| 研究生: |
朱庭慶 Chu, Ting-Ching |
|---|---|
| 論文名稱: |
適用於初期失智檢測之互動認知系統與機器學習空間記憶能力辨識演算法開發 Design and Implementation of Early Dementia Detection System Based on Machine Learning Using Visually Recognize Algorithm |
| 指導教授: |
林志隆
Lin, Chih-Lung |
| 學位類別: |
博士 Doctor |
| 系所名稱: |
電機資訊學院 - 電機工程學系 Department of Electrical Engineering |
| 論文出版年: | 2021 |
| 畢業學年度: | 109 |
| 語文別: | 英文 |
| 論文頁數: | 76 |
| 中文關鍵詞: | 電容式觸控面板 、適應性卡爾曼濾波器 、嵌入式系統 、克羅斯積木 、認知檢測 、模糊邏輯系統 、支持向量機 、特徵選擇 、階層式分群法 |
| 外文關鍵詞: | Capacitive touch panel, Adaptive Kalman filter, embedded system, Corsi block tapping task, Spatial working memory, Fuzzy logic system, Machine learning, Univariate feature ranking, Support vector machine, Hierarchical clustering |
| 相關次數: | 點閱:136 下載:0 |
| 分享至: |
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[1] A. Oyama, S. Takeda, Y. Ito, T. Nakajima, Y. Takami, Y. Takeya, and R. Morishita, “Novel method for rapid assessment of cognitive impairment using high-performance eye-tracking technology,” Scientific reports, vol. 9, no. 1, pp. 1–9, Sep. 2019.
[2] H. T. Chang, T. H. Tsai, Y. C. Chang, and Y. M. Chang, “Touch panel usability of elderly and children,” Computers in Human Behavior, vol. 37, pp. 258–269, Aug. 2014.
[3] Y. Fukui, T. Yamashita, N. Hishikawa, T. Kurata, K. Sato, Y. Omote, and K. Abe, “Computerized touch-panel screening tests for detecting mild cognitive impairment and Alzheimer's disease,” Internal Medicine, vol. 54, no. 8, pp. 895–902, Apr. 2015.
[4] S. Müller, , O. Preische, , P. Heymann, , U. Elbing, , & C. Laske, “Increased diagnostic accuracy of digital vs. conventional clock drawing test for discrimination of patients in the early course of Alzheimer’s disease from cognitively healthy individuals.” Frontiers in aging neuroscience, vol. 9, pp. 1–10, Apr. 2017.
[5] C. L. Lin, Y. M. Chang, C. C. Hung, C. D. Tu, C. Y. Chuang, “Position estimation and smooth tracking with a fuzzy logic-based adaptive strong tracking Kalman filter for capacitive touch panels,” IEEE Trans. Ind. Electron., vol. 62, no. 8, pp. 5097–5108, Aug. 2015.
[6] P. M. Corsi, “Human memory and the medial temporal region of the brain.” Diss. ProQuest Information & Learning, 1973.
[7] M. V. Asselen, R. P. Kessels, S. F. Neggers, L. J. Kappelle, C. J. Frijns, and A. Postma, “Brain areas involved in spatial working memory.” Neuropsychologia, vol. 44, no. 7, pp. 1185-1194, 2006, doi: 10.1016/j.neuropsychologia.2005.10.005
[8] T. Iachini, G. Ruggiero, M. Conson, and L. Trojano, “Lateralization of egocentric and allocentric spatial processing after parietal brain lesions.” Brain and cognition, vol. 69, no. 3, pp. 514-520, Dec. 2008, doi: 10.1016/j.bandc.2008.11.001
[9] M. Chechlacz, P. Rotshtein, and G. W. Humphreys, (2014). “Neuronal substrates of Corsi Block span: lesion symptom mapping analyses in relation to attentional competition and spatial bias.” Neuropsychologia, vol. 64, pp. 240-251, Nov. 2014, doi: 10.1016/j.neuropsychologia.2014.09.038
[10] L. Piccardi, G. Iaria, F. Bianchini, L. Zompanti, C. and Guariglia, “Dissociated deficits of visuo-spatial memory in near space and navigational space: evidence from brain-damaged patients and healthy older participants.” Aging, Neuropsychology, and Cognition, vol. 18, no. 3, pp. 362-384, May. 2011, doi:10.1080/13825585.2011.560243
[11] R. P. Kessels, M. J. V. Zandvoort, A. Postma, L. J. Kappelle, and E. H. De Haan, “The Corsi block-tapping task: standardization and normative data.” Applied neuropsychology, vol. 7, no. 4, pp. 252-258, 2000, doi: 10.1207/S15324826AN0704_8
[12] K. Farrell Pagulayan, R. M. Busch, K. L. Medina, J. A. Bartok, and R. Krikorian, “Developmental normative data for the Corsi Block-tapping task.” Journal of clinical and experimental neuropsychology, vol. 28, no. 6, pp. 1043-1052, 2006, doi: 10.1080/13803390500350977
[13] R. Brunetti, C. Del Gatto, and F. Delogu, “eCorsi: implementation and testing of the Corsi block-tapping task for digital tablets.” Frontiers in psychology, vol. 5, pp. 939-946, Sep. 2014, doi: 10.3389/fpsyg.2014.00939
[14] M. H. Claessen, I. J. Van Der Ham, and M. J. Van Zandvoort, “Computerization of the standard Corsi block-tapping task affects its underlying cognitive concepts: a pilot study.” Applied Neuropsychology: Adult, vol. 22, no. 3, pp. 180-188, Sep. 2014, doi: 10.1080/23279095.2014.892488
[15] A. Orsini, “Corsi's block-tapping test: Standardization and concurrent validity with WISC—R for children aged 11 to 16.” Perceptual and motor skills, vol. 79, no. 3, pp. 1547-1554, Dec. 1994, doi: 10.2466/pms.1994.79.3f.1547
[16] A. Perrochon, G. Kemoun, B. Dugué, and A. Berthoz, “Cognitive impairment assessment through visuospatial memory can be performed with a modified walking Corsi test using the ‘magic carpet” Dementia and geriatric cognitive disorders extra, vol. 4, no. 1, pp. 1-13, 2014, doi: 10.1159/000356727
[17] R. Brunetti, C. D. Gatto, and F. Delogu, “eCorsi: implementation and testing of the Corsi block-tapping task for digital tablets,” Frontiers in psychology, vol. 5, pp. 1-8, Jul. 2014.
[18] S. Siddi, A. Preti, E. Lara, G. Brébion, R. Vila, M. Iglesias, and J. M. Haro, “Comparison of the touch-screen and traditional versions of the Corsi block-tapping test in patients with psychosis and healthy controls,” BMC psychiatry, vol. 20, no. 1, pp. 1-10, Jun. 2020.
[19] D. B. Berch, R. Krikorian, and E. M. Huha, “The Corsi block-tapping task: Methodological and theoretical considerations,” Brain and cognition, vol. 38, no. 3, pp. 317-338, Dec. 1998.
[20] F. B. Parmentier, G. Elford, and M. Maybery, “Transitional information in spatial serial memory: Path characteristics affect recall performance,” Journal of Experimental Psychology: Learning, Memory, and Cognition, vol. 31, no. 3, pp. 412-427, Jun. 2005.
[21] R. N. Aguilar and G. C. M. Meijer, “Fast interface electronics for a resistive touch screen,” in Proc. IEEE Sensors, vol. 2, pp.1360–1363, 2002.
[22] S. K. Oruganti, S. H. Heo, H Ma and F. Bien, “Wireless energy transfer: touch/proximity/hover sensing for large contoured displays and industrial applications,” IEEE Sensors J., vol. 15, pp. 2062–2068, Oct. 2014.
[23] S. H. Bae, B. C. Yu, S. Lee, H. U. Jang, J. Choi, M. Sohn, I. Ahn, and I. Kang, “Integrating multi-touch function with a large-sized LCD,” in Proc. SID Tech. Dig., pp. 178–181, 2008.
[24] S. Kim, W. Choi, W. Rim, Y. Chun, H. Shim, H. Kwon, J Kim, I. Kee, S. Kim, S. Y. Lee, and J. Park, “A highly sensitive capacitive touch sensor integrated on a thin-film-encapsulated active-matrix OLED for ultrathin displays,” IEEE Trans. Electron Devices, vol. 58, no. 10, pp. 3609–3615, Oct. 2011.
[25] H. Jang, H. Shin, S. Ko, I. Yun, and K. Lee, “2D coded-aperture-based ultra-compact capacitive touch-screen controller with 40 reconfigurable channels,” ISSCC Dig. Tech. Papers, pp. 218–219, Feb. 2014.
[26] K. Lim, K.-S. Jung, C.-S. Jang, J.-S. Baek and I.-B. Kang "A fast and energy efficient single-chip touch controller for tablet touch applications", IEEE/OSA J. Display Technol., vol. 9, no. 7, pp.520 -526, Jul. 2013.
[27] T. H. Hwang, W. H. Cui, I. S. Yang, and O. K. Kwon, “A highly area-efficient controller for capacitive touch screen panel systems,” IEEE Trans. Consumer Electron., vol. 56, no. 2, pp. 1115–1122, May 2010.
[28] G. Du and P. Zhang, “A markerless human–robot interface using particle filter and Kalman filter for dual robots,” IEEE Trans. Ind. Electron., vol. 62, no. 5, pp. 2257–2264, Apr. 2015.
[29] I. S. Yang and O. K. Kwon, “A touch controller using differential sensing method for on-cell capacitive touch screen panel systems,” IEEE Trans. Consumer Electron., vol. 57, no. 3, pp. 1027–1032, Aug. 2011.
[30] C. L. Lin, Y. M. Chang, U C. Lin, and C. S. Li, “Kalman filter smooth tracking based on multi-touch for capacitive panel,” in Proc. SID Tech. Dig., pp. 1845–1847, 2011.
[31] C. L. Lin, C. S. Li, Y. M. Chang, T. C. Lin, J. F. Chen, and U C. Lin “Pressure sensitive stylus and algorithm for touchscreen panel,” IEEE/OSA J. Display Technol., vol. 9, no. 1, pp. 17–23, Jan. 2013.
[32] H. R. Kim, Y.K. Choi, S. H. Byun, S. W. Kim, K. H. Choi, H. Y. Ahn, J. K. Park, D. Y. Lee, Z. Y. Wu, H. D. Kwon, Y. Y. Choi, C. J. Lee, H. H. Cho, J. S. Yu, and M. Lee, “A mobile-display-driver IC embedding a capacitive-touch-screen controller system,” ISSCC Dig. Tech. Papers, pp.114–116, Feb. 2010.
[33] H. Shin, S. Ko, H. Jang, I. Yun, and K. Lee, “A 55 dB SNR with 240 Hz frame scan rate mutual capacitor 30 × 24 touch-screen panel read-out IC using code-division multiple sensing technique”. ISSCC Dig. Tech. Papers, pp. 388–389, Feb. 2013.
[34] S. Ko, H. Shin, H. Jane, I. Yun, K. Lee, “A 70dB SNR capacitive touch screen panel readout IC using capacitor-less trans-impedance amplifier and coded Orthogonal Frequency-Division Multiple Sensing scheme,” in Proc. IEEE VLSIC, pp 216–217, Jun. 2013
[35] S. P. Won, W. W. Melek, Senior, and F. Golnaraghi, “A Kalman/particle filter-based position and orientation estimation method using a position sensor/inertial measurement unit hybrid system,” IEEE Trans. Ind. Electron., vol. 57, no. 5, pp. 1787–1798, May 2010.
[36] C. M. Wen and M. Y. Cheng, “Development of a recurrent fuzzy CMAC with adjustable input space quantization and self-tuning learning rate for control of a dual-axis piezoelectric actuated micromotion stage,” IEEE Trans. Ind. Electron., vol. 60, no. 11, pp. 5105–5115, Nov. 2013.
[37] F. Jiancheng and Y. Sheng, “Study on innovation adaptive EKF for in-flight alignment of airborne POS,” IEEE Trans. Instrum. Meas., vol. 60, no. 4, pp. 1378–1388, Apr. 2011.
[38] C. Y. Chen and M. Y. Cheng, “Velocity field control and adaptive virtual plant disturbance compensation for planar contour following tasks,” IET Control Theory Appl., vol. 6, no. 9, pp. 1182-1191, Jun. 2012.
[39] B. Feng, M. Fu, H. Ma, Y. Xia, and B. Wang, “Kalman filter with recursive covariance estimation-sequentially estimating process noise covariance,” IEEE Trans. Ind. Electron., vol. 61, no. 11, pp. 6253–6263, Nov. 2014.
[40] A. Dragomir, A. G. Vrahatis, and A. Bezerianos, “A network-based perspective in Alzheimer's disease: current state and an integrative framework,” IEEE journal of biomedical and health informatics, vol. 23, no. 1, pp. 14-25, Jan. 2019, doi: 10.1109/JBHI.2018.2863202.
[41] B. Wallace, F. Knoefel, R. Goubran, P. Masson, A. Baker, B. Allard, V. Guana, and E. Stroulia, “Detecting cognitive ability changes in patients with moderate dementia using a modified “Whack-a-Mole” game,” IEEE Trans. on Instrumentation and Measurement, vol. 67, no. 7, pp. 1521-1534, Jul. 2018, doi: 10.1109/TIM.2017.2761638.
[42] Q. Zhou, M. Goryawala, M. Cabrerizo, J. Wang, W. Barker, D. A. Loewenstein, R. Duara, and M. Adjouadi, “An optimal decisional space for the classification of alzheimer's disease and mild cognitive Impairment,” IEEE Transactions on Biomedical Engineering, vol. 61, no. 8, pp. 2245-2253, Aug. 2014, doi: 10.1109/TBME.2014.2310709.
[43] P. T. Trzepacz, H Hochstetler, S Wang, B Walker, and A. J. Saykin, “Relationship between the Montreal cognitive assessment and mini-mental state examination for assessment of mild cognitive impairment in older adults.” BMC geriatrics, vol. 15, no. 1, pp. 107-115, Sep. 2015, doi:10.1186/s12877-015-0103-3
[44] J. W. Kim, D. Y. Lee, E. H. Seo, B. K. Sohn, Y. M. Choe, S. G. Kim, S. Y. Park, I. H. Choo, J. C. Youn, J. H. Jhoo, K. W. Kim, and J. I. Woo, “Improvement of screening accuracy of mini-mental state examination for mild cognitive impairment and non-alzheimer's disease dementia by supplementation of verbal fluency performance.” Psychiatry investigation, vol. 11, no. 1, pp. 44-51, Jan. 2014, doi: 10.4306/pi.2014.11.1.44
[45] D. Stoffers, H. W. Berendse, J. B. Deijen, and E. C. Wolters, “Deficits on Corsi's block-tapping task in early stage Parkinson's disease.” Parkinsonism & Related Disorders, vol. 10, no. 2, pp. 107-111, Dec. 2003, doi: 10.1016/S1353-8020(03)00106-8
[46] H. Lee, G. Han, I. Lee, S. Yim, K. Hong, H. Lee, and S. Choi, “Haptic assistance for memorization of 2-D selection sequences,” IEEE transactions on human-machine systems, vol. 43, no. 6, pp. 643-649, Nov. 2013, doi: 10.1109/TSMC.2013.2283464.
[47] Y. J. Wu, P. Tseng, H. W. Huang, J. F. Hu, C. H. Juan, K. S. Hsu, and C. C. Lin, “The facilitative effect of transcranial direct current stimulation on visuospatial working memory in patients with diabetic polyneuropathy: a pre–post sham-controlled study.” Frontiers in human neuroscience, vol. 10, pp. 479-489, Sep. 2016, doi: 10.3389/fnhum.2016.00479
[48] C. L. Lin, P. C. Lai, P.C. Lai, P. S. Chen, and W. L. Wu, “Pixel crcuit with parallel driving scheme for compensating luminance variation based on a-IGZO TFT for AMOLED displays,” IEEE/OSA journal of display technology, vol. 12, no. 12, pp. 1681-1687, Dec. 2016, doi: 10.1109/JDT.2016.2616507.
[49] C. L. Lin, P. S. Chen, M. H. Cheng, Y. T. Liu, and F. H. Chen, “A three-transistor pixel circuit to compensate for threshold voltage variations of LTPS TFTs for AMOLED displays,” IEEE/OSA journal of display technology, vol. 11, no. 2, pp. 146-148, Feb. 2015, doi: 10.1109/JDT.2014.2383434.
[50] C. L. Lin, F. H. Chen, C. C. Hung, P. S. Chen, M. Y. Deng, C. M. Lu, and T. H. Huang, “New a-IGZO pixel circuit composed of three transistors and one capacitor for use in high-speed-scan AMOLED displays,” IEEE/OSA journal of display technology, vol. 11, no. 12, pp. 1031-1034, Dec. 2015, doi: 10.1109/JDT.2015.2494064.
[51] H. B. Mann and D. R. Whitney, “On a test of whether one of 2 random variables is stochastically larger than the other,” Annals of mathematical statistics, vol.18, no. 1, pp. 50-60, 1947, doi: 10.1214/aoms/1177730491.
[52] C. L. Lin, T. C. Chu, M. H. Wu, M. Y. Deng, W. C. Chiu, C. H. Chen, P. S. Sung, W. L. Tsao, T. C. Lin, “Evaluation of novel cognitive assessment system for testing visual memory of the elderly”, IEEE Access, vol. 9, pp. 47330-47337, Mar. 2021. doi: 10.1109/ACCESS.2021.3065684
[53] P. Smirni, C. Villardita, G. Zappalà, “Influence of different paths on spatial memory performance in the Block-Tapping Test.”, J Clin Neuropsychol, vol. 5, no. 4, pp. 355-363, Dec. 1983, doi: 10.1080/01688638308401184.
[54] A. Orsini, S. Simonetta , MS. Marmorato, “Corsi's block-tapping test: some characteristics of the spatial path which influence memory.” Percept Mot Skills, vol. 98, no. 2, pp. 382-389, Apr. 2004, doi: 10.2466/pms.98.2.382-388.
校內:2026-08-10公開