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03726nas a2200433 a 4500 |
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20260817162138.0 |
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| fixed length control field |
201117s2018 th u m rtt 000 a eng d |
| 035 ## - SYSTEM CONTROL NUMBER |
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| System control number |
.b12298803 |
| 099 #9 - LOCAL FREE-TEXT CALL NUMBER (OCLC) |
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| Classification number |
AIT Caps. Proj. no.EL-18-02 |
| 100 1# - MAIN ENTRY--PERSONAL NAME |
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| Personal name |
De Soysa, Warusha H.A.C.C. |
| 245 10 - TITLE STATEMENT |
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| Title |
AlteraNet : |
| Remainder of title |
optimized processing architecture for hardware accelerating of convolutional neural nets |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. |
|---|
| Place of publication, distribution, etc. |
Pathum Thani : |
| Name of publisher, distributor, etc. |
Asian Institute of Technology, |
| Date of publication, distribution, etc. |
2018 |
| 300 ## - PHYSICAL DESCRIPTION |
|---|
| Extent |
49 leaves : |
| Other physical details |
ill. (some col.) + |
| Accompanying material |
1 online resource |
| 490 1# - SERIES STATEMENT |
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| Series statement |
Caps. Proj. ; |
| Volume/sequential designation |
no. EL-18-02 |
| 500 ## - GENERAL NOTE |
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| General note |
A capstone project report submitted in partial fulfillment of the requirements for the degree of Bachelor of Science in Engineering Electronics Engineering, School of Engineering and Technology |
| 502 ## - DISSERTATION NOTE |
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| Dissertation note |
Capstone Project (B.Sc.)-Asian Institute of Technology, 2018 |
| 520 ## - SUMMARY, ETC. |
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| Summary, etc. |
Convolutional Neural Networks (CNNs/ ConvNet) being the AI systems for their superior accuracy mainly plays a key role in many modern-day application segments such as Computer Vision, image classification, Surveillance, speech recognition, Machine Vision, Robotics. Conventional sequential processing on software with a general-purpose CPU has become significantly insufficient due to the high demand of processing power to deliver adequate throughput and performance. Therefore, the reason of cost, energy efficiency, reconfigurable performance and some available tools that can speed up verification and flow implementa- tion, such as OpenCL (Open Computing Language) based high level synthesis over GPU, recently oppose Field-Programmable gate array (FPGA) as CNN accelerator. In this paper, I expose Hardware Accelerating of CNNs, a fast and adequate FPGA accelerator imple- mented on Altera DEI System-on-Chip(SoC), FPGA Platform with high performance and less power dissipation. The AlteraNet CNN consist of customized and optimized topologies in CNN and designed for classification image by using ImageNet with 80.3% top 5 accuracy and 57.] % top ] accuracy gained from complex computations of 527 million multiply accumulates process. The AlteraNet FPGA accelerator grant adequate evaluation of AlteraNet CNN. It used nested loop algorithm to accelerates full network, which minimize the number of memory ac- cesses and arithmetic operations. The AlteraNet FPGA accelerator using High Level Synthe- sis(HLS) on the Altera DEI-SoC, and usage is devise utilization of 81 % with clock frequency of 300M Hz. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
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| Topical term or geographic name entry element |
Hardware accelerated |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
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| Topical term or geographic name entry element |
Artificial intelligence |
| General subdivision |
Data processing |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
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| Topical term or geographic name entry element |
Convolutions (Mathematics) |
| General subdivision |
Data processing |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name entry element |
Neural networks (Computer science) |
| 700 0# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Mongkol Ekpanyapong, |
| Relator term |
Chairperson |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Dailey, Mathew N., |
| Relator term |
Examination Committee |
| 810 2# - SERIES ADDED ENTRY--CORPORATE NAME |
|---|
| Corporate name or jurisdiction name as entry element |
Asian Institute of Technology. |
| Title of a work |
Caps. Proj. ; |
| Volume/sequential designation |
no. EL-18-02 |
| 856 ## - ELECTRONIC LOCATION AND ACCESS |
|---|
| Materials specified |
Full-Text |
| Uniform Resource Identifier |
<a href="http://203.159.5.9/ait-thesis/detail.php?q=B14014">http://203.159.5.9/ait-thesis/detail.php?q=B14014</a> |
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201117 |
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| Koha item type |
40-Archives |
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| Koha item type |
61-CD-ROM |
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| Koha item type |
20-AIT Publication |
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