e aplicação desses vectores ao circuito. Estas modificações têm como objectivo aumentar a detecção de faltas e permitir o teste de faltas de atraso. É composto por três blocos denominados LFSRs (Linear Feedback Shift Registers), um utilizado para gerar os vectores pseudo-aleatórios para as entradas primárias do circuito, outro para gerar os vectores para a entrada do scan path, e o último utilizado como contador para controlar o número de bits introduzidos no scan path. Relativamente ao controlador, este foi especificamente desenhado para controlar um teste com estratégia de test-per-scan (ou seja, um teste baseado no caminho de varrimento existente no circuito) e tem uma codificação de estados que permite implementar as estratégias de teste de faltas de atraso, Launch-On-Shift (LOS) e Launch-On-Capture (LOC). Na secção de saída do novo modelo de BIST, o processo de compactação usa o mesmo princípio do modelo tradicional, utilizando neste caso um MISR (Multiple Input Signature Register). Ainda relativamente ao primeiro objectivo, seguiu-se o desenvolvimento da ferramenta BISTGen, para automatizar a geração das estruturas de BIST atrás mencionadas, nos dois tipos de descrição, e automaticamente inserir estas estruturas num circuito de teste (CUT, Circuit Under Test). A aplicação de software deve permitir o manuseamento de dois tipos de informação relativa ao circuito: descrição do circuito pelo seu comportamento, em VHDL, e descrição do circuito pela sua estrutura, em Verilog. Deve ter como saída a descrição de hardware supra citada, inserindo todos os blocos integrantes da estrutura num só ficheiro, contendo apenas um dos tipos de linguagem (Verilog ou VHDL), escolhida previamente pelo utilizador. No caso dos LFSRs e do MISR, o programa deve permitir ao utilizador a escolha de LFSRs do tipo linear ou do tipo modular (também conhecidos por fibonacci ou galois), e deve também possuir suporte para automaticamente seleccionar de uma base de dados quais as realimentações necessárias que conduzem à definição do polinómio primitivo para o LFSR. Será necessário ainda criar uma estrutura em base de dados para gerir os nomes e o número de entradas e saídas do circuito submetido a teste, a que chamamos CUT, de forma a simplificar o processo de renomeação que o utilizador poderá ter de efectuar. Dar a conhecer ao programa os nomes das entradas e saídas do CUT é de relevante importância, uma vez que a atribuição de nomes para as entradas e saídas pode vir em qualquer língua ou dialecto, não coincidindo com os nomes padrão normalmente atribuídos. Relativamente às duas linguagens que o programa recebe através do CUT na sua entrada, no caso VHDL após inserir BIST o ficheiro final terá sempre uma estrutura semelhante, qualquer que seja o ficheiro a ser tratado, variando apenas com o hardware apresentado pelo CUT. No entanto, para o caso Verilog a situação será diferente, uma vez que o programa tem de permitir que o ficheiro final gerado possa surgir de duas formas dependendo da escolha desejada. A primeira forma que o software deve permitir para o caso Verilog é gerar um ficheiro contendo módulos, de uma forma semelhante ao que acontece no caso VHDL. No entanto, deve permitir também a obtenção, caso o utilizador solicite, de um ficheiro unificado, sem sub-módulos nos blocos, para que o ficheiro final contenha apenas uma única estrutura, facilitando a sua simulação e análise de envelhecimento nas etapas seguintes. Relativamente ao segundo objectivo, com base no trabalho anterior já efectuado em metodologias para detectar faltas de delay em circuitos com BIST, foi definida uma metodologia de teste para, durante a vida útil dos circuitos, permitir avaliar como vão envelhecendo, tratando-se assim de uma metodologia de monitorização de envelhecimento para circuitos com BIST. Um aspecto fundamental para a realização deste segundo objectivo é podermos prever como o circuito vai envelhecer. Para realizar esta tarefa, sempre subjectiva, utilizou-se uma ferramenta desenvolvida no ISE-UAlg em outra tese de mestrado anterior a esta, a ferramenta AgingCalc. Esta ferramenta inicia-se com a definição, por parte do utilizador, das probabilidades de operação das entradas primárias do circuito (probabilidades de cada entrada estar a ‘0’ ou a ‘1’). De notar que este é o processo subjectivo existente na análise de envelhecimento, já que é impossível prever como um circuito irá ser utilizado. Com base nestas probabilidades de operação, o programa utiliza a estrutura do circuito para calcular, numa primeira instância, as probabilidades dos nós do circuito estarem a ‘0’ ou a ‘1’, e numa segunda instância as probabilidades de cada transístor PMOS estar ligado e com o seu canal em stress (com uma tensão negativa aplicada à tensão VGS e um campo eléctrico aplicado ao dieléctrico da porta). Utilizando fórmulas definidas na literatura para modelação do parâmetro Vth (tensão limiar de condução) do transístor de acordo com um envelhecimento produzido pelo efeito NBTI (Negative Bias Temperature Instability), o programa calcula, para cada ano ou tempo de envelhecimento a considerar, as variações ocorridas no Vth de cada transístor PMOS, com base nas probabilidades e condições de operação previamente definidas, obtendo um novo Vth para cada transístor (os valores prováveis para os transístores envelhecidos). Em seguida, o programa instancia o simulador HSPICE para simular as portas lógicas do circuito, utilizando uma descrição que contém os Vth calculados. Esta simulação permite calcular os atrasos em cada porta para cada ano de envelhecimento considerado, podendo em seguida calcular e obter a previsão para o envelhecimento de cada caminho combinatório do circuito. É de notar que, embora a previsão de envelhecimento seja subjectiva, pois depende de uma previsão de operação, é possível definir diferentes probabilidades de operação de forma a estabelecer limites prováveis para o envelhecimento de cada caminho. Tendo uma ferramenta que permite prever como o circuito irá envelhecer, é possível utilizá-la para modificar a estrutura do circuito e introduzir faltas de delay produzidas pelo envelhecimento por NBTI ao longo dos anos de operação (modelados pelo Vth dos transístores PMOS). Assim, no capítulo 5 irá ser mostrado que testes multi-VDD em circuitos com infra-estruturas de BIST podem ser usados para detectar faltas de atraso grosseiras durante a operação no terreno, podendo em alguns casos identificar variações provocadas pelo envelhecimento em caminhos curtos, e consequentemente, estes testes podem ser usados como uma metodologia de sensor de envelhecimento durante o tempo de vida dos circuitos. Um número discreto de sessões BIST multi-VDD geram uma Colecção de Assinaturas de Tensão (Voltage Signature Collection, VSC) e a presença de uma falta de atraso (ou um defeito físico) faz modificar a colecção VSC, comportando-se como sensor de envelhecimento. O objectivo será, especificando, fazer variar a tensão de alimentação, baixando o seu valor dentro de um determinado intervalo e submetendo o circuito a sucessivas sessões de BIST para cada valor de tensão, até que o circuito retorne uma assinatura diferente da esperada. Este procedimento de simulação será feito para uma maturidade de até 20 anos, podendo o incremento não ser unitário. Na realidade os circuitos nos primeiros anos de vida em termos estatísticos não sofrem envelhecimento a ponto de causar falhas por esse efeito. As falhas que podem acelerar o processo de envelhecimento estão relacionadas com defeitos significativos no processo de fabrico mas que ainda assim não são suficientes para no início do seu ciclo de vida fazer o circuito falhar, tornando-se efectivas após algum tempo de utilização. Os métodos e ferramentas propostos de DfT são demonstrados com extensas simulações VHDL e SPICE, utilizando circuitos de referência

Heuristics Based Test Overhead Reduction Techniques in VLSI Circuits

The electronic industry has evolved at a mindboggling pace over the last five decades. Moore’s Law [1] has enabled the chip makers to push the limits of the physics to shrink the feature sizes on Silicon (Si) wafers over the years. A constant push for power-performance-area (PPA) optimization has driven the higher transistor density trends. The defect density in advanced process nodes has posed a challenge in achieving sustainable yield. Maintaining a low Defect-per-Million (DPM) target for a product to be viable with stringent Time-to-Market (TTM) has become one of the most important aspects of the chip manufacturing process. Design-for-Test (DFT) plays an instrumental role in enabling low DPM. DFT however impacts the PPA of a chip. This research describes an approach of minimizing the scan test overhead in a chip based on circuit topology heuristics. These heuristics are applied on a full-scan design to convert a subset of the scan flip-flops (SFF) into D flip-flops (DFF). The K Longest Path per Gate (KLPG) [2] automatic test pattern generation (ATPG) algorithm is used to generate tests for robust paths in the circuit. Observability driven multi cycle path generation [3][4] and test are used in this work to minimize coverage loss caused by the SFF conversion process. The presence of memory arrays in a design exacerbates the coverage loss due to the shadow cast by the array on its neighboring logic. A specialized behavioral modeling for the memory array is required to enable test coverage of the shadow logic. This work develops a memory model integrated into the ATPG engine for this purpose. Multiple clock domains pose challenges in the path generation process. The inter-domain clocking relationship and corresponding logic sensitization are modeled in our work to generate synchronous inter-domain paths over multiple clock cycles. Results are demonstrated on ISCAS89 and ITC99 benchmark circuits. Power saving benefit is quantified using an open-source standard-cell library