研究成果-行動智慧型網路實驗室210

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研究成果

Research Direction

本實驗室著重於利用軟體開發通訊系統、網路協定與訊號處理技術，包含使用軟體無線電平台 (Software-defined radio)、軟體定義網路 (Software-defined networking)與不同類別的物聯網(Internet of Things)平台。近期也專注於訊號處理的應用，包含應用深度學習進行無線定位 (Wireless Localization)、無線偵測 (Wireless Sensing)，以及心臟醫學影像(Medical Imaging)辨識與分析與網路資訊安全 (Network Security)。目前研究方向包含：

Deep Learning for Wireless Sensing

1. Gesture Recognition
2. Indoor Localization

Software-Defined Network

1. Mesh Networks for Security
2. Radar Sensor Networks

Deep Learning for Medical imaging

Indoor Positioning using Channel State Information

Project List

List Topic Funded By Period Role

36 mmWave MIMO Radar-based Device Free Human Localization (基於毫米波多輸入輸出雷達的室內無裝置人員定位技術) MOST Aug. 2021 - July 2022 PI

35 智慧化資安技術研發與標準檢測輔導暨人才培育共享計畫產學合作計畫 Oct. 2021 - Dec. 2022 Co-PI

34 General RADAR Signal Processing 業界計畫 Dec. 2020 - Nov. 2021 PI

33 SDN-based Wireless Mesh Network for Edge Intelligence (支援邊緣智慧之無線軟體定義網狀網路) MOST Aug. 2020 - July 2021 PI

32 Construction of an invasive coronary angiography-based, cardiovascular imaging core laboratory to develop artificial intelligence-facilitated three-dimentional diagnostic/prediction systems (建置冠狀動脈疾病心導管影像人工智慧核心實驗室，以開發多模式三維影像自動判讀、冠狀動脈灌流分析、及冠狀動脈疾病預後評估演算平台) MOST Aug. 2020 - July 2023 Co-PI

31 Millimeter Wave Radar Imaging for Automotive Applications IITD-NCTU Apr. 2020 - Mar. 2021 Co-PI

30 Wireless Sensing Techniques 業界計畫 March 2020 - Feb. 2021 Co-PI

29 第五代行動通信系統中的高精度定位技術 NTUT-BIT Jan. 2020 - Dec. 2021 Co-PI

28 基於 RSSI 及 CSI 之 WiFi 聯網定位平台開發 ITRI Dec. 2019 - June. 2019 PI

27 基於 RSSI/CSI-AoA 之室內定位技術 ITRI Aug. 2019 - Dec. 2019 PI

26 教學實踐研究計畫-精通基於開源 API 的通訊網路原型開發 MOE Aug. 2019 - July. 2020 PI

25 108年度智慧聯網技術與應用跨校教學聯盟中心-工業物聯網通訊與雲端軟體平台整合 MOE Apr. 2019 - Mar. 2020 PI

24 跨領域智能與行動科技菁英工程師能力培育中心-物聯網應用工程師實作基地 MOE Dec. 2018 - July. 2021 IoT Member

23 Machine Learning-enhanced CSI-based Location Estimation and Pedestrian Flow Analyzation in Time Variant Environments MOST Aug. 2018 - July. 2021 Co-PI

22 Semi-supervised Learning-based Indoor Positioning using Wi-Fi Systems MOST Aug. 2018 - July. 2020 PI

21 Wi-Fi Fingerprint-Based Indoor Positioning using Deep Learning and Crowdsourcing NTUT-BIT Jan. 2018 - Dec. 2019 Co-PI

20 Learning-based Pedestrian Flow Analysis in Time-varying Indoor Environments CHTTL Feb. 2018 - Jan. 2019 Co-PI

19 基於通道響應的量測機制及室內定位演算法研究與測試 ITRI Nov. 2017 - Oct. 2018 PI

18 Super-Resolution, Compressive-Sensing and Deep-Learning based Network Positioning using Channel Impulse Response (基於多路徑資訊的超解析、壓縮感測、及深度學習網路定位演算法設計與實作) MOST Aug 2017 - July 2018 PI

17 可見光通訊與定位之設計與實作 USTP-NTUT-NTPU Research Cooperation Jan. 2017 - Dec. 2017 PI

16 Talent cultivation program for advanced mobile broadband technology: Software Defined Wireless Networks (行動寬頻尖端技術課程推廣計畫 - 軟體定義無線網路) 教育部 Dec. 2016 - Feb. 2018 Course-PI

15 Design of 5G Location-based Vehicular Networks for Smart Car (適用於智慧車之5G位基型車聯網設計) MOST Aug. 2016 - July 2017 PI

14 新式人機互動技術與設計組 -- 物聯網及雲端技術與應用計畫發展典範科技大學計畫 Jan. 2016 - Dec. 2016 Member

13 Research on TOA-based Location Estimation Algorithm (基於TOA的定位算法研究) NTUT-USTB Research Cooperation Jan. 2016 - Dec. 2016 PI

12 3GPP室內定位後續研究 USTP-NTUT-NTPU Research Cooperation Jan. 2016 - Dec. 2016 PI

11 Hybrid Network Deployment and Wireless Positioning Algorithms for Indoor Environment (混合式網路佈建及室內位置估算與追蹤技術) U-Media Corp. (宇智網通) July 2015 - June 2016 Co-PI

10 多天線系統應用技術開發(MIMO) 分項, 物聯網及雲端技術與應用計畫發展典範科技大學計畫 Jan. 2015 - Dec. 2015 Member

9 Research and Implementation on Scientific Equipment Monitoring for Digital Convergent Broadband and Cloud Services II (數位匯流寬頻技術及雲端服務於科技設備監控之研究與運用第二期：以性侵害犯罪付保護管束人科技設備監控為例) Academic Development Program, Taiwan High Prosecutor Office (臺灣高等法院檢察署科專計畫) Jan. 2015 - Dec. 2015 Co-PI

8 室內定位及3GPP通訊系統研究發展 USTP-NTUT-NTPU Research Cooperation Jan. 2015 - Dec. 2015 PI

7 Distributed Indoor Cooperative Localization (II) (分布式室內協作定位技術研究 II) NTUT-BIT Research Cooperationr Jan. 2015 - Dec. 2015 PI

6 Robust Clustering in Cooperative Vehicular Networks for the Intelligent Carpool Systems (適用於智慧型共乘系統的合作式車載網路強健群聚設計) MOST Aug. 2014 - July 2016 PI

5 Research and Development of Intelligent Carpool Systems (智慧型汽車共乘系統之研發--總計畫) MOST Aug. 2014 - July 2016 Co-PI

4 Distributed Indoor Cooperative Localization (分布式室內協作定位技術研究) NTUT-BIT Research Cooperation May 2014 - Apr. 2015 PI

3 Research and Implementation on Scientific Equipment Monitoring for Digital Convergent Broadband and Cloud Services (數位匯流寬頻技術及雲端服務於科技設備監控之研究與運用計畫：以性侵害犯罪付保護管束人為例) Academic Development Program, Taiwan High Prosecutor Office Mar. 2014 - Dec. 2014 Co-PI

2 Simulation, and Performance Analysis of Network Architectures for Cooperative Localization (合作式定位網路架構之設計、模擬與效能分析) NSC Aug. 2013 - July 2014 PI

1 Real-time Filtering Techniques for Cooperative Localization (合作式定位之即時濾波技術研究) NSC Sep. 2012 - July 2013 PI

List	Topic	Funded By	Period	Role
36	mmWave MIMO Radar-based Device Free Human Localization (基於毫米波多輸入輸出雷達的室內無裝置人員定位技術)	MOST	Aug. 2021 - July 2022	PI
35	智慧化資安技術研發與標準檢測輔導暨人才培育共享計畫	產學合作計畫	Oct. 2021 - Dec. 2022	Co-PI
34	General RADAR Signal Processing	業界計畫	Dec. 2020 - Nov. 2021	PI
33	SDN-based Wireless Mesh Network for Edge Intelligence (支援邊緣智慧之無線軟體定義網狀網路)	MOST	Aug. 2020 - July 2021	PI
32	Construction of an invasive coronary angiography-based, cardiovascular imaging core laboratory to develop artificial intelligence-facilitated three-dimentional diagnostic/prediction systems (建置冠狀動脈疾病心導管影像人工智慧核心實驗室，以開發多模式三維影像自動判讀、冠狀動脈灌流分析、及冠狀動脈疾病預後評估演算平台)	MOST	Aug. 2020 - July 2023	Co-PI
31	Millimeter Wave Radar Imaging for Automotive Applications	IITD-NCTU	Apr. 2020 - Mar. 2021	Co-PI
30	Wireless Sensing Techniques	業界計畫	March 2020 - Feb. 2021	Co-PI
29	第五代行動通信系統中的高精度定位技術	NTUT-BIT	Jan. 2020 - Dec. 2021	Co-PI
28	基於 RSSI 及 CSI 之 WiFi 聯網定位平台開發	ITRI	Dec. 2019 - June. 2019	PI
27	基於 RSSI/CSI-AoA 之室內定位技術	ITRI	Aug. 2019 - Dec. 2019	PI
26	教學實踐研究計畫-精通基於開源 API 的通訊網路原型開發	MOE	Aug. 2019 - July. 2020	PI
25	108年度智慧聯網技術與應用跨校教學聯盟中心-工業物聯網通訊與雲端軟體平台整合	MOE	Apr. 2019 - Mar. 2020	PI
24	跨領域智能與行動科技菁英工程師能力培育中心-物聯網應用工程師實作基地	MOE	Dec. 2018 - July. 2021	IoT Member
23	Machine Learning-enhanced CSI-based Location Estimation and Pedestrian Flow Analyzation in Time Variant Environments	MOST	Aug. 2018 - July. 2021	Co-PI
22	Semi-supervised Learning-based Indoor Positioning using Wi-Fi Systems	MOST	Aug. 2018 - July. 2020	PI
21	Wi-Fi Fingerprint-Based Indoor Positioning using Deep Learning and Crowdsourcing	NTUT-BIT	Jan. 2018 - Dec. 2019	Co-PI
20	Learning-based Pedestrian Flow Analysis in Time-varying Indoor Environments	CHTTL	Feb. 2018 - Jan. 2019	Co-PI
19	基於通道響應的量測機制及室內定位演算法研究與測試	ITRI	Nov. 2017 - Oct. 2018	PI
18	Super-Resolution, Compressive-Sensing and Deep-Learning based Network Positioning using Channel Impulse Response (基於多路徑資訊的超解析、壓縮感測、及深度學習網路定位演算法設計與實作)	MOST	Aug 2017 - July 2018	PI
17	可見光通訊與定位之設計與實作	USTP-NTUT-NTPU Research Cooperation	Jan. 2017 - Dec. 2017	PI
16	Talent cultivation program for advanced mobile broadband technology: Software Defined Wireless Networks (行動寬頻尖端技術課程推廣計畫 - 軟體定義無線網路)	教育部	Dec. 2016 - Feb. 2018	Course-PI
15	Design of 5G Location-based Vehicular Networks for Smart Car (適用於智慧車之5G位基型車聯網設計)	MOST	Aug. 2016 - July 2017	PI
14	新式人機互動技術與設計組 -- 物聯網及雲端技術與應用計畫	發展典範科技大學計畫	Jan. 2016 - Dec. 2016	Member
13	Research on TOA-based Location Estimation Algorithm (基於TOA的定位算法研究)	NTUT-USTB Research Cooperation	Jan. 2016 - Dec. 2016	PI
12	3GPP室內定位後續研究	USTP-NTUT-NTPU Research Cooperation	Jan. 2016 - Dec. 2016	PI
11	Hybrid Network Deployment and Wireless Positioning Algorithms for Indoor Environment (混合式網路佈建及室內位置估算與追蹤技術)	U-Media Corp. (宇智網通)	July 2015 - June 2016	Co-PI
10	多天線系統應用技術開發(MIMO) 分項, 物聯網及雲端技術與應用計畫	發展典範科技大學計畫	Jan. 2015 - Dec. 2015	Member
9	Research and Implementation on Scientific Equipment Monitoring for Digital Convergent Broadband and Cloud Services II (數位匯流寬頻技術及雲端服務於科技設備監控之研究與運用第二期：以性侵害犯罪付保護管束人科技設備監控為例)	Academic Development Program, Taiwan High Prosecutor Office (臺灣高等法院檢察署科專計畫)	Jan. 2015 - Dec. 2015	Co-PI
8	室內定位及3GPP通訊系統研究發展	USTP-NTUT-NTPU Research Cooperation	Jan. 2015 - Dec. 2015	PI
7	Distributed Indoor Cooperative Localization (II) (分布式室內協作定位技術研究 II)	NTUT-BIT Research Cooperationr	Jan. 2015 - Dec. 2015	PI
6	Robust Clustering in Cooperative Vehicular Networks for the Intelligent Carpool Systems (適用於智慧型共乘系統的合作式車載網路強健群聚設計)	MOST	Aug. 2014 - July 2016	PI
5	Research and Development of Intelligent Carpool Systems (智慧型汽車共乘系統之研發--總計畫)	MOST	Aug. 2014 - July 2016	Co-PI
4	Distributed Indoor Cooperative Localization (分布式室內協作定位技術研究)	NTUT-BIT Research Cooperation	May 2014 - Apr. 2015	PI
3	Research and Implementation on Scientific Equipment Monitoring for Digital Convergent Broadband and Cloud Services (數位匯流寬頻技術及雲端服務於科技設備監控之研究與運用計畫：以性侵害犯罪付保護管束人為例)	Academic Development Program, Taiwan High Prosecutor Office	Mar. 2014 - Dec. 2014	Co-PI
2	Simulation, and Performance Analysis of Network Architectures for Cooperative Localization (合作式定位網路架構之設計、模擬與效能分析)	NSC	Aug. 2013 - July 2014	PI
1	Real-time Filtering Techniques for Cooperative Localization (合作式定位之即時濾波技術研究)	NSC	Sep. 2012 - July 2013	PI