{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,27]],"date-time":"2025-11-27T10:37:37Z","timestamp":1764239857649,"version":"build-2065373602"},"reference-count":18,"publisher":"MDPI AG","issue":"7","license":[{"start":{"date-parts":[[2014,6,25]],"date-time":"2014-06-25T00:00:00Z","timestamp":1403654400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/3.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Sensors"],"abstract":"<jats:p>The maintenance of large-scale systems is an important issue for logistics support planning. In this paper, we developed a Logistical Remote Association Repair Framework (LRARF) to aid repairmen in keeping the system available. LRARF includes four subsystems: smart mobile phones, a Database Management System (DBMS), a Maintenance Support Center (MSC) and wireless networks. The repairman uses smart mobile phones to capture QR-codes and the images of faulty circuit boards. The captured QR-codes and images are transmitted to the DBMS so the invalid modules can be recognized via the proposed algorithm. In this paper, the Linear Projective Transform (LPT) is employed for fast QR-code calibration. Moreover, the ANFIS-based data mining system is used for module identification and searching automatically for the maintenance manual corresponding to the invalid modules. The inputs of the ANFIS-based data mining system are the QR-codes and image features; the output is the module ID. DBMS also transmits the maintenance manual back to the maintenance staff. If modules are not recognizable, the repairmen and center engineers can obtain the relevant information about the invalid modules through live video. The experimental results validate the applicability of the Android-based platform  in the recognition of invalid modules. In addition, the live video can also be recorded synchronously on the MSC for later use.<\/jats:p>","DOI":"10.3390\/s140711278","type":"journal-article","created":{"date-parts":[[2014,6,26]],"date-time":"2014-06-26T02:28:30Z","timestamp":1403749710000},"page":"11278-11292","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":4,"title":["Android Platform Based Smartphones for a Logistical Remote Association Repair Framework"],"prefix":"10.3390","volume":"14","author":[{"given":"Shao-Fan","family":"Lien","sequence":"first","affiliation":[{"name":"Integrated Logistic Support Centre, Chung-Shan Institute of Science and Technology, No.481,  Sec. chia an, Zhongzheng Rd., Longtan Shiang, Taoyuan County 325, Taiwan"}]},{"given":"Chun-Chieh","family":"Wang","sequence":"additional","affiliation":[{"name":"Electronic Engineering Department, Chienkuo Technology University, No.1, Chieh Shou N. Road, Changhua City 500, Taiwan"}]},{"given":"Juhng-Perng","family":"Su","sequence":"additional","affiliation":[{"name":"Department of Electrical Engineering, National Dong Hwa University, No. 1, Sec. 2, Da Hsueh Rd., Shoufeng, Hualien County 97401, Taiwan"}]},{"given":"Hong-Ming","family":"Chen","sequence":"additional","affiliation":[{"name":"Electronic Engineering Department, Chienkuo Technology University, No.1, Chieh Shou N. Road, Changhua City 500, Taiwan"}]},{"given":"Chein-Hsing","family":"Wu","sequence":"additional","affiliation":[{"name":"Integrated Logistic Support Centre, Chung-Shan Institute of Science and Technology, No.481,  Sec. chia an, Zhongzheng Rd., Longtan Shiang, Taoyuan County 325, Taiwan"}]}],"member":"1968","published-online":{"date-parts":[[2014,6,25]]},"reference":[{"key":"ref_1","unstructured":"Lee, J. (1997, January 13\u201316). Strategy and challenges on remote diagnostics and maintenance for manufacturing equipment. 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Power"}],"container-title":["Sensors"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/1424-8220\/14\/7\/11278\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,11]],"date-time":"2025-10-11T21:12:55Z","timestamp":1760217175000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/1424-8220\/14\/7\/11278"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2014,6,25]]},"references-count":18,"journal-issue":{"issue":"7","published-online":{"date-parts":[[2014,7]]}},"alternative-id":["s140711278"],"URL":"https:\/\/doi.org\/10.3390\/s140711278","relation":{},"ISSN":["1424-8220"],"issn-type":[{"type":"electronic","value":"1424-8220"}],"subject":[],"published":{"date-parts":[[2014,6,25]]}}}