Machine Intelligence In Design Automation

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Machine Intelligence in Design Automation

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Author : Rohit Sharma
Publisher :
ISBN 13 : 9781980554356
Total Pages : 219 pages
Book Rating : 4.5/5 (543 download)

Book Synopsis Machine Intelligence in Design Automation by : Rohit Sharma

Download or read book Machine Intelligence in Design Automation written by Rohit Sharma and published by . This book was released on 2018-03-13 with total page 219 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents a hands-on approach for solving electronic design automation problems with modern machine intelligence techniques by including step-by-step development of commercial grade design applications including resistance estimation, capacitance estimation, cell classification and others using dataset extracted from designs at 20nm. It walks the reader step by step in building solution flow for EDA problems with Python and Tensorflow.Intended audience includes design automation engineers, managers, executives, research professionals, graduate students, Machine learning enthusiasts, EDA and CAD developers, mentors, and the merely inquisitive. It is organized to serve as a compendium to a beginner, a ready reference to intermediate and source for an expert.

Artificial Intelligence And Automation

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Author : Nikolas G Bourbakis
Publisher : World Scientific
ISBN 13 : 981449903X
Total Pages : 545 pages
Book Rating : 4.8/5 (144 download)

Book Synopsis Artificial Intelligence And Automation by : Nikolas G Bourbakis

Download or read book Artificial Intelligence And Automation written by Nikolas G Bourbakis and published by World Scientific. This book was released on 1998-05-05 with total page 545 pages. Available in PDF, EPUB and Kindle. Book excerpt: Contents:A New Way to Acquire Knowledge (H-Y Wang)An SPN Knowledge Representation Scheme (J Gattiker & N Bourbakis)On the Deep Structures of Word Problems and Their Construction (F Gomez)Resolving Conflicts in Inheritance Reasoning with Statistical Approach (C W Lee)Integrating High and Low Level Computer Vision for Scene Understanding (R Malik & S So)The Evolution of Commercial AI Tools: The First Decade (F Hayes-Roth)Reengineering: The AI Generation — Billions on the Table (J S Minor Jr)An Intelligent Tool for Discovering Data Dependencies in Relational DBS (P Gavaskar & F Golshani)A Case-Based Reasoning (CBR) Tool to Assist Traffic Flow (B Das & S Bayles)A Study of Financial Expert System Based on Flops (T Kaneko & K Takenaka)An Associative Data Parallel Compilation Model for Tight Integration of High Performance Knowledge Retrieval and Computation (A K Bansal)Software Automation: From Silly to Intelligent (J-F Xu et al.)Software Engineering Using Artificial Intelligence: The Knowledge Based Software Assistant (D White)Knowledge Based Derivation of Programs from Specifications (T Weight et al.)Automatic Functional Model Generation for Parallel Fault Design Error Simulations (S-E Chang & S A Szygenda)Visual Reverse Engineering Using SPNs for Automated Diagnosis and Functional Simulation of Digital Circuits (J Gattiker & S Mertoguno)The Impact of AI in VLSI Design Automation (M Mortazavi & N Bourbakis)The Automated Acquisition of Subcategorizations of Verbs, Nouns and Adjectives from Sample Sentences (F Gomez)General Method for Planning and Rendezvous Problems (K I Trovato)Learning to Improve Path Planning Performance (P C Chen)Incremental Adaptation as a Method to Improve Reactive Behavior (A J Hendriks & D M Lyons)An SPN-Neural Planning Methodology for Coordination of Multiple Robotic Arms with Constrained Placement (N Bourbakis & A Tascillo) Readership: Computer scientists, artificial intelligence practitioners and robotics users. keywords:

Using Artificial Neural Networks for Analog Integrated Circuit Design Automation

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Author : João P. S. Rosa
Publisher : Springer Nature
ISBN 13 : 3030357430
Total Pages : 117 pages
Book Rating : 4.0/5 (33 download)

Book Synopsis Using Artificial Neural Networks for Analog Integrated Circuit Design Automation by : João P. S. Rosa

Download or read book Using Artificial Neural Networks for Analog Integrated Circuit Design Automation written by João P. S. Rosa and published by Springer Nature. This book was released on 2019-12-11 with total page 117 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book addresses the automatic sizing and layout of analog integrated circuits (ICs) using deep learning (DL) and artificial neural networks (ANN). It explores an innovative approach to automatic circuit sizing where ANNs learn patterns from previously optimized design solutions. In opposition to classical optimization-based sizing strategies, where computational intelligence techniques are used to iterate over the map from devices’ sizes to circuits’ performances provided by design equations or circuit simulations, ANNs are shown to be capable of solving analog IC sizing as a direct map from specifications to the devices’ sizes. Two separate ANN architectures are proposed: a Regression-only model and a Classification and Regression model. The goal of the Regression-only model is to learn design patterns from the studied circuits, using circuit’s performances as input features and devices’ sizes as target outputs. This model can size a circuit given its specifications for a single topology. The Classification and Regression model has the same capabilities of the previous model, but it can also select the most appropriate circuit topology and its respective sizing given the target specification. The proposed methodology was implemented and tested on two analog circuit topologies.

Artificial Intelligence in Design

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Author : D.T. Pham
Publisher : Springer Science & Business Media
ISBN 13 : 3642743544
Total Pages : 499 pages
Book Rating : 4.6/5 (427 download)

Book Synopsis Artificial Intelligence in Design by : D.T. Pham

Download or read book Artificial Intelligence in Design written by D.T. Pham and published by Springer Science & Business Media. This book was released on 2012-12-06 with total page 499 pages. Available in PDF, EPUB and Kindle. Book excerpt: Computers have been employed for some time in engineering design mainly as numerical or graphical tools to assist analysis and draughting. The advent of the technology of artificial intelligence and expert systems has enabled computers to be applied to less deterministic design tasks which require symbolic manipulation and reasoning, instead of only routine number processing. This book presents recent examples of such applications, focusing on mechanical and manufacturing design. The term 'design' is interpreted here in its wider sense to include creative activities such as planning. The book covers a wide spectrum of design operations ranging from component and product design through to process, tooling and systems design. Its aim is to expose researchers, engineers and engineering designers to several developments in the emerging field of intelligent CAD and to alert them of the possibilites and opportunities in this exciting field.

AI and Learning Systems

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Author : Konstantinos Kyprianidis
Publisher : BoD – Books on Demand
ISBN 13 : 1789858771
Total Pages : 274 pages
Book Rating : 4.7/5 (898 download)

Book Synopsis AI and Learning Systems by : Konstantinos Kyprianidis

Download or read book AI and Learning Systems written by Konstantinos Kyprianidis and published by BoD – Books on Demand. This book was released on 2021-02-17 with total page 274 pages. Available in PDF, EPUB and Kindle. Book excerpt: Over the last few years, interest in the industrial applications of AI and learning systems has surged. This book covers the recent developments and provides a broad perspective of the key challenges that characterize the field of Industry 4.0 with a focus on applications of AI. The target audience for this book includes engineers involved in automation system design, operational planning, and decision support. Computer science practitioners and industrial automation platform developers will also benefit from the timely and accurate information provided in this work. The book is organized into two main sections comprising 12 chapters overall: •Digital Platforms and Learning Systems •Industrial Applications of AI

Artificial Intelligence in Engineering Design

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Author : Bozzano G Luisa
Publisher : Academic Press
ISBN 13 : 0323139957
Total Pages : 491 pages
Book Rating : 4.3/5 (231 download)

Book Synopsis Artificial Intelligence in Engineering Design by : Bozzano G Luisa

Download or read book Artificial Intelligence in Engineering Design written by Bozzano G Luisa and published by Academic Press. This book was released on 2012-12-02 with total page 491 pages. Available in PDF, EPUB and Kindle. Book excerpt: Artificial Intelligence in Engineering Design is a three-volume edited collection of key papers from the field of AI and design, aimed at providing a state-of-the art description of the field, and focusing on how ideas and methods from artificial intelligence can help engineers in the design of physical artifacts and processes. The books survey a wide variety of applications in the areas of civil, chemical, electrical, computer, VLSI, and mechanical engineering.

Automated Machine Learning

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Author : Frank Hutter
Publisher : Springer
ISBN 13 : 3030053180
Total Pages : 223 pages
Book Rating : 4.0/5 (3 download)

Book Synopsis Automated Machine Learning by : Frank Hutter

Download or read book Automated Machine Learning written by Frank Hutter and published by Springer. This book was released on 2019-05-17 with total page 223 pages. Available in PDF, EPUB and Kindle. Book excerpt: This open access book presents the first comprehensive overview of general methods in Automated Machine Learning (AutoML), collects descriptions of existing systems based on these methods, and discusses the first series of international challenges of AutoML systems. The recent success of commercial ML applications and the rapid growth of the field has created a high demand for off-the-shelf ML methods that can be used easily and without expert knowledge. However, many of the recent machine learning successes crucially rely on human experts, who manually select appropriate ML architectures (deep learning architectures or more traditional ML workflows) and their hyperparameters. To overcome this problem, the field of AutoML targets a progressive automation of machine learning, based on principles from optimization and machine learning itself. This book serves as a point of entry into this quickly-developing field for researchers and advanced students alike, as well as providing a reference for practitioners aiming to use AutoML in their work.

Automation Based Creative Design - Research and Perspectives

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Author : A. Tzonis
Publisher : Newnes
ISBN 13 : 0080934528
Total Pages : 480 pages
Book Rating : 4.0/5 (89 download)

Book Synopsis Automation Based Creative Design - Research and Perspectives by : A. Tzonis

Download or read book Automation Based Creative Design - Research and Perspectives written by A. Tzonis and published by Newnes. This book was released on 2012-12-02 with total page 480 pages. Available in PDF, EPUB and Kindle. Book excerpt: Computer technology has revolutionized many aspects of building design, such as drafting, management, construction - even building with robots. This revolution has expanded into the field of design creativity. Presented in this book is an up-to-date, comprehensive picture of research advances in the fast-growing field of informatics applied to conceptual stages in the generation of artifacts - in particular, buildings. It addresses the question how far and in what ways creative design can be intelligently automated. Among the topics covered are: the use of precedents; the relations between case-based, rule-based, and principle-based architectural design reasoning; product typology; artifact thesauruses; the inputting and retrieval of architectural knowledge; the visual representation and understanding of existing or projected built forms; empirical and analytical models of the design process and the design product; desktop design toolkits; grammars of shape and of function; multiple-perspective building data structures; design as a multi-agent collaborative process; the integration of heterogeneous engineering information; and foundations for a systematic approach to the development of knowledge-based design systems. The papers provide a link between basic and practical issues: - fundamental questions in the theory of artifact design, artifical intelligence, and the cognitive science of imagination and reasoning; - problems in the computerization of building data and design facilities; - the practical tasks of building conception, construction and evaluation. The automation of creative design is itself considered as an engineering design problem. The implications of current and future work for architectural education and research in architectural history, as well as for computer-integrated construction and the management of engineering projects are considered.

Designing Autonomous AI

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Author : Kence Anderson
Publisher : "O'Reilly Media, Inc."
ISBN 13 : 1098110706
Total Pages : 253 pages
Book Rating : 4.0/5 (981 download)

Book Synopsis Designing Autonomous AI by : Kence Anderson

Download or read book Designing Autonomous AI written by Kence Anderson and published by "O'Reilly Media, Inc.". This book was released on 2022-06-14 with total page 253 pages. Available in PDF, EPUB and Kindle. Book excerpt: Early rules-based artificial intelligence demonstrated intriguing decision-making capabilities but lacked perception and didn't learn. AI today, primed with machine learning perception and deep reinforcement learning capabilities, can perform superhuman decision-making for specific tasks. This book shows you how to combine the practicality of early AI with deep learning capabilities and industrial control technologies to make robust decisions in the real world. Using concrete examples, minimal theory, and a proven architectural framework, author Kence Anderson demonstrates how to teach autonomous AI explicit skills and strategies. You'll learn when and how to use and combine various AI architecture design patterns, as well as how to design advanced AI without needing to manipulate neural networks or machine learning algorithms. Students, process operators, data scientists, machine learning algorithm experts, and engineers who own and manage industrial processes can use the methodology in this book to design autonomous AI. This book examines: Differences between and limitations of automated, autonomous, and human decision-making Unique advantages of autonomous AI for real-time decision-making, with use cases How to design an autonomous AI from modular components and document your designs

Human-Centered AI

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Author : Ben Shneiderman
Publisher : Oxford University Press
ISBN 13 : 0192845292
Total Pages : 390 pages
Book Rating : 4.1/5 (928 download)

Book Synopsis Human-Centered AI by : Ben Shneiderman

Download or read book Human-Centered AI written by Ben Shneiderman and published by Oxford University Press. This book was released on 2022 with total page 390 pages. Available in PDF, EPUB and Kindle. Book excerpt: The remarkable progress in algorithms for machine and deep learning have opened the doors to new opportunities, and some dark possibilities. However, a bright future awaits those who build on their working methods by including HCAI strategies of design and testing. As many technology companies and thought leaders have argued, the goal is not to replace people, but to empower them by making design choices that give humans control over technology. In Human-Centered AI, Professor Ben Shneiderman offers an optimistic realist's guide to how artificial intelligence can be used to augment and enhance humans' lives. This project bridges the gap between ethical considerations and practical realities to offer a road map for successful, reliable systems. Digital cameras, communications services, and navigation apps are just the beginning. Shneiderman shows how future applications will support health and wellness, improve education, accelerate business, and connect people in reliable, safe, and trustworthy ways that respect human values, rights, justice, and dignity.

Artificial Intelligence in Design ’92

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Author : John S. Gero
Publisher : Springer Science & Business Media
ISBN 13 : 9401127875
Total Pages : 906 pages
Book Rating : 4.4/5 (11 download)

Book Synopsis Artificial Intelligence in Design ’92 by : John S. Gero

Download or read book Artificial Intelligence in Design ’92 written by John S. Gero and published by Springer Science & Business Media. This book was released on 2012-12-06 with total page 906 pages. Available in PDF, EPUB and Kindle. Book excerpt: Design has now become an important research topic in engineering and architecture. Design is one of the keystones to economic competitiveness and the fundamental precursor to manufacturing. The development of computational models founded on the artificial intelligence paradigm has provided an impetus for current design research. This volume contains contributions from the Second International Conference on Artificial Intelligence in Design held in June 1992 in Pittsburgh. They represent the state-of-the-art and the cutting edge of research and development in this field. They are of particular interest to researchers, developers and users of computer systems in design. This volume demonstrates both the breadth and depth of artificial intelligence in design and points the way forward for our understanding of design as a process and for the development of computer-based tools to aiddesigners.

Advances in Design Automation, 1987: Design methods, computer graphics, and expert systems

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Author : S. S. Rao
Publisher :
ISBN 13 :
Total Pages : 450 pages
Book Rating : 4.3/5 (91 download)

Book Synopsis Advances in Design Automation, 1987: Design methods, computer graphics, and expert systems by : S. S. Rao

Download or read book Advances in Design Automation, 1987: Design methods, computer graphics, and expert systems written by S. S. Rao and published by . This book was released on 1987 with total page 450 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Design Studio Vol. 2: Intelligent Control

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Author : Rob Hyde
Publisher : Routledge
ISBN 13 : 1000450937
Total Pages : 302 pages
Book Rating : 4.0/5 (4 download)

Book Synopsis Design Studio Vol. 2: Intelligent Control by : Rob Hyde

Download or read book Design Studio Vol. 2: Intelligent Control written by Rob Hyde and published by Routledge. This book was released on 2021-08-31 with total page 302 pages. Available in PDF, EPUB and Kindle. Book excerpt: How should we train? What should we learn? What is our value? Disruptive technologies have increased speculation about what it means to be an architect. Innovations simultaneously offer great promise and potential risk to design practice. This volume identifies the game-changing trends driven by technology, and the opportunities they provide for architecture, urbanism and design. It advocates for an approach of intelligent control that transforms practice with specialist knowledge of technological models and systems. It features new developments in automation, generative design, augmented reality, videogame urbanism, artificial intelligence and robotics, as well as lived experiences within a continually shifting landscape. Showcasing evolving research, it discusses the cultural, social, environmental and political implications of various technological trajectories. In doing so it speculates upon future urban, spatial, aesthetic and formal possibilities within architecture. The future is already here. Now is the time to act. Features: Austrian Institute of Technology AiT - City Intelligence Lab CiT, Bryden Wood, Mollie Claypool, Soomeen Hahm, Hawkins\Brown, LASSA Architects, The Living, Danil Nagy, Odico Construction Robotics, Stefana Parascho, Luke Caspar Pearson, SHoP Architects, Kostas Terzidis, Mette Ramsgaard Thomsen and Sandra Youkhana.

Electronic Design Automation of Analog ICs combining Gradient Models with Multi-Objective Evolutionary Algorithms

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Author : Frederico A.E. Rocha
Publisher : Springer Science & Business Media
ISBN 13 : 3319021893
Total Pages : 78 pages
Book Rating : 4.3/5 (19 download)

Book Synopsis Electronic Design Automation of Analog ICs combining Gradient Models with Multi-Objective Evolutionary Algorithms by : Frederico A.E. Rocha

Download or read book Electronic Design Automation of Analog ICs combining Gradient Models with Multi-Objective Evolutionary Algorithms written by Frederico A.E. Rocha and published by Springer Science & Business Media. This book was released on 2013-09-24 with total page 78 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book applies to the scientific area of electronic design automation (EDA) and addresses the automatic sizing of analog integrated circuits (ICs). Particularly, this book presents an approach to enhance a state-of-the-art layout-aware circuit-level optimizer (GENOM-POF), by embedding statistical knowledge from an automatically generated gradient model into the multi-objective multi-constraint optimization kernel based on the NSGA-II algorithm. The results showed allow the designer to explore the different trade-offs of the solution space, both through the achieved device sizes, or the respective layout solutions.

Artificial Intelligence in Design ’96

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Author : John S. Gero
Publisher : Springer Science & Business Media
ISBN 13 : 9400902794
Total Pages : 765 pages
Book Rating : 4.4/5 (9 download)

Book Synopsis Artificial Intelligence in Design ’96 by : John S. Gero

Download or read book Artificial Intelligence in Design ’96 written by John S. Gero and published by Springer Science & Business Media. This book was released on 2012-12-06 with total page 765 pages. Available in PDF, EPUB and Kindle. Book excerpt: Change is one of the most significant parameters in our society. Designers are amongst the primary change agents for any society. As a consequence design is an important research topic in engineering and architecture and related disciplines, since design is not only a means of change but is also one of the keystones to economic competitiveness and the fundamental precursor to manufacturing. The development of computational models founded on the artificial intelligence paradigm has provided an impetus for much of current design research -both computational and cognitive. These forms of design research have only been carried out in the last decade or so and in the temporal sense they are still immature. Notwithstanding this immaturity, noticeable advances have been made both in extending our understanding of design and in developing tools based on that understanding. Whilst many researchers in the field of artificial intelligence in design utilise ideas about how humans design as one source of concepts there is normally no attempt to model human designers. Rather the results of the research presented in this volume demonstrate approaches to increasing our understanding of design as a process.

Machine Learning Applications in Electronic Design Automation

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Author : Haoxing Ren
Publisher : Springer Nature
ISBN 13 : 303113074X
Total Pages : 585 pages
Book Rating : 4.0/5 (311 download)

Book Synopsis Machine Learning Applications in Electronic Design Automation by : Haoxing Ren

Download or read book Machine Learning Applications in Electronic Design Automation written by Haoxing Ren and published by Springer Nature. This book was released on 2023-01-01 with total page 585 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book serves as a single-source reference to key machine learning (ML) applications and methods in digital and analog design and verification. Experts from academia and industry cover a wide range of the latest research on ML applications in electronic design automation (EDA), including analysis and optimization of digital design, analysis and optimization of analog design, as well as functional verification, FPGA and system level designs, design for manufacturing (DFM), and design space exploration. The authors also cover key ML methods such as classical ML, deep learning models such as convolutional neural networks (CNNs), graph neural networks (GNNs), generative adversarial networks (GANs) and optimization methods such as reinforcement learning (RL) and Bayesian optimization (BO). All of these topics are valuable to chip designers and EDA developers and researchers working in digital and analog designs and verification.

INTELLIGENT AUTOMATION

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Author : PASCAL. BARKIN BORNET (IAN. WIRTZ, JOCHEN.)
Publisher :
ISBN 13 : 9811235848
Total Pages : 431 pages
Book Rating : 4.8/5 (112 download)

Book Synopsis INTELLIGENT AUTOMATION by : PASCAL. BARKIN BORNET (IAN. WIRTZ, JOCHEN.)

Download or read book INTELLIGENT AUTOMATION written by PASCAL. BARKIN BORNET (IAN. WIRTZ, JOCHEN.) and published by . This book was released on 2020 with total page 431 pages. Available in PDF, EPUB and Kindle. Book excerpt: