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Towards Heterogeneous Multi-core Systems-on-Chip for Edge Machine Learning

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Release : 2023-09-15
Genre : Technology & Engineering
Kind : eBook
Book Rating : 307/5 ( reviews)

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Book Synopsis Towards Heterogeneous Multi-core Systems-on-Chip for Edge Machine Learning by : Vikram Jain

Download or read book Towards Heterogeneous Multi-core Systems-on-Chip for Edge Machine Learning written by Vikram Jain. This book was released on 2023-09-15. Available in PDF, EPUB and Kindle. Book excerpt: This book explores and motivates the need for building homogeneous and heterogeneous multi-core systems for machine learning to enable flexibility and energy-efficiency. Coverage focuses on a key aspect of the challenges of (extreme-)edge-computing, i.e., design of energy-efficient and flexible hardware architectures, and hardware-software co-optimization strategies to enable early design space exploration of hardware architectures. The authors investigate possible design solutions for building single-core specialized hardware accelerators for machine learning and motivates the need for building homogeneous and heterogeneous multi-core systems to enable flexibility and energy-efficiency. The advantages of scaling to heterogeneous multi-core systems are shown through the implementation of multiple test chips and architectural optimizations.

Embedded Machine Learning for Cyber-Physical, IoT, and Edge Computing

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Release : 2023-10-09
Genre : Technology & Engineering
Kind : eBook
Book Rating : 323/5 ( reviews)

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Book Synopsis Embedded Machine Learning for Cyber-Physical, IoT, and Edge Computing by : Sudeep Pasricha

Download or read book Embedded Machine Learning for Cyber-Physical, IoT, and Edge Computing written by Sudeep Pasricha. This book was released on 2023-10-09. Available in PDF, EPUB and Kindle. Book excerpt: This book presents recent advances towards the goal of enabling efficient implementation of machine learning models on resource-constrained systems, covering different application domains. The focus is on presenting interesting and new use cases of applying machine learning to innovative application domains, exploring the efficient hardware design of efficient machine learning accelerators, memory optimization techniques, illustrating model compression and neural architecture search techniques for energy-efficient and fast execution on resource-constrained hardware platforms, and understanding hardware-software codesign techniques for achieving even greater energy, reliability, and performance benefits. Discusses efficient implementation of machine learning in embedded, CPS, IoT, and edge computing; Offers comprehensive coverage of hardware design, software design, and hardware/software co-design and co-optimization; Describes real applications to demonstrate how embedded, CPS, IoT, and edge applications benefit from machine learning.

Multicore Systems On-Chip: Practical Software/Hardware Design

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Release : 2013-07-20
Genre : Computers
Kind : eBook
Book Rating : 929/5 ( reviews)

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Book Synopsis Multicore Systems On-Chip: Practical Software/Hardware Design by : Abderazek Ben Abdallah

Download or read book Multicore Systems On-Chip: Practical Software/Hardware Design written by Abderazek Ben Abdallah. This book was released on 2013-07-20. Available in PDF, EPUB and Kindle. Book excerpt: System on chips designs have evolved from fairly simple unicore, single memory designs to complex heterogeneous multicore SoC architectures consisting of a large number of IP blocks on the same silicon. To meet high computational demands posed by latest consumer electronic devices, most current systems are based on such paradigm, which represents a real revolution in many aspects in computing. The attraction of multicore processing for power reduction is compelling. By splitting a set of tasks among multiple processor cores, the operating frequency necessary for each core can be reduced, allowing to reduce the voltage on each core. Because dynamic power is proportional to the frequency and to the square of the voltage, we get a big gain, even though we may have more cores running. As more and more cores are integrated into these designs to share the ever increasing processing load, the main challenges lie in efficient memory hierarchy, scalable system interconnect, new programming paradigms, and efficient integration methodology for connecting such heterogeneous cores into a single system capable of leveraging their individual flexibility. Current design methods tend toward mixed HW/SW co-designs targeting multicore systems on-chip for specific applications. To decide on the lowest cost mix of cores, designers must iteratively map the device’s functionality to a particular HW/SW partition and target architectures. In addition, to connect the heterogeneous cores, the architecture requires high performance complex communication architectures and efficient communication protocols, such as hierarchical bus, point-to-point connection, or Network-on-Chip. Software development also becomes far more complex due to the difficulties in breaking a single processing task into multiple parts that can be processed separately and then reassembled later. This reflects the fact that certain processor jobs cannot be easily parallelized to run concurrently on multiple processing cores and that load balancing between processing cores – especially heterogeneous cores – is very difficult.

Multi-Processor System-on-Chip 1

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Release : 2021-03-24
Genre : Computers
Kind : eBook
Book Rating : 281/5 ( reviews)

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Book Synopsis Multi-Processor System-on-Chip 1 by : Liliana Andrade

Download or read book Multi-Processor System-on-Chip 1 written by Liliana Andrade. This book was released on 2021-03-24. Available in PDF, EPUB and Kindle. Book excerpt: A Multi-Processor System-on-Chip (MPSoC) is the key component for complex applications. These applications put huge pressure on memory, communication devices and computing units. This book, presented in two volumes – Architectures and Applications – therefore celebrates the 20th anniversary of MPSoC, an interdisciplinary forum that focuses on multi-core and multi-processor hardware and software systems. It is this interdisciplinarity which has led to MPSoC bringing together experts in these fields from around the world, over the last two decades. Multi-Processor System-on-Chip 1 covers the key components of MPSoC: processors, memory, interconnect and interfaces. It describes advance features of these components and technologies to build efficient MPSoC architectures. All the main components are detailed: use of memory and their technology, communication support and consistency, and specific processor architectures for general purposes or for dedicated applications.

Heterogeneous Multicore Processor Technologies for Embedded Systems

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Release : 2012-04-23
Genre : Technology & Engineering
Kind : eBook
Book Rating : 840/5 ( reviews)

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Book Synopsis Heterogeneous Multicore Processor Technologies for Embedded Systems by : Kunio Uchiyama

Download or read book Heterogeneous Multicore Processor Technologies for Embedded Systems written by Kunio Uchiyama. This book was released on 2012-04-23. Available in PDF, EPUB and Kindle. Book excerpt: To satisfy the higher requirements of digitally converged embedded systems, this book describes heterogeneous multicore technology that uses various kinds of low-power embedded processor cores on a single chip. With this technology, heterogeneous parallelism can be implemented on an SoC, and greater flexibility and superior performance per watt can then be achieved. This book defines the heterogeneous multicore architecture and explains in detail several embedded processor cores including CPU cores and special-purpose processor cores that achieve highly arithmetic-level parallelism. The authors developed three multicore chips (called RP-1, RP-2, and RP-X) according to the defined architecture with the introduced processor cores. The chip implementations, software environments, and applications running on the chips are also explained in the book. Provides readers an overview and practical discussion of heterogeneous multicore technologies from both a hardware and software point of view; Discusses a new, high-performance and energy efficient approach to designing SoCs for digitally converged, embedded systems; Covers hardware issues such as architecture and chip implementation, as well as software issues such as compilers, operating systems, and application programs; Describes three chips developed according to the defined heterogeneous multicore architecture, including chip implementations, software environments, and working applications.

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