Embedded Machine Learning With Microcontrollers

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TinyML

Author : Pete Warden
Publisher : O'Reilly Media
ISBN 13 : 1492052019
Total Pages : 504 pages
Book Rating : 4.4/5 (92 download)

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Book Synopsis TinyML by : Pete Warden

Download or read book TinyML written by Pete Warden and published by O'Reilly Media. This book was released on 2019-12-16 with total page 504 pages. Available in PDF, EPUB and Kindle. Book excerpt: Deep learning networks are getting smaller. Much smaller. The Google Assistant team can detect words with a model just 14 kilobytes in size—small enough to run on a microcontroller. With this practical book you’ll enter the field of TinyML, where deep learning and embedded systems combine to make astounding things possible with tiny devices. Pete Warden and Daniel Situnayake explain how you can train models small enough to fit into any environment. Ideal for software and hardware developers who want to build embedded systems using machine learning, this guide walks you through creating a series of TinyML projects, step-by-step. No machine learning or microcontroller experience is necessary. Build a speech recognizer, a camera that detects people, and a magic wand that responds to gestures Work with Arduino and ultra-low-power microcontrollers Learn the essentials of ML and how to train your own models Train models to understand audio, image, and accelerometer data Explore TensorFlow Lite for Microcontrollers, Google’s toolkit for TinyML Debug applications and provide safeguards for privacy and security Optimize latency, energy usage, and model and binary size

Embedded Machine Learning with Microcontrollers

Author : Cem Ünsalan
Publisher : Springer Nature
ISBN 13 : 303169421X
Total Pages : 372 pages
Book Rating : 4.0/5 (316 download)

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Book Synopsis Embedded Machine Learning with Microcontrollers by : Cem Ünsalan

Download or read book Embedded Machine Learning with Microcontrollers written by Cem Ünsalan and published by Springer Nature. This book was released on with total page 372 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Embedded Computing and Mechatronics with the PIC32 Microcontroller

Author : Kevin Lynch
Publisher : Newnes
ISBN 13 : 0124202357
Total Pages : 655 pages
Book Rating : 4.1/5 (242 download)

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Book Synopsis Embedded Computing and Mechatronics with the PIC32 Microcontroller by : Kevin Lynch

Download or read book Embedded Computing and Mechatronics with the PIC32 Microcontroller written by Kevin Lynch and published by Newnes. This book was released on 2015-12-08 with total page 655 pages. Available in PDF, EPUB and Kindle. Book excerpt: For the first time in a single reference, this book provides the beginner with a coherent and logical introduction to the hardware and software of the PIC32, bringing together key material from the PIC32 Reference Manual, Data Sheets, XC32 C Compiler User's Guide, Assembler and Linker Guide, MIPS32 CPU manuals, and Harmony documentation. This book also trains you to use the Microchip documentation, allowing better life-long learning of the PIC32. The philosophy is to get you started quickly, but to emphasize fundamentals and to eliminate "magic steps" that prevent a deep understanding of how the software you write connects to the hardware. Applications focus on mechatronics: microcontroller-controlled electromechanical systems incorporating sensors and actuators. To support a learn-by-doing approach, you can follow the examples throughout the book using the sample code and your PIC32 development board. The exercises at the end of each chapter help you put your new skills to practice. Coverage includes: A practical introduction to the C programming language Getting up and running quickly with the PIC32 An exploration of the hardware architecture of the PIC32 and differences among PIC32 families Fundamentals of embedded computing with the PIC32, including the build process, time- and memory-efficient programming, and interrupts A peripheral reference, with extensive sample code covering digital input and output, counter/timers, PWM, analog input, input capture, watchdog timer, and communication by the parallel master port, SPI, I2C, CAN, USB, and UART An introduction to the Microchip Harmony programming framework Essential topics in mechatronics, including interfacing sensors to the PIC32, digital signal processing, theory of operation and control of brushed DC motors, motor sizing and gearing, and other actuators such as stepper motors, RC servos, and brushless DC motors For more information on the book, and to download free sample code, please visit http://www.nu32.org Extensive, freely downloadable sample code for the NU32 development board incorporating the PIC32MX795F512H microcontroller Free online instructional videos to support many of the chapters

Making Embedded Systems

Author : Elecia White
Publisher : "O'Reilly Media, Inc."
ISBN 13 : 1449320589
Total Pages : 329 pages
Book Rating : 4.4/5 (493 download)

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Book Synopsis Making Embedded Systems by : Elecia White

Download or read book Making Embedded Systems written by Elecia White and published by "O'Reilly Media, Inc.". This book was released on 2011-10-25 with total page 329 pages. Available in PDF, EPUB and Kindle. Book excerpt: Interested in developing embedded systems? Since they donâ??t tolerate inefficiency, these systems require a disciplined approach to programming. This easy-to-read guide helps you cultivate a host of good development practices, based on classic software design patterns and new patterns unique to embedded programming. Learn how to build system architecture for processors, not operating systems, and discover specific techniques for dealing with hardware difficulties and manufacturing requirements. Written by an expert whoâ??s created embedded systems ranging from urban surveillance and DNA scanners to childrenâ??s toys, this book is ideal for intermediate and experienced programmers, no matter what platform you use. Optimize your system to reduce cost and increase performance Develop an architecture that makes your software robust in resource-constrained environments Explore sensors, motors, and other I/O devices Do more with less: reduce RAM consumption, code space, processor cycles, and power consumption Learn how to update embedded code directly in the processor Discover how to implement complex mathematics on small processors Understand what interviewers look for when you apply for an embedded systems job "Making Embedded Systems is the book for a C programmer who wants to enter the fun (and lucrative) world of embedded systems. Itâ??s very well writtenâ??entertaining, evenâ??and filled with clear illustrations." â??Jack Ganssle, author and embedded system expert.

Beginning Artificial Intelligence with the Raspberry Pi

Author : Donald J. Norris
Publisher : Apress
ISBN 13 : 1484227433
Total Pages : 379 pages
Book Rating : 4.4/5 (842 download)

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Book Synopsis Beginning Artificial Intelligence with the Raspberry Pi by : Donald J. Norris

Download or read book Beginning Artificial Intelligence with the Raspberry Pi written by Donald J. Norris and published by Apress. This book was released on 2017-06-05 with total page 379 pages. Available in PDF, EPUB and Kindle. Book excerpt: Gain a gentle introduction to the world of Artificial Intelligence (AI) using the Raspberry Pi as the computing platform. Most of the major AI topics will be explored, including expert systems, machine learning both shallow and deep, fuzzy logic control, and more! AI in action will be demonstrated using the Python language on the Raspberry Pi. The Prolog language will also be introduced and used to demonstrate fundamental AI concepts. In addition, the Wolfram language will be used as part of the deep machine learning demonstrations. A series of projects will walk you through how to implement AI concepts with the Raspberry Pi. Minimal expense is needed for the projects as only a few sensors and actuators will be required. Beginners and hobbyists can jump right in to creating AI projects with the Raspberry PI using this book. What You'll Learn What AI is and—as importantly—what it is not Inference and expert systems Machine learning both shallow and deep Fuzzy logic and how to apply to an actual control system When AI might be appropriate to include in a system Constraints and limitations of the Raspberry Pi AI implementation Who This Book Is For Hobbyists, makers, engineers involved in designing autonomous systems and wanting to gain an education in fundamental AI concepts, and non-technical readers who want to understand what AI is and how it might affect their lives.

Learning Embedded Systems with MSP432 Microcontrollers

Author : Byul Hur
Publisher :
ISBN 13 : 9781736519837
Total Pages : 220 pages
Book Rating : 4.5/5 (198 download)

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Book Synopsis Learning Embedded Systems with MSP432 Microcontrollers by : Byul Hur

Download or read book Learning Embedded Systems with MSP432 Microcontrollers written by Byul Hur and published by . This book was released on 2021-08-30 with total page 220 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book can assist you to learn about embedded systems using an MSP432 microcontroller. This third edition was written based on the use of an MSP432P401R MCU and Code Composer Studio. This book can used as a support material for microcontroller and embedded system courses. This book covers MSP432, GPIO, timers, display, interrupt, and ADC. Moreover, this book covers topics of software architectures, PWM, motor control, serial communications, TI Driver library, TI RTOS, Power management, and embedded system security. This book was written for undergraduate engineering students and the audience having similar prior knowledge and skills.

Programming Microcontrollers with Python

Author : Armstrong Subero
Publisher : Apress
ISBN 13 : 9781484270578
Total Pages : 294 pages
Book Rating : 4.2/5 (75 download)

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Book Synopsis Programming Microcontrollers with Python by : Armstrong Subero

Download or read book Programming Microcontrollers with Python written by Armstrong Subero and published by Apress. This book was released on 2021-05-11 with total page 294 pages. Available in PDF, EPUB and Kindle. Book excerpt: For the first time microcontrollers are powerful enough to be programmed in Python. The landscape of embedded systems development is changing, microcontrollers are becoming more powerful, and the rise of the internet of things is leading more developers to get into hardware. This book provides the solid foundation to start your journey of embedded systems development and microcontroller programming with Python. You’ll quickly realize the value of using Python. The theme of the book is simplicity and the cleanness and elegance of Python makes that possible. Featuring a step-by-step approach, this single source guide balances complexity and clarity with insightful explanations that you’ll easily grasp. Python is quickly becoming the language of choice for applications such as machine learning and computer vision on embedded devices. What would previously be daunting and exceedingly difficult to do in C or C++ is now possible with Python because of its level of abstraction. Programming Microcontrollers with Python is your path to bringing your existing skills to the embedded space. What You’ll Learn Review microcontroller basics and the hardware and software requirements Understand an embedded system’s general architecture Follow the steps needed to carry a product to market Take a crash course in Python programming Program a microcontroller Interface with a microcontroller using LCD and Circuit Python Use and control sensors Who This Book Is For Those getting started with microcontrollers, those new to C, C++, and Arduino programming, web developers looking to get into IoT, or Python programmers who wish to control hardware devices.

Programming 32-bit Microcontrollers in C

Author : Lucio Di Jasio
Publisher : Elsevier
ISBN 13 : 0080560105
Total Pages : 554 pages
Book Rating : 4.0/5 (85 download)

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Book Synopsis Programming 32-bit Microcontrollers in C by : Lucio Di Jasio

Download or read book Programming 32-bit Microcontrollers in C written by Lucio Di Jasio and published by Elsevier. This book was released on 2011-04-08 with total page 554 pages. Available in PDF, EPUB and Kindle. Book excerpt: *Just months after the introduction of the new generation of 32-bit PIC microcontrollers, a Microchip insider and acclaimed author takes you by hand at the exploration of the PIC32*Includes handy checklists to help readers perform the most common programming and debugging tasksThe new 32-bit microcontrollers bring the promise of more speed and more performance while offering an unprecedented level of compatibility with existing 8 and 16-bit PIC microcontrollers. In sixteen engaging chapters, using a parallel track to his previous title dedicated to 16-bit programming, the author puts all these claims to test while offering a gradual introduction to the development and debugging of embedded control applications in C. Author Lucio Di Jasio, a PIC and embedded control expert, offers unique insight into the new 32-bit architecture while developing a number of projects of growing complexity. Experienced PIC users and newcomers to the field alike will benefit from the text's many thorough examples which demonstrate how to nimbly side-step common obstacles, solve real-world design problems efficiently and optimize code using the new PIC32 features and peripheral set. You will learn about:*basic timing and I/O operation*debugging methods with the MPLAB SIM *simulator and ICD tools*multitasking using the PIC32 interrupts*all the new hardware peripherals*how to control LCD displays*experimenting with the Explorer16 board and *the PIC32 Starter Kit*accessing mass-storage media*generating audio and video signals *and more!TABLE OF CONTENTSDay 1 And the adventure beginsDay 2 Walking in circlesDay 3 Message in a BottleDay 4 NUMB3RSDay 5 InterruptsDay 6 Memory Part 2 ExperimentingDay 7 RunningDay 8 Communication Day 9 LinksDay 10 Glass = BlissDay 11 It's an analog worldPart 3 ExpansionDay 12 Capturing User InputsDay 13 UTubeDay 14 Mass StorageDay 15 File I/ODay 16 Musica Maestro! - 32-bit microcontrollers are becoming the technology of choice for high performance embedded control applications including portable media players, cell phones, and GPS receivers. - Learn to use the C programming language for advanced embedded control designs and/or learn to migrate your applications from previous 8 and 16-bit architectures.

Embedded Systems and Artificial Intelligence

Author : Vikrant Bhateja
Publisher : Springer Nature
ISBN 13 : 9811509476
Total Pages : 880 pages
Book Rating : 4.8/5 (115 download)

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Book Synopsis Embedded Systems and Artificial Intelligence by : Vikrant Bhateja

Download or read book Embedded Systems and Artificial Intelligence written by Vikrant Bhateja and published by Springer Nature. This book was released on 2020-04-07 with total page 880 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book gathers selected research papers presented at the First International Conference on Embedded Systems and Artificial Intelligence (ESAI 2019), held at Sidi Mohamed Ben Abdellah University, Fez, Morocco, on 2–3 May 2019. Highlighting the latest innovations in Computer Science, Artificial Intelligence, Information Technologies, and Embedded Systems, the respective papers will encourage and inspire researchers, industry professionals, and policymakers to put these methods into practice.

Practical Deep Learning for Cloud, Mobile, and Edge

Author : Anirudh Koul
Publisher : "O'Reilly Media, Inc."
ISBN 13 : 1492034819
Total Pages : 585 pages
Book Rating : 4.4/5 (92 download)

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Book Synopsis Practical Deep Learning for Cloud, Mobile, and Edge by : Anirudh Koul

Download or read book Practical Deep Learning for Cloud, Mobile, and Edge written by Anirudh Koul and published by "O'Reilly Media, Inc.". This book was released on 2019-10-14 with total page 585 pages. Available in PDF, EPUB and Kindle. Book excerpt: Whether you’re a software engineer aspiring to enter the world of deep learning, a veteran data scientist, or a hobbyist with a simple dream of making the next viral AI app, you might have wondered where to begin. This step-by-step guide teaches you how to build practical deep learning applications for the cloud, mobile, browsers, and edge devices using a hands-on approach. Relying on years of industry experience transforming deep learning research into award-winning applications, Anirudh Koul, Siddha Ganju, and Meher Kasam guide you through the process of converting an idea into something that people in the real world can use. Train, tune, and deploy computer vision models with Keras, TensorFlow, Core ML, and TensorFlow Lite Develop AI for a range of devices including Raspberry Pi, Jetson Nano, and Google Coral Explore fun projects, from Silicon Valley’s Not Hotdog app to 40+ industry case studies Simulate an autonomous car in a video game environment and build a miniature version with reinforcement learning Use transfer learning to train models in minutes Discover 50+ practical tips for maximizing model accuracy and speed, debugging, and scaling to millions of users

Embedded Systems with Arm Cortex-M Microcontrollers in Assembly Language and C: Third Edition

Author : Yifeng Zhu
Publisher :
ISBN 13 : 9780982692660
Total Pages : 736 pages
Book Rating : 4.6/5 (926 download)

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Book Synopsis Embedded Systems with Arm Cortex-M Microcontrollers in Assembly Language and C: Third Edition by : Yifeng Zhu

Download or read book Embedded Systems with Arm Cortex-M Microcontrollers in Assembly Language and C: Third Edition written by Yifeng Zhu and published by . This book was released on 2017-07 with total page 736 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book introduces basic programming of ARM Cortex chips in assembly language and the fundamentals of embedded system design. It presents data representations, assembly instruction syntax, implementing basic controls of C language at the assembly level, and instruction encoding and decoding. The book also covers many advanced components of embedded systems, such as software and hardware interrupts, general purpose I/O, LCD driver, keypad interaction, real-time clock, stepper motor control, PWM input and output, digital input capture, direct memory access (DMA), digital and analog conversion, and serial communication (USART, I2C, SPI, and USB).

Embedded Machine Learning with Microcontrollers

Author : Cem Ünsalan
Publisher : Springer
ISBN 13 : 9783031709111
Total Pages : 0 pages
Book Rating : 4.7/5 (91 download)

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Book Synopsis Embedded Machine Learning with Microcontrollers by : Cem Ünsalan

Download or read book Embedded Machine Learning with Microcontrollers written by Cem Ünsalan and published by Springer. This book was released on 2024-10-27 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: This textbook introduces basic embedded machine learning methods by exploring practical applications on STM32 development boards. Covering traditional and neural network-based machine learning methods implemented on microcontrollers, the text is designed for use in courses on microcontrollers, microprocessor systems, and embedded systems. Following the learning by doing approach, the book will enable students to grasp embedded machine learning concepts through real-world examples that will provide them with the design and implementation skills needed for a competitive job market. By utilizing a programming environment that enables students to reach and modify low-level microcontroller properties, the material allows for more control of the developed system. Students will be guided in implementing machine learning methods to be deployed and tested on microcontrollers throughout the book, with the theory behind the implemented methods also emphasized. Sample codes and course slides are available for readers and instructors, and a solutions manual is available to instructors. The book will also be an ideal reference for practicing engineers and electronics hobbyists.

Practical UML Statecharts in C/C++

Author : Miro Samek
Publisher : CRC Press
ISBN 13 : 148224926X
Total Pages : 745 pages
Book Rating : 4.4/5 (822 download)

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Book Synopsis Practical UML Statecharts in C/C++ by : Miro Samek

Download or read book Practical UML Statecharts in C/C++ written by Miro Samek and published by CRC Press. This book was released on 2008-10-03 with total page 745 pages. Available in PDF, EPUB and Kindle. Book excerpt: Practical UML Statecharts in C/C++ Second Edition bridges the gap between high-level abstract concepts of the Unified Modeling Language (UML) and the actual programming aspects of modern hierarchical state machines (UML statecharts). The book describes a lightweight, open source, event-driven infrastructure, called QP that enables direct manual cod

AVR Programming

Author : Elliot Williams
Publisher : Maker Media, Inc.
ISBN 13 : 1449355757
Total Pages : 587 pages
Book Rating : 4.4/5 (493 download)

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Book Synopsis AVR Programming by : Elliot Williams

Download or read book AVR Programming written by Elliot Williams and published by Maker Media, Inc.. This book was released on 2014-01-27 with total page 587 pages. Available in PDF, EPUB and Kindle. Book excerpt: Atmel's AVR microcontrollers are the chips that power Arduino, and are the go-to chip for many hobbyist and hardware hacking projects. In this book you'll set aside the layers of abstraction provided by the Arduino environment and learn how to program AVR microcontrollers directly. In doing so, you'll get closer to the chip and you'll be able to squeeze more power and features out of it. Each chapter of this book is centered around projects that incorporate that particular microcontroller topic. Each project includes schematics, code, and illustrations of a working project. Program a range of AVR chips Extend and re-use other people’s code and circuits Interface with USB, I2C, and SPI peripheral devices Learn to access the full range of power and speed of the microcontroller Build projects including Cylon Eyes, a Square-Wave Organ, an AM Radio, a Passive Light-Sensor Alarm, Temperature Logger, and more Understand what's happening behind the scenes even when using the Arduino IDE

Designing Embedded Systems with PIC Microcontrollers

Author : Tim Wilmshurst
Publisher : Elsevier
ISBN 13 : 0080468144
Total Pages : 583 pages
Book Rating : 4.0/5 (84 download)

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Book Synopsis Designing Embedded Systems with PIC Microcontrollers by : Tim Wilmshurst

Download or read book Designing Embedded Systems with PIC Microcontrollers written by Tim Wilmshurst and published by Elsevier. This book was released on 2006-10-24 with total page 583 pages. Available in PDF, EPUB and Kindle. Book excerpt: Embedded Systems with PIC Microcontrollers: Principles and Applications is a hands-on introduction to the principles and practice of embedded system design using the PIC microcontroller. Packed with helpful examples and illustrations, the book provides an in-depth treatment of microcontroller design as well as programming in both assembly language and C, along with advanced topics such as techniques of connectivity and networking and real-time operating systems. In this one book students get all they need to know to be highly proficient at embedded systems design. This text combines embedded systems principles with applications, using the16F84A, 16F873A and the 18F242 PIC microcontrollers. Students learn how to apply the principles using a multitude of sample designs and design ideas, including a robot in the form of an autonomous guide vehicle. Coverage between software and hardware is fully balanced, with full presentation given to microcontroller design and software programming, using both assembler and C. The book is accompanied by a companion website containing copies of all programs and software tools used in the text and a 'student' version of the C compiler. This textbook will be ideal for introductory courses and lab-based courses on embedded systems, microprocessors using the PIC microcontroller, as well as more advanced courses which use the 18F series and teach C programming in an embedded environment. Engineers in industry and informed hobbyists will also find this book a valuable resource when designing and implementing both simple and sophisticated embedded systems using the PIC microcontroller. *Gain the knowledge and skills required for developing today's embedded systems, through use of the PIC microcontroller.*Explore in detail the 16F84A, 16F873A and 18F242 microcontrollers as examples of the wider PIC family.*Learn how to program in Assembler and C.*Work through sample designs and design ideas, including a robot in the form of an autonomous guided vehicle.*Accompanied by a CD-ROM containing copies of all programs and software tools used in the text and a 'student' version of the C complier.

Introduction to Embedded Systems, Second Edition

Author : Edward Ashford Lee
Publisher : MIT Press
ISBN 13 : 0262340526
Total Pages : 562 pages
Book Rating : 4.2/5 (623 download)

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Book Synopsis Introduction to Embedded Systems, Second Edition by : Edward Ashford Lee

Download or read book Introduction to Embedded Systems, Second Edition written by Edward Ashford Lee and published by MIT Press. This book was released on 2017-01-06 with total page 562 pages. Available in PDF, EPUB and Kindle. Book excerpt: An introduction to the engineering principles of embedded systems, with a focus on modeling, design, and analysis of cyber-physical systems. The most visible use of computers and software is processing information for human consumption. The vast majority of computers in use, however, are much less visible. They run the engine, brakes, seatbelts, airbag, and audio system in your car. They digitally encode your voice and construct a radio signal to send it from your cell phone to a base station. They command robots on a factory floor, power generation in a power plant, processes in a chemical plant, and traffic lights in a city. These less visible computers are called embedded systems, and the software they run is called embedded software. The principal challenges in designing and analyzing embedded systems stem from their interaction with physical processes. This book takes a cyber-physical approach to embedded systems, introducing the engineering concepts underlying embedded systems as a technology and as a subject of study. The focus is on modeling, design, and analysis of cyber-physical systems, which integrate computation, networking, and physical processes. The second edition offers two new chapters, several new exercises, and other improvements. The book can be used as a textbook at the advanced undergraduate or introductory graduate level and as a professional reference for practicing engineers and computer scientists. Readers should have some familiarity with machine structures, computer programming, basic discrete mathematics and algorithms, and signals and systems.

Introduction to Embedded Systems

Author : Manuel Jiménez
Publisher : Springer Science & Business Media
ISBN 13 : 1461431433
Total Pages : 660 pages
Book Rating : 4.4/5 (614 download)

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Book Synopsis Introduction to Embedded Systems by : Manuel Jiménez

Download or read book Introduction to Embedded Systems written by Manuel Jiménez and published by Springer Science & Business Media. This book was released on 2013-09-11 with total page 660 pages. Available in PDF, EPUB and Kindle. Book excerpt: This textbook serves as an introduction to the subject of embedded systems design, using microcontrollers as core components. It develops concepts from the ground up, covering the development of embedded systems technology, architectural and organizational aspects of controllers and systems, processor models, and peripheral devices. Since microprocessor-based embedded systems tightly blend hardware and software components in a single application, the book also introduces the subjects of data representation formats, data operations, and programming styles. The practical component of the book is tailored around the architecture of a widely used Texas Instrument’s microcontroller, the MSP430 and a companion web site offers for download an experimenter’s kit and lab manual, along with Powerpoint slides and solutions for instructors.