Essays about: "Application Specific Processor"

Showing result 1 - 5 of 35 essays containing the words Application Specific Processor.

  1. 1. Low-power Acceleration of Convolutional Neural Networks using Near Memory Computing on a RISC-V SoC

    University essay from Lunds universitet/Institutionen för elektro- och informationsteknik

    Author : Kristoffer Westring; Linus Svensson; [2023]
    Keywords : FPGA; ASIC; Near Memory Computing; RISC-V; Convolutional Neural Network; Technology and Engineering;

    Abstract : The recent peak in interest for artificial intelligence, partly fueled by language models such as ChatGPT, is pushing the demand for machine learning and data processing in everyday applications, such as self-driving cars, where low latency is crucial and typically achieved through edge computing. The vast amount of data processing required intensifies the existing performance bottleneck of the data movement. READ MORE

  3. 2. Introducing Machine Learning in a Vectorized Digital Signal Processor

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Linnéa Ridderström; [2023]
    Keywords : Digital Signal Processor DSP ; Application-Specific Integrated Circuit ASIC ; Machine Learning; Deep Learning; Convolutional Neural Network CNN ; Very Long Instruction Word VLIM ; Single Instruction Multiple Data SIMD ; Digital Signalprocessor DSP ; Applikation-Specifik Integrerad Krets ASIC ; Maskininlärning; Djupinlärning; Konvolutionella Neurala Nätverk CNN ; Very Long Instruction Word VLIW ; Single Instruction Multiple Data SIMD ;

    Abstract : Machine learning is rapidly being integrated into all areas of society, however, that puts a lot of pressure on resource costraint hardware such as embedded systems. The company Ericsson is gradually integrating machine learning based on neural networks, so-called deep learning, into their radio products. READ MORE

  4. 3. Hardware Support for FPGA  Resource Elasticity

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Fidan Aliyeva; [2022]
    Keywords : FPGA; Elasticity; Partial reconfiguration; Crossbar; WISHBONE; Multicast; FPGA; Elasticitet; Partiell omkonfigurering; Crossbar; WISHBONE; Multicast;

    Abstract : FPGAs are commonly used in cloud computing due to their ability  to be  programmed  as a processor that serves a specific purpose; hence, achieving high performance at low power. On the other hand, FPGAs have a lot of resources available, which are wasted if they host a single application or serve a single user’s request. READ MORE

  5. 4. A Benchmark and Evaluation of Imperas OVPSim Virtual Platform Tool Using RISC-V Processors

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Annan Liu; [2022]
    Keywords : ;

    Abstract : In recent years, there has been a rapid development of embedded processors. These processors are designed for domains like aerospace, automotive, automation, healthcare, and more. However, both hardware and software must be validated before the actual application. Manufacturing a processor requires extremely high cost and a long time to finish. READ MORE

  6. 5. RISC-V Based Application-Specific Instruction Set Processor for Packet Processing in Mobile Networks

    University essay from Linköpings universitet/Datorteknik

    Author : Oskar Södergren; [2021]
    Keywords : eCPRI; ORAN; ASIP; fronthaul; RISC-V; bit manipulation; 5G; packet processing;

    Abstract : This thesis explores the use of an ASIP for handling O-RAN control data. A model application was constructed, optimized and profiled on a simple RV32-IMC core. The compiled code was analyzed, and the instructions “byte swap”, “pack”, bitwise extract/deposit” and “bit field place” were implemented. READ MORE