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篇名 一個具常模路徑比對功能的認知障礙者走失偵測系統與效能分析
卷期 6:2
並列篇名 Using Normals to Detect Real-time Anomalies for Traveling Individuals with Cognitive Impairments
作者 馬瑱賢張耀仁黃俊達王增勇
頁次 141-148
關鍵字 社會服務走失偵測認知障礙輔助科技Social serviceAnomaly detectionCognitive impairmentsAssistive technology
出刊日期 201104

中文摘要

在身心障礙就業輔導體系中,認知障礙者無法在戶外單獨行動,常常需要別人的協助,但因為就業輔導員人力缺乏,可能無法同一時間照料所需照護的認知障礙者。認知障礙者常會因為情緒問題在上班途中離開,造成就輔員的負擔,就輔員往往要花費更多的時間以找尋認知障礙者,造成人力資源的耗損。為了減輕認知障礙就業輔導體系過於勞力密集的問題,本篇論文提出以輔具科技來協助就輔員與認知障礙者的家人,結合手持裝置及GPS 定位系統,建立即時偵測走失系統。在系統中,我們將所有的移動軌跡做預處理,由原本的位置點變軌跡為一連串相連的矩形(稱為
BOX),然後將學員的即時軌跡當作輸入,與事先蒐集的常模路徑比對,透過就業輔導員的篩選,總共找尋五位認知障礙學員,實際測試本系統。

英文摘要

Because individuals with cognitive impairments are frequently dependent on others for support across environments, strategies and skills must be introduced that directly lead to access of those supports. To relieve their job coaches from labor-intensive aids with traveling to work, a PDA is carried by the individual who has cognitive impairments. The PDA
enables individuals to respond to unexpected situations such as being lost by effectively using the handheld device to alert themselves or call for assistance in the support system. In this paper, we build a real-time deviation detection system and conduct field experiments in community-based settings for individuals with cognitive impairments. We study real-time anomaly detection in a context that considers user trajectories as input and tries to identify anomaly for users following normal routes such as taking public transportation from the workplace to home or vice versa. Trajectories are modeled as a discrete-time series of axisparallel
constraints (“boxes”) in the 2D space. The incremental comparison between the current movement pattern and the norms which are previously constructed user transportation routines can be calculated. Finally, the proposed system was implemented and evaluated with five individuals with cognitive impairments.

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