Addressing the Challenges of Safety verification for LPDDR4.
✓Avoid traditional approach of starting functional safety after functional verification : Iterative and expensive development phase
1. Functional Safety Need to be Architected and not added later.
2. Safety Analysis must start prior to implementation. ‘Design for safety/verification’
3. Reuse & Synergize : Nominal and Functional Safety Verification.
✓Fault optimization with formal and other techniques is necessary to overcome challenges with scaling simulation and analysis.
✓Integrated push button fault simulation flow is need of hour and saves verification engineers time.
✓Analog defect modelling and coverage can be performed based on IEEE P2427.
Overcoming challenges of_verifying complex mixed signal designsPankaj Singh
Efficient and Innovative Digital Mixed-Signal (DMS) verification methodology is required to enable effective verification of RX path of SERDES. This presentation describes the usage of Real value models and Capture -Verify approach to verify complex high speed mixed signal design.
Real value models are the backbone of DMS methodology. Real value models are created for all critical modules in Receive path like Equalizer and Sampler and its associated peripheral modules. It is critical to make sure created models are functionally equivalent to respective designs. This is achieved by verifying each created model with respective designs for all functional modes. While the Real Value models are effective in meeting overcoming the simulation performance bottleneck by achieving 10x faster simulation time; the Nonlinearity factors of the front-end design are not represented accurately in discrete domain real value models for next generation of SerDes Design at very high data rate.
To overcome this problem, a novel approach called ‘capture and verify’ is used for verifying the jitter tolerance and eye parameters. In this approach, waveforms from spice level verification of Equalizer for different functional modes are captured and stored. These stored waveforms are used to generate run time table-based models to accurately represent the analog modules. These run time models are used in top-level simulations along with real value models thereby achieving required goal of simulation performance without compromising on accuracy of results.
The complete Design Verification (DV) environment is developed using UVM-e Methodology. Verification environment contains model for transmitter with all de-emphasis settings along with protocol compliant channels with multiple attenuations. DV infrastructure has hooks to plug-in required channel models to verify SERDES. This verification environment is also capable of verifying the clock data recovery (CDR) path of the design using protocol compliant jitter and Spread-Spectrum Clocking (SSC) stimulus.
The real value modelling bridges the gap between the performance requirements of the simulation and accuracy limitations of design. A significant speed-up in simulation performance is achieved (almost 10X in this case) by replacing with functionally equivalent real value models for mixed signal designs. Usage of Capture and Verify methodology with spice simulation waveforms for critical blocks ensures non-linearity of the next generation high speed SerDes design is well captured in simulations provide complete comprehensive solution for high speed mixed signal designs.
An Approach to Overcome Modeling Inaccuracies for Performance Simulation Sig...Pankaj Singh
RNM is finding prominence in functional verification signoff, However there is clear modeling gap when it comes to performance simulation of high-speed SerDes. Sometimes the pre-silicon simulation results show passing results with respect to Jitter tolerance (JTOL) specification which may not match the actual silicon validation results. These performance issues manifest due to inaccuracies of model where it may not comprehend the actual circuit behavior. There is no clear methodology to overcome these model gaps for performance simulation signoff.
This paper discusses in detail the techniques used to accurately model and verify high-speed SerDes systems for performance simulation.
Functional verification is one of the key bottlenecks in the rapid design of integrated circuits. It is estimated that verification in its entirety accounts for up to 60% of design resources, including duration, computer resources and total personnel. The three primary tools used in logic and functional verification of commercial integrated circuits are simulation (at various levels), emulation at the chip level, and formal verification.
Overcoming challenges of_verifying complex mixed signal designsPankaj Singh
Efficient and Innovative Digital Mixed-Signal (DMS) verification methodology is required to enable effective verification of RX path of SERDES. This presentation describes the usage of Real value models and Capture -Verify approach to verify complex high speed mixed signal design.
Real value models are the backbone of DMS methodology. Real value models are created for all critical modules in Receive path like Equalizer and Sampler and its associated peripheral modules. It is critical to make sure created models are functionally equivalent to respective designs. This is achieved by verifying each created model with respective designs for all functional modes. While the Real Value models are effective in meeting overcoming the simulation performance bottleneck by achieving 10x faster simulation time; the Nonlinearity factors of the front-end design are not represented accurately in discrete domain real value models for next generation of SerDes Design at very high data rate.
To overcome this problem, a novel approach called ‘capture and verify’ is used for verifying the jitter tolerance and eye parameters. In this approach, waveforms from spice level verification of Equalizer for different functional modes are captured and stored. These stored waveforms are used to generate run time table-based models to accurately represent the analog modules. These run time models are used in top-level simulations along with real value models thereby achieving required goal of simulation performance without compromising on accuracy of results.
The complete Design Verification (DV) environment is developed using UVM-e Methodology. Verification environment contains model for transmitter with all de-emphasis settings along with protocol compliant channels with multiple attenuations. DV infrastructure has hooks to plug-in required channel models to verify SERDES. This verification environment is also capable of verifying the clock data recovery (CDR) path of the design using protocol compliant jitter and Spread-Spectrum Clocking (SSC) stimulus.
The real value modelling bridges the gap between the performance requirements of the simulation and accuracy limitations of design. A significant speed-up in simulation performance is achieved (almost 10X in this case) by replacing with functionally equivalent real value models for mixed signal designs. Usage of Capture and Verify methodology with spice simulation waveforms for critical blocks ensures non-linearity of the next generation high speed SerDes design is well captured in simulations provide complete comprehensive solution for high speed mixed signal designs.
An Approach to Overcome Modeling Inaccuracies for Performance Simulation Sig...Pankaj Singh
RNM is finding prominence in functional verification signoff, However there is clear modeling gap when it comes to performance simulation of high-speed SerDes. Sometimes the pre-silicon simulation results show passing results with respect to Jitter tolerance (JTOL) specification which may not match the actual silicon validation results. These performance issues manifest due to inaccuracies of model where it may not comprehend the actual circuit behavior. There is no clear methodology to overcome these model gaps for performance simulation signoff.
This paper discusses in detail the techniques used to accurately model and verify high-speed SerDes systems for performance simulation.
Functional verification is one of the key bottlenecks in the rapid design of integrated circuits. It is estimated that verification in its entirety accounts for up to 60% of design resources, including duration, computer resources and total personnel. The three primary tools used in logic and functional verification of commercial integrated circuits are simulation (at various levels), emulation at the chip level, and formal verification.
LAS16-200: SCMI - System Management and Control InterfaceLinaro
Title: SCMI - System Management and Control Interface
Abstract: In this session we present a new standard proposal for system control and management. The industry, both in high end mobile and enterprise, is trending towards the use of power and system controllers. In most cases the controllers have very similar communication mechanisms between application processors and controllers. In addition, these controllers generally provide very similar functions, e.g. DVFS, power domain management, sensor management. This standard proposal provides an extensible, OS agnostic, and virtualizable interface to access these functions.
Speaker(s):Charles Garcia-Tobin
A brief idea on ARM Cortex-R series. Its comparison with Arm A and Arm M series processors.Applications of Arm Cortex R series in Texas Instruments microcontroller.
IMPLEMENTATION AND VALIDATION OF MEMORY BUILT IN SELF TEST (MBIST) - SURVEYIAEME Publication
This paper provides a survey of Implementation and Validation involved in Memory Built in Self-Test (MBIST). This paper comprises of the various strategies involved in the implementation and Validation of the Memory Built in Self-Test (MBIST). MBIST (Memory built-in self-test) provides an effective solution for testing of such large memories. Verification of functioning MBIST is an essential part in any SoC design cycle, as it enables the designer to detect beforehand any issues related to MBIST [11] . The advantages of MBIST are simplicity of test program, Possibility to run different algorithm, Reduction in test cost, Possibility to run user defined algorithm on memories.
Introduction to SOC Verification Fundamentals and System Verilog language coding. Explains concepts on Functional Verification methodologies used in industry like OVM, UVM
Most industrial safety-critical systems are developed and validated following safety standards. However even though all safety standards address similar concerns with similar objectives, they are also domain-specific standards. The presentation results from the activity of a working group (formerly CG2E, now part of the recently set-up Embedded France) gathering industrial safety experts from aeronautics, automotive, industrial automation, nuclear, railway and space. The lecture will combine a presentation focused on one industry specific standard (the recent ISO 26262 for automotive), and complementary perspective in comparison with the standards in the other five mentioned domains. After the presentation of the history and position and the various regulation regimes, we will highlight some more technical topics e.g., integrated or external safety systems, fault prevention vs. fault tolerance, objectives vs. means prescription, probabilistic vs. deterministic arguments and the notion of criticality, integrity or assurance levels.
LAS16-200: SCMI - System Management and Control InterfaceLinaro
Title: SCMI - System Management and Control Interface
Abstract: In this session we present a new standard proposal for system control and management. The industry, both in high end mobile and enterprise, is trending towards the use of power and system controllers. In most cases the controllers have very similar communication mechanisms between application processors and controllers. In addition, these controllers generally provide very similar functions, e.g. DVFS, power domain management, sensor management. This standard proposal provides an extensible, OS agnostic, and virtualizable interface to access these functions.
Speaker(s):Charles Garcia-Tobin
A brief idea on ARM Cortex-R series. Its comparison with Arm A and Arm M series processors.Applications of Arm Cortex R series in Texas Instruments microcontroller.
IMPLEMENTATION AND VALIDATION OF MEMORY BUILT IN SELF TEST (MBIST) - SURVEYIAEME Publication
This paper provides a survey of Implementation and Validation involved in Memory Built in Self-Test (MBIST). This paper comprises of the various strategies involved in the implementation and Validation of the Memory Built in Self-Test (MBIST). MBIST (Memory built-in self-test) provides an effective solution for testing of such large memories. Verification of functioning MBIST is an essential part in any SoC design cycle, as it enables the designer to detect beforehand any issues related to MBIST [11] . The advantages of MBIST are simplicity of test program, Possibility to run different algorithm, Reduction in test cost, Possibility to run user defined algorithm on memories.
Introduction to SOC Verification Fundamentals and System Verilog language coding. Explains concepts on Functional Verification methodologies used in industry like OVM, UVM
Most industrial safety-critical systems are developed and validated following safety standards. However even though all safety standards address similar concerns with similar objectives, they are also domain-specific standards. The presentation results from the activity of a working group (formerly CG2E, now part of the recently set-up Embedded France) gathering industrial safety experts from aeronautics, automotive, industrial automation, nuclear, railway and space. The lecture will combine a presentation focused on one industry specific standard (the recent ISO 26262 for automotive), and complementary perspective in comparison with the standards in the other five mentioned domains. After the presentation of the history and position and the various regulation regimes, we will highlight some more technical topics e.g., integrated or external safety systems, fault prevention vs. fault tolerance, objectives vs. means prescription, probabilistic vs. deterministic arguments and the notion of criticality, integrity or assurance levels.
Improvement in Error Resilience in BIST using hamming codeIJMTST Journal
In the current scenario of IP core based SoC, to test the CUT we need to communication link between Circuit Under Test and ATPG, so before applying to actual DUT. If there is a problem with this link, there may be a lip in bit of test data. Compared to original test data, if there is a bit lip in the original data, the codeword may change and hence the decompressed data will have a large number of bit deviation. This deviation in bits can severely degrade the test quality and overall fault coverage which may affect yield. The error resilience is the capability of the test data to resist against such bit lips. Here in this paper, the earlier methods of error resilience is compared and a Hamming code based error resilience technique is proposed to improve the error resilience capacity of compressed test data. This method is applied on Huffman code based compressed test data of widely used ISCAS benchmark circuits. The fault coverage measurement results show the effectiveness of the proposed method. The basic goal here is to survey the effect of bit lips on fault coverage and prepare a platform for further development in this avenue.
For the full video of this presentation, please visit:
https://www.embedded-vision.com/platinum-members/codeplay/embedded-vision-training/videos/pages/may-2019-embedded-vision-summit
For more information about embedded vision, please visit:
http://www.embedded-vision.com
Andrew Richards, CEO and Co-founder of Codeplay Software, presents the "Can We Have Both Safety and Performance in AI for Autonomous Vehicles?" tutorial at the May 2019 Embedded Vision Summit.
The need for ensuring safety in AI subsystems within autonomous vehicles is obvious. How to achieve it is not. Standard safety engineering tools are designed for software that runs on general-purpose CPUs. But AI algorithms require more performance than CPUs provide, and the specialized processors employed to achieve this performance are very difficult to qualify for safety.
How can we achieve the redundancy and very strict testing required to achieve safety, while also using specialized processors to achieve AI performance? How can ISO 26262 be applied to AI accelerators? How can standard automotive practices like coverage checking and MISRA coding guidelines be used?
Codeplay believes that safe autonomous vehicle AI subsystems are achievable, but only with cross-industry collaboration. In this presentation, Richards examines the challenges of implementing safe autonomous vehicle AI subsystems and explains the most promising approaches for overcoming these challenges, including leveraging standards bodies such as Khronos, MISRA and AUTOSAR.
Safety Verification and Software aspects of Automotive SoCPankaj Singh
IP-SoC Conference 2017 Grenoble
Automotive industry has evolved over last 100 years. Electronic systems were
introduced into the automotive industry in 1960. Since then the complexity has grown
many fold and today’s automobiles have as many as 150 programmable computing
elements or Electronic Control Units(ECUs) with several wiring connections.
The software content has also increased significantly with today’s car having more than
100 million of lines of software code.
This increased hardware and software complexity increases the risk of failure that could
impact negatively on vehicle safety. This has led to concerns regarding the validation of
failure modes and the detection mechanisms. Car maker and suppliers need to prove
that, despite increasing complexity, their electronic systems will deliver the required
functionality safely and reliably.
This presentation describes the challenges and methodology related to Safety
verification and Software development aspects of Automotive Microcontroller SoC.
Boundary scan has become an indispensable technology as engineers like you face increasing test challenges. Agilent is proud to introduce the new x1149 Boundary Scan Analyzer - bringing the best of our technology and vast test experience - to your workbench!
Proving the Security of Low-Level Software Components & TEEsAshley Zupkus
Learn how it is possible to prove low-level software component and TEE security, as well as the Goodix driver example demoed in the webinar.
Check out the webinar replay here: https://www.youtube.com/watch?v=nG3DlejBd3k
Visit our website trust-in-soft.com for more information!
Learn what formal methods are and how they make developing bug-free, impenetrable source code a possibility in this webinar by TrustInSoft, the leading provider of formal methods-based code analysis tools.
1.Car Security
Understanding the Car Onboard Communication / Connection and inherent Security Weakness
2.Addressing the Security Concerns : System’s Viewpoint
Hardware Security Module & Secure Hardware Extension
Look at Software Principle of MAC and Associated Hardware
3.Achieving Security implementation checks via Software and Addressing the Hardware Safety aspect.
Closing the Loop for Security Safeness: Complete Solution to Ensure Security/Safety Compliance with Software
Panel:The secret of Indian leadership in Electronic Design skill... From Desi...Pankaj Singh
Panel Discussion: D&R IP-SoC, Bangalore 2015. Topic:The secret of Indian leadership in Electronic Design skill... From Design to Services to Embedded Software
EFFICIENT POWER MANAGEMENT TECHNIQUES SUCH AS SKIN TEMPERATURE AWARE POWER MANAGEMENT AND BATTERY BOOST FOR IMPROVED ENERGY EFFICIENCY [PERFORMANCE/WATT]
DEVELOPING PERFORMANCE ANALYSIS ENVIRONMENT BY REUSING EXISTING VERIFICATION ENVIRONMENT
HOLISTIC VIEW OF SOC VERIFICATION :
EVOLUTION OF UVM METHDOLOGY, UVM 1.2 AND CHALLENGES WITH MULTI LANGUAGE SUPPORT/AMS SUPPORT.
EDA INDUSTRY/TOOL CHALLENGES WITH HW-SW DEBUG, VP MODEL VERIFICATION.
H/W ASSISTED SIMULATION ACCELERATION, CHOOSING EMULATION CONFIGURATION FOR YOUR DESIGN.
Power Optimization with Efficient Test Logic Partitioning for Full Chip DesignPankaj Singh
This paper introduces efficient test logic partitioning to not only optimize and reduce the overall test power during silicon validation but also reduce power in functional mode by shutting off test logic. Approach used in optimizing test power has been successful in reducing overall functional mode leakage power by 50% without any additional area overhead or test time increase. Results shared are based on WIMAX full chip SoC design.
Immunizing Image Classifiers Against Localized Adversary Attacksgerogepatton
This paper addresses the vulnerability of deep learning models, particularly convolutional neural networks
(CNN)s, to adversarial attacks and presents a proactive training technique designed to counter them. We
introduce a novel volumization algorithm, which transforms 2D images into 3D volumetric representations.
When combined with 3D convolution and deep curriculum learning optimization (CLO), itsignificantly improves
the immunity of models against localized universal attacks by up to 40%. We evaluate our proposed approach
using contemporary CNN architectures and the modified Canadian Institute for Advanced Research (CIFAR-10
and CIFAR-100) and ImageNet Large Scale Visual Recognition Challenge (ILSVRC12) datasets, showcasing
accuracy improvements over previous techniques. The results indicate that the combination of the volumetric
input and curriculum learning holds significant promise for mitigating adversarial attacks without necessitating
adversary training.
Forklift Classes Overview by Intella PartsIntella Parts
Discover the different forklift classes and their specific applications. Learn how to choose the right forklift for your needs to ensure safety, efficiency, and compliance in your operations.
For more technical information, visit our website https://intellaparts.com
Hybrid optimization of pumped hydro system and solar- Engr. Abdul-Azeez.pdffxintegritypublishin
Advancements in technology unveil a myriad of electrical and electronic breakthroughs geared towards efficiently harnessing limited resources to meet human energy demands. The optimization of hybrid solar PV panels and pumped hydro energy supply systems plays a pivotal role in utilizing natural resources effectively. This initiative not only benefits humanity but also fosters environmental sustainability. The study investigated the design optimization of these hybrid systems, focusing on understanding solar radiation patterns, identifying geographical influences on solar radiation, formulating a mathematical model for system optimization, and determining the optimal configuration of PV panels and pumped hydro storage. Through a comparative analysis approach and eight weeks of data collection, the study addressed key research questions related to solar radiation patterns and optimal system design. The findings highlighted regions with heightened solar radiation levels, showcasing substantial potential for power generation and emphasizing the system's efficiency. Optimizing system design significantly boosted power generation, promoted renewable energy utilization, and enhanced energy storage capacity. The study underscored the benefits of optimizing hybrid solar PV panels and pumped hydro energy supply systems for sustainable energy usage. Optimizing the design of solar PV panels and pumped hydro energy supply systems as examined across diverse climatic conditions in a developing country, not only enhances power generation but also improves the integration of renewable energy sources and boosts energy storage capacities, particularly beneficial for less economically prosperous regions. Additionally, the study provides valuable insights for advancing energy research in economically viable areas. Recommendations included conducting site-specific assessments, utilizing advanced modeling tools, implementing regular maintenance protocols, and enhancing communication among system components.
HEAP SORT ILLUSTRATED WITH HEAPIFY, BUILD HEAP FOR DYNAMIC ARRAYS.
Heap sort is a comparison-based sorting technique based on Binary Heap data structure. It is similar to the selection sort where we first find the minimum element and place the minimum element at the beginning. Repeat the same process for the remaining elements.
Welcome to WIPAC Monthly the magazine brought to you by the LinkedIn Group Water Industry Process Automation & Control.
In this month's edition, along with this month's industry news to celebrate the 13 years since the group was created we have articles including
A case study of the used of Advanced Process Control at the Wastewater Treatment works at Lleida in Spain
A look back on an article on smart wastewater networks in order to see how the industry has measured up in the interim around the adoption of Digital Transformation in the Water Industry.
NUMERICAL SIMULATIONS OF HEAT AND MASS TRANSFER IN CONDENSING HEAT EXCHANGERS...ssuser7dcef0
Power plants release a large amount of water vapor into the
atmosphere through the stack. The flue gas can be a potential
source for obtaining much needed cooling water for a power
plant. If a power plant could recover and reuse a portion of this
moisture, it could reduce its total cooling water intake
requirement. One of the most practical way to recover water
from flue gas is to use a condensing heat exchanger. The power
plant could also recover latent heat due to condensation as well
as sensible heat due to lowering the flue gas exit temperature.
Additionally, harmful acids released from the stack can be
reduced in a condensing heat exchanger by acid condensation. reduced in a condensing heat exchanger by acid condensation.
Condensation of vapors in flue gas is a complicated
phenomenon since heat and mass transfer of water vapor and
various acids simultaneously occur in the presence of noncondensable
gases such as nitrogen and oxygen. Design of a
condenser depends on the knowledge and understanding of the
heat and mass transfer processes. A computer program for
numerical simulations of water (H2O) and sulfuric acid (H2SO4)
condensation in a flue gas condensing heat exchanger was
developed using MATLAB. Governing equations based on
mass and energy balances for the system were derived to
predict variables such as flue gas exit temperature, cooling
water outlet temperature, mole fraction and condensation rates
of water and sulfuric acid vapors. The equations were solved
using an iterative solution technique with calculations of heat
and mass transfer coefficients and physical properties.
Saudi Arabia stands as a titan in the global energy landscape, renowned for its abundant oil and gas resources. It's the largest exporter of petroleum and holds some of the world's most significant reserves. Let's delve into the top 10 oil and gas projects shaping Saudi Arabia's energy future in 2024.
6th International Conference on Machine Learning & Applications (CMLA 2024)ClaraZara1
6th International Conference on Machine Learning & Applications (CMLA 2024) will provide an excellent international forum for sharing knowledge and results in theory, methodology and applications of on Machine Learning & Applications.
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Using recycled concrete aggregates (RCA) for pavements is crucial to achieving sustainability. Implementing RCA for new pavement can minimize carbon footprint, conserve natural resources, reduce harmful emissions, and lower life cycle costs. Compared to natural aggregate (NA), RCA pavement has fewer comprehensive studies and sustainability assessments.