Intelligent manufacturing (IM) embraces Industry 4.0 design principles to advance autonomy and increase manufacturing efficiency. However, many IM systems are created ad hoc, which limits the potential for generalizable design principles and operational guidelines. This work offers a standardizing framework for integrated job scheduling and navigation control in an autonomous mobile robot driven shop floor, an increasingly common IM paradigm. We specifically propose a multi-agent framework involving mobile robots, machines, humans. Like any cyberphysical system, the performance of IM systems is influenced by the construction of the underlying software platforms and the choice of the constituent algorithms. In this work, we demonstrate the use of reinforcement learning on a sub-system of the proposed framework and test its effectiveness in a dynamic scenario. The case study demonstrates collaboration amongst robots to maximize throughput and safety on the shop floor. Moreover, we observe nuanced behavior, including the ability to autonomously compensate for processing delays, and machine and robot failures in real time.
Infertility is a burning problem all over the globe. Many couples yearn to have babies in their life. Infertility is very common issue faced by many couples from years. They use conventional type of therapy for many years and then approach Ayurveda. Vandhyatva is term used in Ayurveda for sterility. This sterility comes due to many factors occurring inside and outside of the body. Rutu, Kshetra, Ambu and Beej are the Garbhautpadkar bhava (factors important for fertilization and implantation) which are immensely important for normal fertilization and attachment of the foetus in the womb. Disorder in any of the above factor can cause infertility. Kshetra means the site where the foetus will reside. It should be normal and healthy for its survival. Derangement or pathology in it may cause failure to conceive. There are various problems which causes pathology in uterus such as endometriosis, adenomyosis, fibrosis and atrophy are a few of them. In this case report, we have a 32 years old female patient with small uterus and an irregular menstruation. The cause for her infertility was long term use of hormonal therapy for contraception purpose. She was advised to do Panchkarma for eight days and herbomineral formulations were prescribed to her for five months. After 3 months, she got her regular menses. USG pelvis before and after treatment were advised to her and positive results were obtained with Ayurvedic treatment.
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