林宗男 Lin, Tsungnan
- 國立台灣大學電機工程學系 專任教授
- Ph.D. Electric Engineering, Princeton University
- B.S. Electrical Engineering, National Taiwan University
- 辦公室 : 博理館 520
- 電話 : +886-2-33663612
- 傳真 : +886-2-23656149
- Email :
- Office Hour :
- 個人網頁 : https://nmlab.ntu.edu.tw/

主要研究領域
研究領域摘要
林宗男教授主要研究領域為深度學習、機器學習、網路資訊安全、資料科學、區塊鏈技術。
目前進行中之研究計畫包括:
- 以人工智慧與資料科學為導向之智慧資安分析、防禦與鑑識技術。
-
Software Defined Network
-
個資法與大數據計畫:社會需求、公共利益與個人資料保護
The major research focus of Professor Tsung-Nan Lin’s research team is in the technical developments related to network communication, distributed multimedia systems, and video/image processing. The projects under active investigations at the time of writing include: (1) An advanced image processing chain for mobile terminal (NSC); (2) Wireless Multimedia Computing - The Cross-Layer Optimization Perspective (Ministry of Education). (3) Advanced technology of overlay networks for next generation service convergence networks (NSC); (4) Technology for Streaming Digital Content over P2P Platform (NSC); and (5) The application of Wireless Networking over vehicle communication (YunLong Corp.) (6) Techniques of Color Correction over Multimedia Networking (Primax Corp.).
Tsung-Nan Lin (林宗男) received B.S. degree in electrical engineering from National Taiwan University, Taiwan, R.O.C. in 1989, and M.A. and Ph.D. degrees from Princeton University in 1993 and 1996, respectively, both in electrical engineering department. He was a Teaching Assistant with the Department of Electrical Engineering from 1991 to 1992. He was with NEC Research Institute as a Research Assistant from 1992 to 1996. He has been with EPSON R&D Inc and Intovoice. He was Engineering Consultant at EMC before he joined NTUEE. Since Feb. 2002, he has been an Assistant Professor in the Department of Electrical Engineering, National Taiwan University, Taipei, Taiwan.
Tsung-Nan Lin is a member of PHI TAU PHI scholastic honor society and a member of IEEE. He received outstanding paper award from IEEE Neural Networks Society in 1998 and young author best award from IEEE Signal Processing Society in 1999.
Journal articles & book chapters
1. Kíng-Pîng TĒNN, Chang, Yu-Wei, Hong-Yen Chen, Tsung-Nan Lin, “Towards Trustworthy AI: an Integrated Framework Approach Mitigating Threats” , IEEE Computer , Sep. 2024
2. Yu-Wei Chang, Hsing-Yu Shih, Tsung-Nan Lin, “AI-URG: Account Identity-Based Uncertain Graph Framework for Fraud Detection” , IEEE Transactions on Computational Social Systems , Nov. 2023
3. Saurabh Pujar, Yunhui Zheng, Luca Buratti, Burn Lewis, Yunchung Chen, Jim Laredo, Alessandro Morari, Tsungnan Lin, Bo Yang, Zhong Su, “Analyzing Source Code Vulnerabilities in the D2A Dataset with ML Ensembles and C-BERT” , Empirical Software Engineering , Oct. 2023
4. Chang Yu-Wei, Hong-Yen Chen, Takeshi Takahashi, Tsung-Nan Lin, “FINISH: Efficient and Scalable NMF-based Federated Learning for Detecting Malware Activities” , IEEE Transactions on Emerging Topics in Computing , Jul. 2023
5. Che-Tsung Kuo, Hong-Yen Chen, Tsung-Nan Lin, “RAIN: Risk assessment framework based on an interdependent-input propagation network for a 5G network” , IEEE Access , Jun. 2023
6. Cheng Jen Liu, Tsung-Nan Lin, “DET: Depth-Enhanced Tracker to Mitigate Severe Occlusion and Homogeneous Appearance Problems for Indoor Multiple-Object Tracking” , IEEE Access , Jan. 2022
7. Yun-Chung Chen, Hong-Yen Chen, Takeshi Takahashi, Bo Sun, Tsung-Nan Lin, “Impact of Code Deobfuscation and Feature Interaction in Android Malware Detection” , IEEE Access , Aug. 2021
8. Andrea Agiollo, Mauro Conti, Pallavi Kaliyar, Tsung-Nan Lin, Luca Pajola, “DETONAR: Detection of Routing Attacks in RPL-Based IoT” , IEEE Transactions on Network and Service Management , Vol. 18(2) , 1178-1190, Jun. 2021
9. Hong-Yen Chen, Tsung-Nan Lin, “The Challenge of Only One Flow Problem for Traffic Classification in Identity Obfuscation Environments” , IEEE Access , Vol. 9 , 84110-84121, Jun. 2021
10. Tsung-Nan Lin, Shih-Hau Fang, Wei-Han Tseng, Chung-Wei Lee, Jeng-WeiHsieh, “A Group-Discriminate-Based Access Point Selection for WLAN Fingerprinting Localization” , IEEE Trans. on Vehicular Technology , Jan. 2014
11. 2. Chun-Yuan Chang, Cheng-Fu Chou, Din-Yuen Chan, Tsungnan Lin, and Ming-Hung Chen, “Accurate Bitrate Model and Greedy-Based Rate Controller for Low Delay Video Transmission” , IEEE SYSTEMS JOURNAL , Vol. 6(3) , 414-425-, Sep. 2012
12. Shih-Hau Fang, Tsung-Nan Lin;, “Principal Component Localization in Indoor WLAN Environments” , IEEE Trans. on Mobile Computing , Vol. Vol. 11(1) , Page(s): 100- 110-, Jan. 2012
13. Pochiang Lin, Wu-I Chou, Tsungnan Lin, “Achieving airtime fairness of delay-sensitive applications in multirate IEEE 802.11 wireless LANs” , IEEE Communications Magazine , Vol. Vol. 49(9) , P.169-175-, Sep. 2011
14. Shih-Hau Fang, Tsung-Nan Lin;, “Cooperative multi-radio localization in heterogeneous wireless networks” , IEEE Transactions on Wireless Communications , Vol. Vol.9, Issue:5 , 1547-1551-, May 2010
15. Shih-Hau Fang, Tsung-Nan Lin;, “A dynamic system approach for radio location fingerprinting in wireless local area networks” , IEEE Transactions on Communications , Vol. Vol.58 (4) , 1020-1025-, Apr. 2010
16. Yueh-Ting Wu, Wanjiun Liao, Cheng-Lin Tsao, and Tsung-Nan Lin, “Impact of Node Mobility on Link Duration in Multi-hop Mobile Networks” , IEEE Transactions on Vehicular Technology , Vol. Vol 58(5) , 2435-2442-, Jun. 2009
17. Pochiang Lin, Tsungnan Lin, “Machine-Learning based Adaptive Approach for Frame Size Optimization in Wireless LAN Environments” , IEEE Trans on Vehicular Technology , Vol. Issue 9 , 5060 - 5073-, Nov. 2009
18. Shih-Hau Fang, Tsung-Nan Lin;, “Projection-Based Location System via Multiple Discriminant Analysis in Wireless Local Area Networks” , IEEE Trans on Vehicular Technology , Vol. Issue 9 , 5009-5019-, Nov. 2009
19. Shih-Hau Fang; Jen-Chian Chen; Hao-Ru Huang; Tsung-Nan Lin, “Is FM a RF-Based Positioning Solution in a Metropolitan-Scale Environment? A Probabilistic Approach With Radio Measurements Analysis” , IEEE Trans. on Broadcasting , Vol. Vol 55(3) , 577-588-, Sep. 2009
20. Tsungnan Lin, Pochiang Lin, Hsinping Wang, Chiahung Chen, “Dynamic Search Algorithm in Unstructured Peer-to-Peer Networks” , IEEE Trans. on Parallel and Distributed Systems, , Vol. Vol. 20 , Apr. 2009
21. K. Lee, T. Lin, “An Automatically Converging Scheme Based on the Neural Network and Its Application in Antennas” , IEEE Transactions on Antennas & Propagation , Apr. 2009
22. Pochiang Lin, Tsungnan Lin, C. Wang, “Cross-Layer Handoff Ordering Algorithm in Wireless Multimedia Communications” , IEEE Transactions on Wireless Communications , Vol. Vol. 7, Issue 12 , 5166-5171-, Dec. 2008
23. C. Wang, Tsungnan Lin, K.W. Chang, “On Throughput Performance of Channel Inequality in IEEE 802.11 WLANs” , IEEE Transactions on Wireless Communications , Vol. Vol. 7, Issue 11 , 4425-4431-, Nov. 2008
24. Shih-Ha Fan, Tsungnan Lin, “Indoor Location System Based on Discriminant-Adaptive Neural Network in IEEE 802.11 Environments” , IEEE Transactions on Neural Networks , Vol. Vol. 19, Issue 11 , 1973-1978-, Nov. 2008
25. Shih-Hau Fang Tsung-Nan Lin Kun-Chou Lee, “A Novel Algorithm for Multipath Fingerprinting in Indoor WLAN Environments” , IEEE Transactions on Wireless Communications , Vol. Vol. 7, Issue 9 , 3579-3588-, Sep. 2008
26. Chang, C.-Y.; Chou, C.-F.; Chan, D.-Y.; Lin, T.; Chen, M.-H., “A q-Domain Characteristic-Based Bit-Rate Model for Video Transmission” , IEEE Transactions on Circuits and Systems for Video Technology, , Vol. Vol. 18, Issue 9 , 1307-1311-, Sep. 2008
27. Tsungnan Lin, Chiapin Wang, Po-Chiang Lin, “A NEURAL NETWORK BASED CONTEXT-AWARE HANDOFF ALGORITHM FOR MULTIMEDIA COMPUTING” , ACM Transactions on Multimedia Computing, Communications and Applications , Vol. Vol. 4 Issue 3 , Aug. 2008
28. Tsung-Nan Lin, and Kai-Jie Chan, “Adaptive-hierarchical filtering approach for noise removal” , Displays , Vol. Vol. 29, Issue 3 , 209-213-, Jul. 2008
29. Shih-Ha Fan, Tsungnan Lin, Po-chiang Lin, “LOCATION FINGERPRINTING IN A DECORRELATED SPACE” , IEEE Transactions on Knowledge and Data Engineering , Vol. Vol. 20, Issue 5, 2008 , 685-691-, May 2008
30. ChiaPin Wang, Tsungnan Lin, “Application of neural networks for achieving 802.11 QoS in heterogeneous channels” , Computer Networks , Vol. Vol. 52, Issue 3 , 581-592-, Feb. 2008
31. C. Wang, Tsungnan Lin, J.L. Chen, “A cross-layer adaptive algorithm for multimedia QoS fairness in WLAN environments using neural networks” , IEE Proceedings Communications , Vol. Vol. 1, Issue 5 , 858-865-, Oct. 2007
32. Chiaping Wang, Pochinag Lin, Tsungnan Lin, “ A Cross-Layer Adaptation Scheme for Improving IEEE 802.11e QoS by Learning” , IEEE Trans on Neural Networks , Vol. vol.17, no.6, , 1661-1665-, Nov. 2006
33. K. Lee, Tsungnan Lin,, “Application of Neural Networks to Analyses of Nonlinearly Loaded Antenna Arrays Including Mutual Coupling Effects” , IEEE Trans on Antennas and Propagation, 2005. , Vol. 53 , 1126-, Mar. 2005
34. Tsungnan Lin, Joseph Shu,, “Adaptive-Hierarchical-Filtering Technique for High-Quality Magazine Image Reproduction” , Journal of VLSI Signal Processing, 2004. , Vol. 39 , 237-247-, Jan. 2005
35. Tsungnan Lin, B.G. Horne, C.L. Giles, “ How Embedded Memory in Recurrent Neural Network Architectures Helps Learning Long-term Temporal Dependencies” , Neural Networks, , Vol. 11 , 861-868-, Jan. 1998
36. Tsungnan. Lin, C.L. Giles, B.G. Horne, S.Y. Kung,, “A Delay Damage Model Selection Algorithm for NARX Neural Networks (*IEEE Signal Processing Society Young Author Best Paper Award)” , IEEE Transactions on Signal Processing, , Vol. 45(11) , 2719-2730-, Jan. 1997
37. Tsungnan Lin; Horne, B.G.; Tino, P.; Giles, C.L., “Learning long-term dependencies in NARX recurrent neural networks (*IEEE Neural Network Society Outstanding Paper Award)” , IEEE Transactions on Neural Networks , Vol. Vol. 7, Issue 6 , 1329-1338-, Nov. 1996
Conference & proceeding papers:
1. Harry Chandra Tanuwidjaja, Tao Ban, Takeshi Takahashi, Tsung-Nan Lin, Boyi Lee, Muhamad Erza Aminanto, “Does Ordinality in Encoding Matter for XAI? A Case Study on Explainable IDS” , ICISC 2024 , Nov. 2024
2. Chia-Hao Chang, Rui-Lin Chang, Hong-Yen Chen, Tsung-Nan Lin, “6G Security: The Vulnerability of Roaming Technology via DoS Exploit of Signaling Control Plane” , IEEE ICC 2024 Workshops , Jun. 2024
3. Harry Chandra Tanuwidjaja, Takeshi Takahashi, Tsung-Nan Lin, Boyi Lee, Tao Ban, “Hybrid Explainable Intrusion Detection System: Global vs. Local Approach” , ARTMAN 2023 , Nov. 2023
4. Kíng-Pîng TĒNN, Po-Han HO, Hong-Yen Chen, Tsung-Nan Lin, “ARCH: Automatic Roaming-contract Handler for Seamless 6G System to Provide Trusted and Highly Available Network Access” , MobiCom 2023 , Oct. 2023
5. Chang Yu-Wei, Tsung-Nan Lin, “Federated Dynamic Match-Making for Co-opetition among Participants in Mobility-as-a-Service” , IEEE MetaCom 2023 , Jun. 2023
6. Po-Han Ho, Hong-Yen Chen, Tsung-Nan Lin, “Zero Trust Architecture of Token Network” , IEEE MetaCom 2023 , Jun. 2023
7. Wei-Che Lee, Hong-Yen Chen, Tsung-Nan Lin, “A Predictive Classification Model for Identifying Conversation-related Mobile Forensic Data in Instant Messaging Applications” , International Symposium on Digital Forensics and Security 2023 , May 2023
8. Chih-Yu Hsieh, Hong-Yen Chen, Shan-Hsiang Shen, Chen-Hsiang Hung, Tsung- Nan Lin, “A P4-Based Content-Aware Approach to Mitigate Slow HTTP POST Attacks” , EuroP4 2022 , Dec. 2022
9. Mitsuhiro Umizaki; Tomohiro Morikawa; Akira Fujita; Takeshi Takahashi; Tsungnan Lin; Daisuke Inoue, “Understanding the Characteristics of Public Blocklist Providers” , IEEE ISCC 2022 , Jul. 2022
10. Shih-Chun Lin, Pang-Cheng Wu, Hong-Yen Chen, Tomohiro Morikawa, Takeshi Takahashi, Tsung-Nan Lin, “SenseInput: An Image-Based Sensitive Input Detection Scheme for Phishing Website Detection” , IEEE ICC'22 - CISS Symposium , Jan. 2022
11. Bing-Jyue Chen, Wun-Cing Liou, Hsing-Yu Shih, Tsungnan Lin, “DRAGON: Detection of Related Account Groups for Online services with uncertain graphs” , Globecom 2021 , Aug. 2021
12. Wun-Cing Liou, Tsungnan Lin, “T-Auth: A Novel Authentication Mechanism for the IoT Based on Smart Contracts and PUFs” , IEEE ICC 2021 Workshop , Mar. 2021
13. Bing-Jyue Chen, Ting-Han Jian, and Tsung-Nan Lin, “B++: A High- Throughput Proof-of-Work based Blockchain with Eventual Consistency” , IEEE ICC 2021 Conference , Jan. 2021
14. Shiue-Yuan Chuang, Chia-Ming Chang, Tsung-Nan Lin, Pei-Yuan Wu, Chang- Hong Lin, Hsuan-Cheng Wei, “Satellite Image Dehazing using Enhanced BicycleGAN” , iCase (International Conference on Astronautics and Space Exploration) , Dec. 2020
15. Yu-Wei Chang, Tsung-Nan Lin, “An Efficient Dynamic Rule Placement for Distributed Firewall in SDN” , GLOBECOM 2020 , Dec. 2020
16. Codruta O. Ancuti, Cosmin Ancuti, Shiue-Yuan Chuang, Jerome Chang, Tsung- Nan Lin, “NTIRE_2020_Challenge_on_NonHomogeneous_Dehazing” , NTIRE CVPR Workshop , May 2020
17. Ta-Hao Ting,Tsung-Nan Lin,Shan-Hsiang Shen,Yu-Wei Chang, “Guidelines for 5G End to End Architecture and Security Issues” , SFCS 2019 of the IEEE WCNC 2019 conference , Feb. 2019
18. Yuwei Chang,Tsungnan Lin, “Cloud-Clustered Firewall with Distributed SDN Devices” , IEEE WCNC 2018 , Apr. 2018
19. Chun-lin Wu, Tsung-Nan Lin, Hsiun-Fu Liu, Zanyu Chen, “ On Relay Assignment Strategy in Wireless Cellular Environment” , IEEE CCNC , Jan. 2014
20. Zan-Yu Chen, Tsung-Nan Lin, “Stochastic Learning Automata Based Resource Allocation for LTE-Advanced Heterogeneous Networks” , IEEE PIMRC , Sep. 2013
21. Chung-Wei Lee, Tsung-Nan Lin, Shih-Hau Fang; Yen-Chih Chou, “A Novel Clustering-Based Approach of Indoor Location Fingerprinting” , IEEE PIMRC , Sep. 2013
22. Shih-Hau Fang, Tsung-Nan Lin;, “Accurate Indoor Location Estimation by Incorporating the Importance of Access Points in Wireless Local Area Networks” , IEEE Globecom , Miami, FL, USA , Dec. 2010
23. Pochiang Lin, Tsungnan Lin, “Optimal dynamic spectrum access in multi-channel multi-user cognitive radio networks” , IEEE PIMRC , Istanbul, Turkey , Sep. 2010
24. Shih-Hau Fang, Tsung-Nan Lin;, “A Novel Access Point Placement Approach for WLAN-Based Location Systems” , 2010 IEEE Wireless Communications and Networking Conference (WCNC) , Sydney, Australia , Apr. 2010
25. Shih-Hau Fang, Tsung-Nan Lin, “A Novel Access Point Placement Approach for WLAN-based Location Systems” , IEEE WCNC , Apr. 2010
26. Shu-Ming Liu, Yu-Hong Lin, Wu-i Chou, Zan-Yu Chen, Tsung-Nan Lin, “Performance Evaluation of Rate Adaptation Algorithms in 802.11-Based Mesh Networks” , 2009 IEEE Globecom Workshops , Hawaii, USA , Dec. 2009
27. Shih-Hau Fang, Tsung-Nan Lin;, “Accurate WLAN indoor localization based on RSS, fluctuations modeling” , IEEE International Symposium on Intelligent Signal Processing, 2009. WISP 2009. , Budapest , Aug. 2009
28. C. Wang, T. Lin, P. Lin, “Cross-layer analysis and design for multimedia services in IEEE 802.11 WLANs” , ACM International Conference On Mobile Technology, Applications, And Systems , Sep. 2008
29. Shih-Hau Fang Jen-Chian Chen Hau-Ru Huang Tsung-Nan Lin, “Metropolitan-Scale Location Estimation Using FM Radio with Analysis of Measurements” , IEEE International Conference on Wireless Communications and Mobile Computing, 2008 (IWCMC '08). , Aug. 2008
30. Shih-Hau Fang Tsung-Nan Lin, “Robust wireless LAN location fingerprinting by SVD-based noise reduction” , IEEE 3rd International Symposium on Communications, Control and Signal Processing, 2008. ISCCSP 2008. , Mar. 2008
31. Shih-Hau Fang, Pochiang Lin, Tsungnan Lin, “Indoor localization by a novel probabilistic approach” , the 8th IEEE Signal Processing Advances in Wireless communications (SPAWC) , Helsinki, Finland , Jun. 2007
32. Wang, Chiapin; Lin, Tsungnan, “On Fairness in Heterogeneous WLAN Environments” , IEEE Global Telecommunications Conference, 2006, , Nov. 2006
33. Hung-Yi Lo, Tsungnan Lin, Chih-Lung Hsu, Cheng-Hsien Lee, “DIRECTIONAL WEIGHTING-BASED DEMOSAICKING ALGORITHM FOR NOISY CFA ENVIRONMENTS” , IEEE ICME , Toronto, Canada , Jul. 2006
34. Po-Chiang Lin, Chiapin Wang, Tsungnan Lin, “A CONTEXT-AWARE APPROACH FOR MULTIMEDIA PERFORMANCE OPTIMIZATION USING NEURAL NETWORKS IN WIRELESS LAN ENVIRONMENTS” , IEEE ICME , Toronto, Canada , Jul. 2006
35. Chiapin Wang, Tsungnan Lin, “A Neural Network Based Adaptive Algorithm for Multimedia Quality Fairness in WLAN Environments” , IEEE ICME , Toronto, Canada , Jul. 2006
36. Tsungnan Lin, Yennan Shen, “Emulate Large Sensor Array of Handheld Digital Camera” , IEEE ICASSP , May 2006
37. Chun-Yuan Chang, Tsungnan Lin, Din-Yuan Chan and Shih-Hao Hung1, “A LOW COMPLEXITY RATE-DISTORTION SOURCE MODELING FRAMEWORK” , IEEE ICASSP , Toulous, France , May 2006
38. Tsungnan Lin,Po-Chiang Lin, “Handoff Ordering usingLink Quality Estimator forMultimedia Communicationsin Wireless Networks” , IEEE Globecom , Nov. 2005
39. Tsung-Nan Lin Po-Chiang Lin, “Performance comparison of indoor positioning techniques based on location fingerprinting in wireless networks” , Wireless Networks, Communications and Mobile Computing, 2005 International Conference on , Jun. 2005
40. Hsinping Wang, Tsungnan Lin, “On Efficiency in Searching Networks” , IEEE Infocom , Miami, FL , Mar. 2005
41. Tsungnan Lin, Chiapin Wang, Po-Chiang Lin, “A NEURAL NETWORK BASED CONTEXT-AWARE HANDOFF ALGORITHM FOR MULTIMEDIA COMPUTING” , IEEE ICASSP , Philadelphia, PA, USA , Mar. 2005
42. Tsungnan Lin, Chih-Lung Hsu, “Directional Weighted-Based Demosaicking Algorithm” , Proc. Of IEEE Pacific-Rim Conference on Multimedia , Nov. 2004
43. Tsungnan Lin, H. Wang, Jianming Wang,, “Search Performance Analysis and Robust Search Algorithm in Unstructured Peer-to-Peer Networks” , IEEE/ACM International Symposium on Cluster Computing and the Grid, , Apr. 2004
44. Hsinping Wang ,Tsungnan Lin, Chia Hung Chen, Yennan Shen, “Dynamic Search in Peer-to-Peer Networks” , The 13th International World Wide Web Conference , Jan. 2004
45. Tsungnan Lin, Hsinping Wang,, “Search Performance Analysis in Peer-to-Peer Networks,” , IEEE International Conference on Peer-to-Peer Computing , Jan. 2003
46. Tsung-Nan Lin, Joseph Shu,, “Adaptive-Hierarchical-Filtering Technique for Image Enhancement” , Third IEEE Pacific-Rim Conference on Multimedia, , Jan. 2002
47. Joseph Shu, Tsung-Nan Lin, A. Bhattacharjya, Tadashi Shiozaki,, “Adaptive hierarchical-filtering technique for high-quality magazine image reproduction” , Proc. , Jan. 2000
Books:
1. Tsung-Nan Lin, “Delay Networks: Buffers to the Rescue” , John Kolen and Stefan Kremer, editors, A Field Guide to Dynamic Recurrent Networks, IEEE Press, , Jan. 2000
2. Tsung-Nan Lin, B.G. Horne, P. Tino, C.L. Giles,, “Learning long--term dependencies with NARX networks” , IEEE Trans. on Neural Networks, , p. 1329, , Jan. 1996
Patents:
1. Tsung-Nan Lin, Yu-Ping Huang, “CLOUD SECURED STORAGE SYSTEM UTILIZING MULTIPLE CLOUD SERVERS WITH PROCESSES OF FILE SEGMENTATION, ENCRYPTION AND GENERATION OF DATA CHUNKS” , US 11,455,103 B2, Sep. 2022
2. Shu; Joseph , Chen; Jau-Yuen, Lin; Tsung-Nan, “Image artifact removal technique for LCP” , United States Patent 6,879,733, Apr. 2005
3. Tsungnan Lin, Joseph Shu,, “Smoothness enhancement in laser printing through periodic modulation of halftone cell” , US patent 6,633,412,, Oct. 2003
4. Anoop Bhattacharjya, Tsung-Nan Lin, Joseph Shu,, “Color table manipulations for contour reduction” , US patent 6,522,427,, Feb. 2002
5. Tsungnan Lin, Joseph Shu,, “Out-of-gamut color mapping strategy” , US patent 6,421,142,, Jul. 2002
6. Tsungnan Lin, Joseph Shu,, “Self-calibration of network color copier” , US patent 6,404,511,, Jun. 2002
7. Joseph Shu, Tsungnan Lin, Hakan Ancin, Anoop Bhattachrjya,, “Color image reproduction with accurate inside-gamut colors and enhanced outside-gamut colors” , US patent 6,400,843,, Jun. 2002
8. Joseph Shu, Anoop Bhattachrjya, Tsungnan Lin,, “Reduction of moire in screened images using hierarchical edge detection and adaptive-length averaging filters” , US patent 6,233,060,, May 2001
9. Tsungnan Lin, Joseph Shu,, “Color matching accuracy inside and outside the gamut” , US patent 6,204,939,, Mar. 2001
10. Tsungnan Lin, Anoop Bhattachrjya,, “Self-calibration for color image Reproduction system” , US patent 6,185,004,, Feb. 2001
11. Tsungnan Lin, Joseph Shu,, “Device-independent and medium-independent color matching between an input device and an output device” , US patent 6,181,445,, Jan. 2001
12. Tsungnan Lin,, “Scanner Calibration technique to overcome tone inversion” , US patent 6,160,644,, Dec. 2000
13. Tsungnan Lin, Joseph Shu, Jerzy Swic,, “Frame Rate Modulation for liquid crystal display” , US patent 6,064,359,, May 2000
Other publication:
1. 林宗男, “Remote Service Blueprint” , ECOstructure (EMC, Cisco, and Oracle joint infrastructure initiative to define a joint E-Business suite),, Apr. 2002
2. 林宗男, “Accelerated Blueprint” , ECOstructure (EMC, Cisco, and Oracle joint infrastructure initiative to define a joint E-Business suite),, Oct. 2001