Essays about: "fpga acceleration"

Showing result 1 - 5 of 35 essays containing the words fpga acceleration.

1. 1. Deep Learning Model Deployment for Spaceborne Reconfigurable Hardware : A flexible acceleration approach

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

   Author : Javier Ferre Martin; [2023]
   Keywords : Space Situational Awareness; Deep Learning; Convolutional Neural Networks; FieldProgrammable Gate Arrays; System-On-Chip; Computer Vision; Dynamic Partial Reconfiguration; High-Level Synthesis; Rymdsituationstänksamhet; Djupinlärning; Konvolutionsnätverk; Omkonfigurerbara Field-Programmable Gate Arrays FPGAs ; System-On-Chip SoC ; Datorseende; Dynamisk partiell omkonfigurering; Högnivåsyntes.;

   Abstract : Space debris and space situational awareness (SSA) have become growing concerns for national security and the sustainability of space operations, where timely detection and tracking of space objects is critical in preventing collision events. Traditional computer-vision algorithms have been used extensively to solve detection and tracking problems in flight, but recently deep learning approaches have seen widespread adoption in non-space related applications for their high accuracy. READ MORE

3. 2. 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

4. 3. FPGA Accelerated Digital Image Correlation For Clamping Force Measurement

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

   Author : János Csanád Csuvarszki; [2023]
   Keywords : Digital image correlation; Field-programmable gate array; High-level synthesis;

   Abstract : Digital image correlation is a contactless optical method used for displacement and strain measurement which has become increasingly popular in the field of experimental mechanics. A specialized use case for the algorithm is to measure the clamping force in bolted joints, a crucial metric when considering the longevity and reliability of the constructs. READ MORE

5. 4. FPGA accelerated packet capture with eBPF : Performance considerations of using SoC FPGA accelerators for packet capturing.

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

   Author : Jakub Duchniewicz; [2022]
   Keywords : Field Programmable Gate Array; Acceleration; Networking; Embedded Linux; Field Programmable Gate Array; Field Programmable Gate Array; Acceleration; Nätverksarbete; Inbyggd Linux; sprzętowa akceleracja; sieci internetowe; wbudowany system Linux;

   Abstract : With the rise of the Internet of Things and the proliferation of embedded devices equipped with an accelerator arose a need for efficient resource utilization. Hardware acceleration is a complex topic that requires specialized domain knowledge about the platform and different trade-offs that have to be made, especially in the area of power consumption. READ MORE

6. 5. 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