دانلود مقاله انگلیسی رایگان:وضعیت کاربرد و چالش های بینایی ماشین در کارخانه نهال- مرور - 2021
دانلود بهترین مقالات isi همراه با ترجمه فارسی
دانلود مقاله انگلیسی بینایی ماشین رایگان
  • Application status and challenges of machine vision in plant factory - A review Application status and challenges of machine vision in plant factory - A review
    Application status and challenges of machine vision in plant factory - A review

    سال انتشار:

    2021


    عنوان انگلیسی مقاله:

    Application status and challenges of machine vision in plant factory - A review


    ترجمه فارسی عنوان مقاله:

    وضعیت کاربرد و چالش های بینایی ماشین در کارخانه نهال- مرور


    منبع:

    Sciencedirect - Elsevier - Information Processing in Agriculture, Corrected proof: doi:10:1016/j:inpa:2021:06:003


    نویسنده:

    Zhiwei Tian


    چکیده انگلیسی:

    Plant factories have a great potential for mitigating the contradiction between the world’s growing population and food scarcity. During the process of its automatic production, machine vision plays a significant role. This technique almost covers every production link from raising seedlings, transplanting, management, and harvesting to fruit grading. To pro- vide references and a starting point for those who are committed to studying this issue. In this paper, the application prospects of machine vision in plant factories were analyzed, and the present researches were summarized from the fields of plant growth monitoring, robot operation assistance, and fruit grading. The results found that although the existing methods have solved some practical problems at low cost, high efficiency and precision, some challenges still are faced by machine vision. Firstly, the changing lighting, complex backgrounds, and color similarity within plant different parts cause the commonly used image segmentation algorithms to fail. The shortage of standard agricultural datasets also keeps deep learning and unsupervised classification algorithms from making progress. Secondly, there are some theoretical knowledge gaps for machine vision application in a particular environment of plant factories, which seriously contains its application effect. Thirdly, the lack of special image acquisition devices and supporting facilities resulted in poor image quality. All these factors hinder machine vision application in plant factories. Nevertheless, it is still a powerful tool and irreplaceable at present. We believed that this technique would promote plant factory development greatly with more robust, efficient, and reliable algorithms are developed in the future.© 2021 China Agricultural University. Publishing services by Elsevier B.V. on behalf of KeAi Communications Co. Ltd. This is an open access article under the CC BY-NC-ND license(http://creativecommons.org/licenses/by-nc-nd/4.0/).Contents
    Keywords: Machine vision | Agricultural automation | Plant factory | Remote detecting


    سطح: متوسط
    تعداد صفحات فایل pdf انگلیسی: 17
    حجم فایل: 1196 کیلوبایت

    قیمت: رایگان


    توضیحات اضافی:




اگر این مقاله را پسندیدید آن را در شبکه های اجتماعی به اشتراک بگذارید (برای به اشتراک گذاری بر روی ایکن های زیر کلیک کنید)

تعداد نظرات : 0

الزامی
الزامی
الزامی
rss مقالات ترجمه شده rss مقالات انگلیسی rss کتاب های انگلیسی rss مقالات آموزشی
logo-samandehi