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基于黑箱法的成品卷煙外觀檢測設備設計與試驗
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國家重點研發(fā)計劃項目(2022YFD2002004)、云南省院士(專家)工作站項目(202105AF150030)和云南中煙重點項目(2022ZK05)


Design and Test of Appearance Inspection Equipment for Cigarettes Based on Black Box Method
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    摘要:

    針對成品卷煙外表面缺陷種類多、分類細、人工質檢無法對卷煙外觀的細粒度缺陷進行系統(tǒng)性檢測的問題,設計一種成品卷煙外觀檢測設備,自動完成成品卷煙的外觀全矢量成像和缺陷檢測。利用黑箱法對檢測設備的技術系統(tǒng)進行分析,并設計了成品卷煙檢測設備,該設備主要包括儲供裝置、單元離散裝置、外觀成像裝置、分揀裝置和缺陷檢測模型;對影響卷煙運行穩(wěn)定性、卷煙無損率、成像質量的關鍵因素進行試驗,在單元離散裝置上對卷煙運行穩(wěn)定性因素進行正交試驗,結果表明,當滑板提升速度為0.3m/s、過渡板傾斜角為40°、輥子速度為0.045m/s時,煙支輸送無斜率可達100%,無偏移率可達99.5%,在分揀裝置上對造成卷煙損傷的關鍵因素進行正交試驗,結果表明,當氣缸伸縮速度為20mm/s、彈簧剛度為3N/mm時,煙支損傷率為0,對影響成像質量的關鍵光照因素進行試驗,結果表明,光源照射角為10°、光源與煙支高差為30mm時,圖像直方圖的像素點與其亮度分布包絡線平緩,圖像清晰;最后,在設備上完成54mm×100規(guī)格煙支的檢測試驗,利用改進HourglassNet-YOLO v4網(wǎng)絡模型對成像進行缺陷檢測,結果表明,煙支缺陷檢出準確率達到98%,缺陷分類準確率達到95.4%。試驗結果表明,該設備運行穩(wěn)定,能夠滿足成品卷煙外觀檢測需求。

    Abstract:

    As the final output product of tobacco agriculture, the appearance quality of cigarette is the key link to control. However, there is no special detection equipment for the whole appearance defect detection of cigarette, while many finely categorized defects exist on the external surface of cigarette, which cannot be detected manually in a comprehensive, detailed and systematic manner. And the standardization of quality testing and the digitization of quality control are severely inhibited. A cigarette appearance inspection device was designed and tested after analyzing the technical systems of the testing equipment by using the black box approach. Firstly, the equipment was designed by combining innovative mechanical design and visual inspection function, which consisted mainly of device for storing and supplying cigarettes, device for forming units, full appearance imaging device of cigarette, sorting device and defects detection algorithm programs. Secondly, key factors affecting cigarette running stability, cigarette integrity, and imaging quality were tested on the equipment. The experimental results showed that the equipment can image cigarette completely and operate stably under the optimum parameters: the lifting speed of slide plate was 0.3m/s, the angle of transition plate was 40°, the displacement speed of roller was 0.045m/s, the expansion speed of the cylinder was 20mm/s, the spring stiffness was 3N/mm, the angle of the light source was 10°, and the height difference between the light source and the cigarette was 30mm. Thirdly, cigarette of 54mm×100 size was imaged in the equipment, and the resulting images were processed by improved HourglassNet-YOLO v4 network model, while the result showed that the accuracy of defect detection and defect classification can reach 98% and 95.4%, respectively. The experimental results showed that the device can meet the needs of cigarette appearance detection and can provide a reference value for cylindrical object appearance detection.

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蔣仕飛,張兆國,王法安,李治,解開婷.基于黑箱法的成品卷煙外觀檢測設備設計與試驗[J].農(nóng)業(yè)機械學報,2023,54(s2):375-387. JIANG Shifei, ZHANG Zhaoguo, WANG Faan, LI Zhi, XIE Kaiting. Design and Test of Appearance Inspection Equipment for Cigarettes Based on Black Box Method[J]. Transactions of the Chinese Society for Agricultural Machinery,2023,54(s2):375-387.

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  • 收稿日期:2023-06-28
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  • 在線發(fā)布日期: 2023-08-30
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