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2. Detection and Classification of Breast Cancer Metastates Based on U-Net

Author

Xu, Lin, Xu, Cheng, Tong, Yi, and Su, Yu Chun

Subjects
Electrical Engineering and Systems Science - Image and Video Processing, Computer Science - Computer Vision and Pattern Recognition, Computer Science - Machine Learning
Abstract

This paper presents U-net based breast cancer metastases detection and classification in lymph nodes, as well as patient-level classification based on metastases detection. The whole pipeline can be divided into five steps: preprocessing and data argumentation, patch-based segmentation, post processing, slide-level classification, and patient-level classification. In order to reduce overfitting and speedup convergence, we applied batch normalization and dropout into U-Net. The final Kappa score reaches 0.902 on training data.

Published
2019

8. Genetic Modifiers of Progression-Free Survival in Never-Smoking Lung Adenocarcinoma Patients Treated with First-Line Tyrosine Kinase Inhibitors

Author

Chang, I-Shou, Jiang, Shih Sheng, Yang, James Chih-Hsin, Su, Wu-Chou, Chien, Li-Hsin, Hsiao, Chin-Fu, Lee, Jih-Hsiang, Chen, Chih-Yi, Chen, Chung-Hsing, Chang, Gee-Chen, Wang, Zhaoming, Lo, Fang-Yi, Chen, Kuan-Yu, Wang, Wen-Chang, Chen, Yuh-Min, Huang, Ming-Shyan, Tsai, Ying-Huang, Su, Yu-Chun, Hsieh, Wan-Shan, Shih, Wen-Chi, Shieh, Shwn-Huey, Yang, Tsung-Ying, Lan, Qing, Rothman, Nathaniel, Chen, Chien-Jen, Chanock, Stephen J., Yang, Pan-Chyr, and Hsiung, Chao A.

Published
2017
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10. Association between GWAS-identified lung adenocarcinoma susceptibility loci and EGFR mutations in never-smoking Asian women, and comparison with findings from Western populations

Author

Seow, Wei Jie, Matsuo, Keitaro, Hsiung, Chao Agnes, Shiraishi, Kouya, Song, Minsun, Kim, Hee Nam, Wong, Maria Pik, Hong, Yun-Chul, Hosgood, H. Dean, III, Wang, Zhaoming, Chang, I-Shou, Wang, Jiu-Cun, Chatterjee, Nilanjan, Tucker, Margaret, Wei, Hu, Mitsudomi, Tetsuya, Zheng, Wei, Kim, Jin Hee, Zhou, Baosen, Caporaso, Neil E., Albanes, Demetrius, Shin, Min-Ho, Chung, Lap Ping, An, She-Juan, Wang, Ping, Zheng, Hong, Yatabe, Yasushi, Zhang, Xu-Chao, Kim, Young Tae, Shu, Xiao-Ou, Kim, Young-Chul, Bassig, Bryan A., Chang, Jiang, Ho, James Chung Man, Ji, Bu-Tian, Kubo, Michiaki, Daigo, Yataro, Ito, Hidemi, Momozawa, Yukihide, Ashikawa, Kyota, Kamatani, Yoichiro, Honda, Takayuki, Sakamoto, Hiromi, Kunitoh, Hideo, Tsuta, Koji, Watanabe, Shun-Ichi, Nokihara, Hiroshi, Miyagi, Yohei, Nakayama, Haruhiko, Matsumoto, Shingo, Tsuboi, Masahiro, Goto, Koichi, Yin, Zhihua, Shi, Jianxin, Takahashi, Atsushi, Goto, Akiteru, Minamiya, Yoshihiro, Shimizu, Kimihiro, Tanaka, Kazumi, Wu, Tangchun, Wei, Fusheng, Wong, Jason Y.Y., Matsuda, Fumihiko, Su, Jian, Kim, Yeul Hong, Oh, In-Jae, Song, Fengju, Lee, Victor Ho Fun, Su, Wu-Chou, Chen, Yuh-Min, Chang, Gee-Chen, Chen, Kuan-Yu, Huang, Ming-Shyan, Yang, Pan-Chyr, Lin, Hsien-Chih, Xiang, Yong-Bing, Seow, Adeline, Park, Jae Yong, Kweon, Sun-Seog, Chen, Chien-Jen, Li, Haixin, Gao, Yu-Tang, Wu, Chen, Qian, Biyun, Lu, Daru, Liu, Jianjun, Jeon, Hyo-Sung, Hsiao, Chin-Fu, Sung, Jae Sook, Tsai, Ying-Huang, Jung, Yoo Jin, Guo, Huan, Hu, Zhibin, Wang, Wen-Chang, Chung, Charles C., Lawrence, Charles, Burdett, Laurie, Yeager, Meredith, Jacobs, Kevin B., Hutchinson, Amy, Berndt, Sonja I., He, Xingzhou, Wu, Wei, Wang, Junwen, Li, Yuqing, Choi, Jin Eun, Park, Kyong Hwa, Sung, Sook Whan, Liu, Li, Kang, Chang Hyun, Hu, Lingmin, Chen, Chung-Hsing, Yang, Tsung-Ying, Xu, Jun, Guan, Peng, Tan, Wen, Wang, Chih-Liang, Sihoe, Alan Dart Loon, Chen, Ying, Choi, Yi Young, Hung, Jen-Yu, Kim, Jun Suk, Yoon, Ho-Il, Cai, Qiuyin, Lin, Chien-Chung, Park, In Kyu, Xu, Ping, Dong, Jing, Kim, Christopher, He, Qincheng, Perng, Reury-Perng, Chen, Chih-Yi, Vermeulen, Roel, Wu, Junjie, Lim, Wei-Yen, Chen, Kun-Chieh, Chan, John K.C., Chu, Minjie, Li, Yao-Jen, Li, Jihua, Chen, Hongyan, Yu, Chong-Jen, Jin, Li, Lo, Yen-Li, Chen, Ying-Hsiang, Fraumeni, Joseph F., Jr, Liu, Jie, Yamaji, Taiki, Yang, Yang, Hicks, Belynda, Wyatt, Kathleen, Li, Shengchao A., Dai, Juncheng, Ma, Hongxia, Jin, Guangfu, Song, Bao, Wang, Zhehai, Cheng, Sensen, Li, Xuelian, Ren, Yangwu, Cui, Ping, Iwasaki, Motoki, Shimazu, Taichi, Tsugane, Shoichiro, Zhu, Junjie, Jiang, Gening, Fei, Ke, Wu, Guoping, Chien, Li-Hsin, Chen, Hui-Ling, Su, Yu-Chun, Tsai, Fang-Yu, Chen, Yi-Song, Yu, Jinming, Stevens, Victoria L., Laird-Offringa, Ite A., Marconett, Crystal N., Lin, Dongxin, Chen, Kexin, Wu, Yi-Long, Landi, Maria Teresa, Shen, Hongbing, Rothman, Nathaniel, Kohno, Takashi, Chanock, Stephen J., and Lan, Qing

Published
2017
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13. Meta-analysis of genome-wide association studies identifies multiple lung cancer susceptibility loci in never-smoking Asian women

Author

Wang, Zhaoming, Seow, Wei Jie, Shiraishi, Kouya, Hsiung, Chao A., Matsuo, Keitaro, Liu, Jie, Chen, Kexin, Yamji, Taiki, Yang, Yang, Chang, I-Shou, Wu, Chen, Hong, Yun-Chul, Burdett, Laurie, Wyatt, Kathleen, Chung, Charles C., Li, Shengchao A., Yeager, Meredith, Hutchinson, Amy, Hu, Wei, Caporaso, Neil, Landi, Maria T., Chatterjee, Nilanjan, Song, Minsun, Fraumeni, Joseph F., Jr, Kohno, Takashi, Yokota, Jun, Kunitoh, Hideo, Ashikawa, Kyota, Momozawa, Yukihide, Daigo, Yataro, Mitsudomi, Tetsuya, Yatabe, Yasushi, Hida, Toyoaki, Hu, Zhibin, Dai, Juncheng, Ma, Hongxia, Jin, Guangfu, Song, Bao, Wang, Zhehai, Cheng, Sensen, Yin, Zhihua, Li, Xuelian, Ren, Yangwu, Guan, Peng, Chang, Jiang, Tan, Wen, Chen, Chien-Jen, Chang, Gee-Chen, Tsai, Ying-Huang, Su, Wu-Chou, Chen, Kuan-Yu, Huang, Ming-Shyan, Chen, Yuh-Min, Zheng, Hong, Li, Haixin, Cui, Ping, Guo, Huan, Xu, Ping, Liu, Li, Iwasaki, Motoki, Shimazu, Taichi, Tsugane, Shoichiro, Zhu, Junjie, Jiang, Gening, Fei, Ke, Park, Jae Yong, Kim, Yeul Hong, Sung, Jae Sook, Park, Kyong Hwa, Kim, Young Tae, Jung, Yoo Jin, Kang, Chang Hyun, Park, In Kyu, Kim, Hee Nam, Jeon, Hyo-Sung, Choi, Jin Eun, Choi, Yi Young, Kim, Jin Hee, Oh, In-Jae, Kim, Young-Chul, Sung, Sook Whan, Kim, Jun Suk, Yoon, Ho-Il, Kweon, Sun-Seog, Shin, Min-Ho, Seow, Adeline, Chen, Ying, Lim, Wei-Yen, Liu, Jianjun, Wong, Maria Pik, Lee, Victor Ho Fun, Bassig, Bryan A., Tucker, Margaret, Berndt, Sonja I., Chow, Wong-Ho, Ji, Bu-Tian, Wang, Junwen, Xu, Jun, Sihoe, Alan Dart Loon, Ho, James C.M., Chan, John K.C., Wang, Jiu-Cun, Lu, Daru, Zhao, Xueying, Zhao, Zhenhong, Wu, Junjie, Chen, Hongyan, Jin, Li, Wei, Fusheng, Wu, Guoping, An, She-Juan, Zhang, Xu-Chao, Su, Jian, Wu, Yi-Long, Gao, Yu-Tang, Xiang, Yong-Bing, He, Xingzhou, Li, Jihua, Zheng, Wei, Shu, Xiao-Ou, Cai, Qiuyin, Klein, Robert, Pao, William, Lawrence, Charles, Hosgood, H. Dean, III, Hsiao, Chin-Fu, Chien, Li-Hsin, Chen, Ying-Hsiang, Chen, Chung-Hsing, Wang, Wen-Chang, Chen, Chih-Yi, Wang, Chih-Liang, Yu, Chong-Jen, Chen, Hui-Ling, Su, Yu-Chun, Tsai, Fang-Yu, Chen, Yi-Song, Li, Yao-Jen, Yang, Tsung-Ying, Lin, Chien-Chung, Yang, Pan-Chyr, Wu, Tangchun, Lin, Dongxin, Zhou, Baosen, Yu, Jinming, Shen, Hongbing, Kubo, Michiaki, Chanock, Stephen J., Rothman, Nathaniel, and Lan, Qing

Published
2016
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14. Affecting Taiwanese College Students' Digital Music Download Behavioral Intention: An Empirical Study

Author

Su-Yu Chun, Yi Hsuan Lai, Chia-Ming Chang, and Hsiu-Chin Huang

Subjects
Empirical research, General Computer Science, Download, Order (business), Applied psychology, General Engineering, Technology acceptance model, Advertising, Psychology, Construct (philosophy), Consumer behaviour, Structural equation modeling, Digital audio
Abstract

This study aims to utilize the technology acceptance model as a theoretical basis and students' knowledge on copyright to construct the behavior intention model in order to explore the use intention of Taiwanese college students toward digital music download. Out of 480 questionnaires sent to six Taiwanese universities, 441 valid questionnaires were obtained with valid response rate of 91.9%. Data were analyzed using structural equation modeling methodology to investigate the impact of behavior intention model on Taiwanese college students' digital music download. The results show that (1) copyright knowledge has no significant influence on perceived usefulness while exerting a significantly positive impact on use intention of digital music, (2) perceived ease of use has significantly positive effects on both perceived usefulness and use intention of digital music and (3) perceived usefulness has significantly positive influence on use intention of digital music. Finally, the study also raises a number of useful recommendations to the digital music industry.

Published
2013
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15. Association between GWAS-identified lung adenocarcinoma susceptibility loci and EGFR mutations in never-smoking Asian women, and comparison with findings from Western populations

Author

LS IRAS EEPI GRA (Gezh.risico-analyse), dIRAS RA-2, Seow, Wei Jie, Matsuo, Keitaro, Hsiung, Chao Agnes, Shiraishi, Kouya, Song, Minsun, Kim, Hee Nam, Wong, Maria Pik, Hong, Yun-Chul, Hosgood, H. Dean, Wang, Zhaoming, Chang, I-Shou, Wang, Jiu-Cun, Chatterjee, Nilanjan, Tucker, Margaret, Wei, Hu, Mitsudomi, Tetsuya, Zheng, Wei, Kim, Jin Hee, Zhou, Baosen, Caporaso, Neil E, Albanes, Demetrius, Shin, Min-Ho, Chung, Lap Ping, An, She-Juan, Wang, Ping, Zheng, Hong, Yatabe, Yasushi, Zhang, Xu-Chao, Kim, Young Tae, Shu, Xiao Ou, Kim, Young-Chul, Bassig, Bryan A., Chang, Jiang, Ho, James Chung Man, Ji, Bu Tian, Kubo, Michiaki, Daigo, Yataro, Ito, Hidemi, Momozawa, Yukihide, Ashikawa, Kyota, Kamatani, Yoichiro, Honda, Takayuki, Sakamoto, Hiromi, Kunitoh, Hideo, Tsuta, Koji, Watanabe, Shun-Ichi, Nokihara, Hiroshi, Miyagi, Yohei, Nakayama, Haruhiko, Matsumoto, Shingo, Tsuboi, Masahiro, Goto, Koichi, Yin, Zhihua, Shi, Jianxin, Takahashi, Atsushi, Goto, Akiteru, Minamiya, Yoshihiro, Shimizu, Kimihiro, Tanaka, Kazumi, Wu, Tangchun, Wei, Fusheng, Wong, Jason Y Y, Matsuda, Fumihiko, Su, Jian, Kim, Yeul Hong, Oh, In-Jae, Song, Fengju, Lee, Victor Ho Fun, Su, Wu-Chou, Chen, Yuh-Min, Chang, Gee-Chen, Chen, Kuan-Yu, Huang, Ming-Shyan, Yang, Pan-Chyr, Lin, Hsien-Chih, Xiang, Yong-Bing, Seow, Adeline, Park, Jae Yong, Kweon, Sun-Seog, Chen, Chien-Jen, Li, Haixin, Gao, Yu Tang, Wu, Chen, Qian, Biyun, Lu, Daru, Liu, Jianjun, Jeon, Hyo-Sung, Hsiao, Chin-Fu, Sung, Jae Sook, Tsai, Ying-Huang, Jung, Yoo Jin, Guo, Huan, Hu, Zhibin, Wang, Wen-Chang, Chung, Charles C., Lawrence, Charles, Burdett, Laurie, Yeager, Meredith, Jacobs, Kevin B., Hutchinson, Amy, Berndt, Sonja I., He, Xingzhou, Wu, Wei, Wang, Junwen, Li, Yuqing, Choi, Jin Eun, Park, Kyong Hwa, Sung, Sook Whan, Liu, Li, Kang, Chang Hyun, Hu, Lingmin, Chen, Chung-Hsing, Yang, Tsung-Ying, Xu, Jun, Guan, Peng, Tan, Wen, Wang, Chih-Liang, Sihoe, Alan Dart Loon, Chen, Ying, Choi, Yi Young, Hung, Jen-Yu, Kim, Jun Suk, Yoon, Ho-Il, Cai, Qiuyin, Lin, Chien-Chung, Park, In Kyu, Xu, Ping, Dong, Jing, Kim, Christopher, He, Qincheng, Perng, Reury-Perng, Chen, Chih-Yi, Vermeulen, Roel, Wu, Junjie, Lim, Wei-Yen, Chen, Kun-Chieh, Chan, John K C, Chu, Minjie, Li, Yao-Jen, Li, Jihua, Chen, Hongyan, Yu, Chong-Jen, Jin, Li, Lo, Yen-Li, Chen, Ying-Hsiang, Fraumeni, Joseph F., Liu, Jie, Yamaji, Taiki, Yang, Yang, Hicks, Belynda, Wyatt, Kathleen, Li, Shengchao A, Dai, Juncheng, Ma, Hongxia, Jin, Guangfu, Song, Bao, Wang, Zhehai, Cheng, Sensen, Li, Xuelian, Ren, Yangwu, Cui, Ping, Iwasaki, Motoki, Shimazu, Taichi, Tsugane, Shoichiro, Zhu, Junjie, Jiang, Gening, Fei, Ke, Wu, Guoping, Chien, Li-Hsin, Chen, Hui-Ling, Su, Yu-Chun, Tsai, Fang-Yu, Chen, Yi-Song, Yu, Jinming, Stevens, Victoria L, Laird-Offringa, Ite A, Marconett, Crystal N, Lin, Dongxin, Chen, Kexin, Wu, Yi-Long, Landi, Maria Teresa, Shen, Hongbing, Rothman, Nathaniel, Kohno, Takashi, Chanock, Stephen J., Lan, Qing, LS IRAS EEPI GRA (Gezh.risico-analyse), dIRAS RA-2, Seow, Wei Jie, Matsuo, Keitaro, Hsiung, Chao Agnes, Shiraishi, Kouya, Song, Minsun, Kim, Hee Nam, Wong, Maria Pik, Hong, Yun-Chul, Hosgood, H. Dean, Wang, Zhaoming, Chang, I-Shou, Wang, Jiu-Cun, Chatterjee, Nilanjan, Tucker, Margaret, Wei, Hu, Mitsudomi, Tetsuya, Zheng, Wei, Kim, Jin Hee, Zhou, Baosen, Caporaso, Neil E, Albanes, Demetrius, Shin, Min-Ho, Chung, Lap Ping, An, She-Juan, Wang, Ping, Zheng, Hong, Yatabe, Yasushi, Zhang, Xu-Chao, Kim, Young Tae, Shu, Xiao Ou, Kim, Young-Chul, Bassig, Bryan A., Chang, Jiang, Ho, James Chung Man, Ji, Bu Tian, Kubo, Michiaki, Daigo, Yataro, Ito, Hidemi, Momozawa, Yukihide, Ashikawa, Kyota, Kamatani, Yoichiro, Honda, Takayuki, Sakamoto, Hiromi, Kunitoh, Hideo, Tsuta, Koji, Watanabe, Shun-Ichi, Nokihara, Hiroshi, Miyagi, Yohei, Nakayama, Haruhiko, Matsumoto, Shingo, Tsuboi, Masahiro, Goto, Koichi, Yin, Zhihua, Shi, Jianxin, Takahashi, Atsushi, Goto, Akiteru, Minamiya, Yoshihiro, Shimizu, Kimihiro, Tanaka, Kazumi, Wu, Tangchun, Wei, Fusheng, Wong, Jason Y Y, Matsuda, Fumihiko, Su, Jian, Kim, Yeul Hong, Oh, In-Jae, Song, Fengju, Lee, Victor Ho Fun, Su, Wu-Chou, Chen, Yuh-Min, Chang, Gee-Chen, Chen, Kuan-Yu, Huang, Ming-Shyan, Yang, Pan-Chyr, Lin, Hsien-Chih, Xiang, Yong-Bing, Seow, Adeline, Park, Jae Yong, Kweon, Sun-Seog, Chen, Chien-Jen, Li, Haixin, Gao, Yu Tang, Wu, Chen, Qian, Biyun, Lu, Daru, Liu, Jianjun, Jeon, Hyo-Sung, Hsiao, Chin-Fu, Sung, Jae Sook, Tsai, Ying-Huang, Jung, Yoo Jin, Guo, Huan, Hu, Zhibin, Wang, Wen-Chang, Chung, Charles C., Lawrence, Charles, Burdett, Laurie, Yeager, Meredith, Jacobs, Kevin B., Hutchinson, Amy, Berndt, Sonja I., He, Xingzhou, Wu, Wei, Wang, Junwen, Li, Yuqing, Choi, Jin Eun, Park, Kyong Hwa, Sung, Sook Whan, Liu, Li, Kang, Chang Hyun, Hu, Lingmin, Chen, Chung-Hsing, Yang, Tsung-Ying, Xu, Jun, Guan, Peng, Tan, Wen, Wang, Chih-Liang, Sihoe, Alan Dart Loon, Chen, Ying, Choi, Yi Young, Hung, Jen-Yu, Kim, Jun Suk, Yoon, Ho-Il, Cai, Qiuyin, Lin, Chien-Chung, Park, In Kyu, Xu, Ping, Dong, Jing, Kim, Christopher, He, Qincheng, Perng, Reury-Perng, Chen, Chih-Yi, Vermeulen, Roel, Wu, Junjie, Lim, Wei-Yen, Chen, Kun-Chieh, Chan, John K C, Chu, Minjie, Li, Yao-Jen, Li, Jihua, Chen, Hongyan, Yu, Chong-Jen, Jin, Li, Lo, Yen-Li, Chen, Ying-Hsiang, Fraumeni, Joseph F., Liu, Jie, Yamaji, Taiki, Yang, Yang, Hicks, Belynda, Wyatt, Kathleen, Li, Shengchao A, Dai, Juncheng, Ma, Hongxia, Jin, Guangfu, Song, Bao, Wang, Zhehai, Cheng, Sensen, Li, Xuelian, Ren, Yangwu, Cui, Ping, Iwasaki, Motoki, Shimazu, Taichi, Tsugane, Shoichiro, Zhu, Junjie, Jiang, Gening, Fei, Ke, Wu, Guoping, Chien, Li-Hsin, Chen, Hui-Ling, Su, Yu-Chun, Tsai, Fang-Yu, Chen, Yi-Song, Yu, Jinming, Stevens, Victoria L, Laird-Offringa, Ite A, Marconett, Crystal N, Lin, Dongxin, Chen, Kexin, Wu, Yi-Long, Landi, Maria Teresa, Shen, Hongbing, Rothman, Nathaniel, Kohno, Takashi, Chanock, Stephen J., and Lan, Qing

Published
2017

16. Association between GWAS-identified lung adenocarcinoma susceptibility loci andEGFRmutations in never-smoking Asian women, and comparison with findings from Western populations

Author

Seow, Wei Jie, primary, Matsuo, Keitaro, additional, Hsiung, Chao Agnes, additional, Shiraishi, Kouya, additional, Song, Minsun, additional, Kim, Hee Nam, additional, Wong, Maria Pik, additional, Hong, Yun-Chul, additional, Hosgood, H. Dean, additional, Wang, Zhaoming, additional, Chang, I-Shou, additional, Wang, Jiu-Cun, additional, Chatterjee, Nilanjan, additional, Tucker, Margaret, additional, Wei, Hu, additional, Mitsudomi, Tetsuya, additional, Zheng, Wei, additional, Kim, Jin Hee, additional, Zhou, Baosen, additional, Caporaso, Neil E., additional, Albanes, Demetrius, additional, Shin, Min-Ho, additional, Chung, Lap Ping, additional, An, She-Juan, additional, Wang, Ping, additional, Zheng, Hong, additional, Yatabe, Yasushi, additional, Zhang, Xu-Chao, additional, Kim, Young Tae, additional, Shu, Xiao-Ou, additional, Kim, Young-Chul, additional, Bassig, Bryan A., additional, Chang, Jiang, additional, Ho, James Chung Man, additional, Ji, Bu-Tian, additional, Kubo, Michiaki, additional, Daigo, Yataro, additional, Ito, Hidemi, additional, Momozawa, Yukihide, additional, Ashikawa, Kyota, additional, Kamatani, Yoichiro, additional, Honda, Takayuki, additional, Sakamoto, Hiromi, additional, Kunitoh, Hideo, additional, Tsuta, Koji, additional, Watanabe, Shun-Ichi, additional, Nokihara, Hiroshi, additional, Miyagi, Yohei, additional, Nakayama, Haruhiko, additional, Matsumoto, Shingo, additional, Tsuboi, Masahiro, additional, Goto, Koichi, additional, Yin, Zhihua, additional, Shi, Jianxin, additional, Takahashi, Atsushi, additional, Goto, Akiteru, additional, Minamiya, Yoshihiro, additional, Shimizu, Kimihiro, additional, Tanaka, Kazumi, additional, Wu, Tangchun, additional, Wei, Fusheng, additional, Wong, Jason Y.Y., additional, Matsuda, Fumihiko, additional, Su, Jian, additional, Kim, Yeul Hong, additional, Oh, In-Jae, additional, Song, Fengju, additional, Lee, Victor Ho Fun, additional, Su, Wu-Chou, additional, Chen, Yuh-Min, additional, Chang, Gee-Chen, additional, Chen, Kuan-Yu, additional, Huang, Ming-Shyan, additional, Yang, Pan-Chyr, additional, Lin, Hsien-Chih, additional, Xiang, Yong-Bing, additional, Seow, Adeline, additional, Park, Jae Yong, additional, Kweon, Sun-Seog, additional, Chen, Chien-Jen, additional, Li, Haixin, additional, Gao, Yu-Tang, additional, Wu, Chen, additional, Qian, Biyun, additional, Lu, Daru, additional, Liu, Jianjun, additional, Jeon, Hyo-Sung, additional, Hsiao, Chin-Fu, additional, Sung, Jae Sook, additional, Tsai, Ying-Huang, additional, Jung, Yoo Jin, additional, Guo, Huan, additional, Hu, Zhibin, additional, Wang, Wen-Chang, additional, Chung, Charles C., additional, Lawrence, Charles, additional, Burdett, Laurie, additional, Yeager, Meredith, additional, Jacobs, Kevin B., additional, Hutchinson, Amy, additional, Berndt, Sonja I., additional, He, Xingzhou, additional, Wu, Wei, additional, Wang, Junwen, additional, Li, Yuqing, additional, Choi, Jin Eun, additional, Park, Kyong Hwa, additional, Sung, Sook Whan, additional, Liu, Li, additional, Kang, Chang Hyun, additional, Hu, Lingmin, additional, Chen, Chung-Hsing, additional, Yang, Tsung-Ying, additional, Xu, Jun, additional, Guan, Peng, additional, Tan, Wen, additional, Wang, Chih-Liang, additional, Sihoe, Alan Dart Loon, additional, Chen, Ying, additional, Choi, Yi Young, additional, Hung, Jen-Yu, additional, Kim, Jun Suk, additional, Yoon, Ho-Il, additional, Cai, Qiuyin, additional, Lin, Chien-Chung, additional, Park, In Kyu, additional, Xu, Ping, additional, Dong, Jing, additional, Kim, Christopher, additional, He, Qincheng, additional, Perng, Reury-Perng, additional, Chen, Chih-Yi, additional, Vermeulen, Roel, additional, Wu, Junjie, additional, Lim, Wei-Yen, additional, Chen, Kun-Chieh, additional, Chan, John K.C., additional, Chu, Minjie, additional, Li, Yao-Jen, additional, Li, Jihua, additional, Chen, Hongyan, additional, Yu, Chong-Jen, additional, Jin, Li, additional, Lo, Yen-Li, additional, Chen, Ying-Hsiang, additional, Fraumeni, Joseph F., additional, Liu, Jie, additional, Yamaji, Taiki, additional, Yang, Yang, additional, Hicks, Belynda, additional, Wyatt, Kathleen, additional, Li, Shengchao A., additional, Dai, Juncheng, additional, Ma, Hongxia, additional, Jin, Guangfu, additional, Song, Bao, additional, Wang, Zhehai, additional, Cheng, Sensen, additional, Li, Xuelian, additional, Ren, Yangwu, additional, Cui, Ping, additional, Iwasaki, Motoki, additional, Shimazu, Taichi, additional, Tsugane, Shoichiro, additional, Zhu, Junjie, additional, Jiang, Gening, additional, Fei, Ke, additional, Wu, Guoping, additional, Chien, Li-Hsin, additional, Chen, Hui-Ling, additional, Su, Yu-Chun, additional, Tsai, Fang-Yu, additional, Chen, Yi-Song, additional, Yu, Jinming, additional, Stevens, Victoria L., additional, Laird-Offringa, Ite A., additional, Marconett, Crystal N., additional, Lin, Dongxin, additional, Chen, Kexin, additional, Wu, Yi-Long, additional, Landi, Maria Teresa, additional, Shen, Hongbing, additional, Rothman, Nathaniel, additional, Kohno, Takashi, additional, Chanock, Stephen J., additional, and Lan, Qing, additional

Published
2016
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35. Fouling Mitigation by TiO2 Composite Membrane in Membrane Bioreactors.

Author

Su, Yu-Chun, Huang, Chihpin, Pan, Jill Ruhsing, Hsieh, Wen-Pin, and Chu, Min-Chia

Subjects
*MEMBRANE reactors, *WATER purification, *FOULING, *INDUSTRIAL wastes, *HYDROPHILIC compounds, *TITANIUM dioxide
Abstract

Membrane bioreactors (MBRs) have attracted widespread attention in advanced water treatment because of their production of consistent and high-quality effluent. However, membrane fouling during operation has greatly hindered their application. Studies have suggested that a coating of TiO2 nanoparticles on membranes may reduce membrane fouling by enhancing the hydrophilicity of the membrane. In this study, two membranes were coated with TiO2 nanoparticles for membrane fouling mitigation. To evaluate the filtration performance of the TiO2 composite membranes, a synthetic wastewater was prepared to model the municipal wastewater for the MBR operation. The mixed liquor from the MBR was used in the filtration test to evaluate the performance of the TiO2 composite membrane. Filtration tests showed that membrane fouling was reduced substantially, which was attributable to the increased hydrophilicity of the membrane. Results also shows that optimal amount of coating is important in fouling mitigation. An ultrasonic washing test suggests that most of the TiO2 particles were firmly coated on the surface of the composite membrane. [ABSTRACT FROM AUTHOR]

Published
2012
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36. Reliability‐Based Optimization Model for Water Distribution Systems

Author

Su, Yu‐Chun, Mays, Larry W., Duan, Ning, and Lansey, Kevin E.

Abstract

This paper presents the basic framework for a model that can be used to determine the optimal (least‐cost) design of a water distribution system subject to continuity, conservation of energy, nodal head bounds, and reliability constraints. Reliability is defined as the probability of satisfying nodal demands and pressure heads for various possible pipe failures (breaks) in the water distribution system. The overall model includes three that are linked: a steady‐state simulation model, a reliability model, and an optimization model. The simulation model is used to implicitly solve the continuity and energy constraints and is used in the reliability model to define minimum cut sets. The reliability model, which is based on a minimum cut‐set method, determines the values of system and nodal reliability. The optimization model is based on a generalized reduced‐gradient method. Examples are used to illustrate the model.

Published
1987

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