Computerised Approach to Monitoring Production Line

Computerised Approach to Monitoring Production LineAN INTELLIGENT COMPUTER VISION BASED APPROACH TO MONITOR PHARMACEUTICAL fruit LINEUrooj Arif 1, Faizan Naseem 2 Abstract The idea of An Intelligent Computer Vision Based Approach to Monitor pharmaceutical Production Line is introduced by our sort after the events observed by us in contrasting pharmaceutical companies cases studies. Like in Japan there they use laser scanners to scan the objects whether they argon filled or empty if empty they argon discarded and filled goes to next level of production. But in the economy of Pakistan Pharmaceutical patience is the closely growing industry in Pakistan and a lot of companies argon stepping in to this sector the introductory elements to step in in this industry includes the idea, Research and growing , State of the art facilities for manufacturing and packaging etc. So we decided to work on the factor of manufacturing and packaging sector and to work majorly on production comme rcial enterprise to make production line precocious by introducing the Computer Vision Based Intelligent Approach for the Production Line. And this product will be of mellow usability and applications in this industry in coming times specifically in Pakistan may be implemented to otherwise Third world countries as well.Keywords-Image Processing, unlifelike Neural NetworkI. INTRODUCTIONThe Project is astir(predicate) Object Detection Identification and Comparison using Computer Vision Based Embedded System. And as we know Object detection is the process of finding instances of real-world objects such as faces, Vehicles, and buildings in images or videos. Object detection algorithms typically use extracted features and learning algorithms to notice instances of an object category. It is commonly used in applications such as image retrieval, security, surveillance, and automated quality control systems.II. LITERATURE REVIEWPakistan is a very steadfast and future-oriented pharmac eutical industry. At the time of independence in 1947, was perhaps the pharmaceutical industry. Today Pakistan is about 400 pharmaceutical manufacturing units including those operated by 25 multinationals in the country. 70 per cent of the countrys pharmaceutical industry, meet the demand of finished medicine. The domestic pharmaceutical market is divided or so equally between citizens and multinational companies in exchange.Progressive knowledge of the pharmaceutical industry, especially in the last decade, as shown in years. The industry has invested heavily in recent years to upgrade, and Good Manufacturing Practices (GMP), the majority of the industry in accordance with national and international guidelines. Currently, the industry has the ability to produce a variety of products from simple to sophisticated biotech tablet, and value-added generic oncology compounds. Although Pakistan Pharma health and without access to innovative medicine for al close to half the population , fastest fruit. It needs a chance, but clearly much more work to be done by governments and economic stakeholders. Sales per capita consumption of less than US $ 10 worth of do drugss every year $ 1.4 billion in 2007, and 2012 should be sold in 2012 represents 2.3 B drug prices,Last year, the economy, due to poor economic conditions and suffered a lot of damage from the fight against terrorism. Moreover, the economy, inflation, slow economic growth and seen a significant reduction in the value of major currencies against the rupee. No doubt the Government will take the necessary steps to stick around out of this terrible smirch, but that it is the economy and fitting to board immediately rejected.Before reviewing the pharmaceutical market, we look at the situation globally. 48%, 28% and the US, the EU and 12% of the value of the global market-based controls for Japan with a share. The rest 20% of the global pharmaceutical market.The pharmaceutical market style, it is very c ompetitive and challenging. Some 600 pharmaceutical companies in Pakistan. The 386 operating units. Have already mentioned, has a dramatic effect on inflation and devaluation operating margin. Therefore, the challenges for the pharmaceutical industry can be a major cause.When we look back in the pharmaceutical industry, the situation has clearly changed completely. Early nineties it was occupied by the multinational pharmaceutical companies in the industry but there is also a scenario for the past 18 years or so, I was completely changed. 30 386 units of multinational companies operating in drug production. Multinational and national companies in the ratio of 45% and 55%. Increasing share of national companies is an encouraging sign for domestic investors. The annual growth of 11%, US 1.64 $ billion total pharmaceutical market, pharmaceutical industry today with the global development of Pakistan. In the present scenario, more than 80 percent of demand met with national companies.L ocal plot of land 20 percent are cover by imports. All raw materials are imported from China, India, Europe, North America and other countries. About 20% of the total imports from Switzerland. 2008-09, according to GlaxoSmithKline (GSK) nominate Data List 11.59% market share and multinationals with growth of 8.9%. The national pharmaceutical companies Getz. (Pvt) Ltd has over 70%, with 3.76% market share in the last three years. And a 2.79% market share of the list of national pharmaceutical companies with Getz Pharma, Some multinational companies.Currently, the government of Pakistan to take carry through drugs, drug manufacturing license of 4 species shall1. Creating2. Basic manufacturing.3. Half-based manufacturing4. RepackagingThe organization of the census of Pakistan (2010), Pakistan has a population of 16.98 million with growth rate of 2.69. Everyday health consciousness also, as well, which can be helpful in increasing per capita expenditure growth in the future.The most successful pharmaceutical companies, existing business and customer trends to maximize profits with a variety of marketing strategies for contrary types of customers in almost constant raw(a) challenges and opportunities. Pharmaceutical companies invest (ROI), to improve their return New communication technologies (digital media) to its traditional ways.III. IMAGE PROCESSINGImage processing can be set to produce either a picture or features or parameters that are related to image. Images are processed as a stereo signal, in which the third dimension or Z axis.Image processing refers to a digital image processing. However, an analog and optical image processing is also possible. The pictures are tell to achieve imaging. Image closely linked to data processor vision and graphics processing. Born as images manually objects, somatogenetic models of the atmosphere and light in computer graphics, instead of some imaging devices having a camera on landscapes such as the purchase of th e more animated movies . Computer vision contrast is a great deal regarded as a high-level image processing from a machine, or a computer or software will decrypt the contents of the physical layout of the photo or image.Because of the growing importance of technology and scientific concept of the modern science of images that are too wide. Examples include genetic research or real-time multi-asset portfolio microarray data into portfolio management in the financial sector.We also are different factors involved in image processing, can be from one to another(prenominal) can vary include, binary images, color photos (8 bit, 24 bit), Color Quantization, Convolution, Distance Matrics, Dithering, Edge Detectors, Frequency Domain, Gray scale Images, Image Editing Software, Idempotence, Isotrophic Operators, Kernels, Logical Operators, Masking, Non-linear Filtering, Pixels, native Colors, Spatial Domain, Structuring Elements, Wrapping and saturation.IV. ARTIFICIAL NEURAL NETWORKA neuron is a nerve cell is the basic building block of the nervous system. A large number of neurons in ways similar to other cells in the human body, but there is a significant difference between neurons and other cells. neurons are specialized to transmit information throughout the body. This highly specialized nerve cells are responsible for the information in the chemical and electronic forms of communication. variant types of neurons, which are responsible for the different tasks within the body. Sensory neurons carry information from the sensory receptor cells in the body to the brain. Motor neurons transmit information from the brain-body muscle. Neuron body responsible for information and communication between different neurons.Neuron matching neurons and other cells in the body with other cells, both of which are surrounded by a membrane that seals protect the genetic information of other cells of neurons and body are composed of a central can. The bodies of both types of cells in cell mitochondria, Golgi contains, including the organelles and cytol body. Cell LifeCreate unique to neurons, differences, unlike other body cells shortly after birth ceased to reproduce neurons. For this reason, some parts of the brain neurons will die because of the neurons at birth than life, but not the place. Neurons do not reproduce in most areas of the brain, render shown that the formation of new connections between neurons Research.Neurogenesis, or the formation of new nerve cells, about life is found in parts of the brain. Neuron is a membrane that is designed to stake information to other cells. dendrites, cell bodies and axons are three main parts of a neuron. However, all neurons vary somewhat in size, shape and characteristics in terms of neuron function and role. Some neurons while others are highly branched, to obtain a large amount of information, there are few dendritic branches. Others may be quite a enormous while some neurons, short axons. The longest ax ons in the human body is about three feet in length and extends from the underside of the spine to the big walk Neuron dendrites receive information from sensory receptors or other neurons. This information is then passed on to the cell body and axon. Once this is known as an action potential which travels down an electrical signal, the length of axons in the axons information.Communication between synapses is an electrical pulse has reached the end of a Axon will be transferred once, information about the synaptic gap to the dendrites of neighboring neurons. In some cases, signals about the space between neurons and soon on its way. In other cases, are required to send information from one neuron to the next neurotransmitters. The neurotransmitters cross to reach other neurons and synaptic receptor sites vacuum chemical messengers that are released from the axon terminals. Neurons, neurotransmitters and their receptor rachis site in a way known as reuptake are reabsorbed will be used again.V. TRAINING AND TEST ING PHASEWe have break the our training and testing phase in to the steps that includes Input, Image Filtering, Image Segmentation, object detection, Visual feature, machine learning, trained network, classified output.VI. METHODOLOGYThe basic Architecture is human tracking and observe are deployed on a visual application tool for testing, which serves as package for human classification and monitoring the trained proceeds and its validation is implemented in MATLAB to build a software system. i. Image RegistrationSomebody entrance is the method of transforming to incompatible sets of gathering into one nascent system. Collection collects quadruplicate photographs, information achieve from diverse sensors, present, depths, or viewpoints. individual enrolment old in computer modality method, medical exam images, biological images military target recognition the compiled and analyzed to images and data to collect from camera. Registration is importan t to compare or integrate the data to achieve from these different measurements. ii. ROI SelectionBlobs are supply to a extra statement of individual structures in spatiality of regions, the corners more point-like. blobs are described to preferred direction that seat of government the more blob detectors are also be regarded in touch part operators. Blob detectors can sensed areas of human they to such glassy to be sensed in a carre four of device. iii. EdgesEdges is a line between two individual regions. Line can be most of concretism, and countenance junctions. Edges are commonly is a sets of points in the mortal which soul a vehement ratio. The algorithms gift be constraint sharp circumstantial points together for consummate interpretation of provide. These algorithms is usually guess on the properties of an urgency,i.e mould, smoothness, and close continuance.VII. EXPERIMENTAL RESULTSAn experimental setup was established to record the Objects with different angles we have fol lowed the criteria of having a pic from 60 different angles and in this way we have worked out on 10 different tablets. In this way we have hypothesis of 600 images as our repositoryVIII. CONCLUSIONafter all the observations and research made on this project we reach to the conclusion that this project is an Intelligent Computer Vision Based Approach To Monitor Pharmaceutical Production Line. This will be the most beneficial project for the pharmaceutical industry most specifically in Pakistan based economy and will get the benefits like Smart remote Monitoring, Reliability, Increase Professionalism, Precise Detection, Approx. Zero Chances of Error, Detection Counting and Data Backup All in one Time and most important no need of human workers in this system that makes this project different from the current standards of the systems that are still be followed in the pharmaceutical industries majorly in Pakistan.VIIII. FUTURE WORKWe have achieved this project to this level as this rep ort present but we are still looking to make this system more efficient by adding some more features or modules that we may be able to add with this hardware and can achieve more factors to be intelligent and automated.REFERENCEShttps//www.scribd.com/document/24495237/A-to-Z-of-Image-Processing-Conceptshttps//www.scribd.com/document/325872322/Digital-Image-Processing-is-the-Use-of-Computer-Algorithms-to-Perform-Image-Processing-on-Digital-Imageshttps//www.scribd.com/document/266789152/Neural-Networkhttps//www.scribd.com/document/273031421/HYBRID-APPROACH-FOR-SEMANTIC-OBJECT-DETECTION-IN-VIDEOhttps//www.scribd.com/document/161457953/SWOT-ANALYSIShttps//www.scribd.com/document/39266814/Industry-Analysishttps//www.scribd.com/document/63877699/Image-Processing