【演講】2019/11/19 (二) @工四816 (智易空間),邀請到Prof. Geoffrey Li(Georgia Tech, USA)與Prof. Li-Chun Wang(NCTU, Taiwan) 演講「Deep Learning based Wireless Resource Allocation/Deep Learning in Physical Layer Communications/Machine Learning Interference Management」
IBM中心特別邀請到Prof. Geoffrey Li(Georgia Tech, USA)與Prof. Li-Chun Wang(NCTU, Taiwan)前來為我們演講,歡迎有興趣的老師與同學報名參加!
演講標題:Deep Learning based Wireless Resource Allocation/Deep Learning in Physical Layer Communications/Machine Learning Interference Management
演 講 者:Prof. Geoffrey Li與Prof. Li-Chun Wang
時 間:2019/11/19(二) 9:00 ~ 12:00
地 點:交大工程四館816 (智易空間)
活動報名網址:https://forms.gle/vUr3kYBDB2vvKtca6
報名方式:
費用:(費用含講義、午餐及茶水)
1.費用:(1) 校內學生免費,校外學生300元/人 (2) 業界人士與老師1500/人
2.人數:60人,依完成報名順序錄取(完成繳費者始完成報名程序)
※報名及繳費方式:
1.報名:請至報名網址填寫資料
2.繳費:
(1)親至交大工程四館813室完成繳費(前來繳費者請先致電)
(2)匯款資訊如下:
戶名: 曾紫玲(國泰世華銀行 竹科分行013)
帳號: 075506235774 (國泰世華銀行 竹科分行013)
匯款後請提供姓名、匯款時間以及匯款帳號後五碼以便對帳
※將於上課日發放課程繳費領據
聯絡方式:曾紫玲 Tel:03-5712121分機54599 Email:tzuling@nctu.edu.tw
Abstract:
1.Deep Learning based Wireless Resource Allocation
【Abstract】
Judicious resource allocation is critical to mitigating interference, improving network efficiency, and ultimately optimizing wireless network performance. The traditional wisdom is to explicitly formulate resource allocation as an optimization problem and then exploit mathematical programming to solve it to a certain level of optimality. However, as wireless networks become increasingly diverse and complex, such as high-mobility vehicular networks, the current design methodologies face significant challenges and thus call for rethinking of the traditional design philosophy. Meanwhile, deep learning represents a promising alternative due to its remarkable power to leverage data for problem solving. In this talk, I will present our research progress in deep learning based wireless resource allocation. Deep learning can help solve optimization problems for resource allocation or can be directly used for resource allocation. We will first present our research results in using deep learning to solve linear sum assignment problems (LSAP) and reduce the complexity of mixed integer non-linear programming (MINLP), and introduce graph embedding for wireless link scheduling. We will then discuss how to use deep reinforcement learning directly for wireless resource allocation with application in vehicular networks.
2.Deep Learning in Physical Layer Communications
【Abstract】
It has been demonstrated recently that deep learning (DL) has great potentials to break the bottleneck of the conventional communication systems. In this talk, we present our recent work in DL in physical layer communications. DL can improve the performance of each individual (traditional) block in the conventional communication systems or jointly optimize the whole transmitter or receiver. Therefore, we can categorize the applications of DL in physical layer communications into with and without block processing structures. For DL based communication systems with block structures, we present joint channel estimation and signal detection based on a fully connected deep neural network, model-drive DL for signal detection, and some experimental results. For those without block structures, we provide our recent endeavors in developing end-to-end learning communication systems with the help of deep reinforcement learning (DRL) and generative adversarial net (GAN). At the end of the talk, we provide some potential research topics in the area.
3.Machine Learning Interference Management
【Abstract】
In this talk, we discuss how machine learning algorithms can address the performance issues of high-capacity ultra-dense small cells in an environment with dynamical traffic patterns and time-varying channel conditions. We introduce a bi adaptive self-organizing network (Bi-SON) to exploit the power of data-driven resource management in ultra-dense small cells (UDSC). On top of the Bi-SON framework, we further develop an affinity propagation unsupervised learning algorithm to improve energy efficiency and reduce interference of the operator deployed and the plug-and-play small cells, respectively. Finally, we discuss the opportunities and challenges of reinforcement learning and deep reinforcement learning (DRL) in more decentralized, ad-hoc, and autonomous modern networks, such as Internet of things (IoT), vehicle -to-vehicle networks, and unmanned aerial vehicle (UAV) networks.
Bio:
Dr. Geoffrey Li is a Professor with the School of Electrical and Computer Engineering at Georgia Institute of Technology. He was with AT&T Labs – Research for five years before joining Georgia Tech in 2000. His general research interests include statistical signal processing and machine learning for wireless communications. In these areas, he has published around 500 referred journal and conference papers in addition to over 40 granted patents. His publications have cited by 37,000 times and he has been listed as the World’s Most Influential Scientific Mind, also known as a Highly-Cited Researcher, by Thomson Reuters almost every year since 2001. He has been an IEEE Fellow since 2006. He received 2010 IEEE ComSoc Stephen O. Rice Prize Paper Award, 2013 IEEE VTS James Evans Avant Garde Award, 2014 IEEE VTS Jack Neubauer Memorial Award, 2017 IEEE ComSoc Award for Advances in Communication, and 2017 IEEE SPS Donald G. Fink Overview Paper Award. He also won the 2015 Distinguished Faculty Achievement Award from the School of Electrical and Computer Engineering, Georgia Tech.
Li-Chun Wang (M'96 -- SM'06 -- F'11) received Ph. D. degree from the Georgia Institute of Technology, Atlanta, in 1996. From 1996 to 2000, he was with AT&T Laboratories, where he was a Senior Technical Staff Member in the Wireless Communications Research Department. Currently, he is the Chair Professor of the Department of Electrical and Computer Engineering and the Director of Big Data Research Center of of National Chiao Tung University in Taiwan. Dr. Wang was elected to the IEEE Fellow in 2011 for his contributions to cellular architectures and radio resource management in wireless networks. He was the co-recipients of IEEE Communications Society Asia-Pacific Board Best Award (2015), Y. Z. Hsu Scientific Paper Award (2013), and IEEE Jack Neubauer Best Paper Award (1997). He won the Distinguished Research Award of Ministry of Science and Technology in Taiwan twice (2012 and 2016). He is currently the associate editor of IEEE Transaction on Cognitive Communications and Networks. His current research interests are in the areas of software-defined mobile networks, heterogeneous networks, and data-driven intelligent wireless communications. He holds 23 US patents, and have published over 300 journal and conference papers, and co-edited a book, “Key Technologies for 5G Wireless Systems,” (Cambridge University Press 2017).
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|論壇資訊|
▾ 報名傳送門|http://bit.ly/3446T99
▾ 活動時間|12 / 5 ( 四 ) 上午 09:00 - 12:00
▾ 論壇地點|松山文創園區-製菸工廠2樓 多功能展演廳
▾ 參與費用|早鳥票$500;一般票$600
・早鳥票種期間:10 / 25( 五 ) – 11 / 7( 四 )
・一般票種期間:11 / 8 ( 五 ) – 12 / 4( 三 )
▾ 限量贈禮|購買早鳥票將有機會獲得由劉耕名率領Bito甲蟲創意團隊設計、響應聯合國永續發展目標的明信片組,全組共17張,限量200組,欲收藏者動作要快!
#講師
▾ 講題一|「超越永續的建築實踐」
▾ 主講者:Huat Lim|zlgdesign 設計顧問公司執行總監
▾ 講題二| 「思索過去,創造未來」
▾ 小林弘和&山田春奈| SPREAD 藝術家/設計師
▾ 講題三| 「設計,以人為本」
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▾ 季裕棠| tonychi.com 創辦人
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▾ 官方網站: http://www.goldenpin.org.tw
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▼Golden Pin Design Award 2019 Forum – Design and Sustainability
On the morning of December 5, the highly anticipated Golden Pin Design Award 2019 Forum takes place at Songshan Cultural and Creative Park. The event is hosted by prominent TVBS news anchor 夏嘉璐, with opening remarks from chairman of Taiwan Design Center Chi-Yi Chang, and the 4 speakers are Huat Lim, Haruna Yamada and Hirokazu Kobayashi, Luisa Bocchietto, and guest panelist Tony Chi. Audience members can listen in English, Chinese, or Japanese with live translation throughout the talks.
A designer’s mandate is not just to improve lives, but also to design sustainably. No matter whether it’s architecture, product or packaging, all designers must deeply consider the lifecycle and environmental impact of whatever they are designing. This year, we have the pleasure of listening to 4 international design luminaries share their experience and perspective on design and sustainability!
▾ Huat Lim|Managing Director of zlgdesign
Beyond Sustainability: Biophilia & Productive Architecture
▾ Haruna Yamada and Hirokazu Kobayashi|Artist and Designer at SPREAD
Think the Past, Create the Future
▾ Luisa Bocchietto|Former-President of World Design Organization]
Design for humanity
Last but not least, we’re also pleased to invite Tony Chi (Founder of tonychi.com) for our panel discussion after the talks. Don’t miss this chance to hear from some of the leading minds in the global design industry!
▾When: Thursday, December 5, 9AM - 12PM
▾Where: Multi-Showcase Hall at Songshan Cultural and Creative Park
▾Tickets: http://bit.ly/3446T99
*Tickets are available from Accupass for TWD$500 (early bird) or TWD$600 (standard). Additional discounts are offered for group bookings of 10+ tickets, and for Taiwan Design Museum ticket holders. Please note that you will need to show your Accupass ticket QR code at the door. Those who wish to borrow a translation device should remember to bring their ID card as a deposit for the device.
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a' design award 費用 在 a'design award台灣2023-在Facebook/IG/Youtube上的焦點 ... 的推薦與評價
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