Moreover, the same model can be used to monitor speeding vehicles. 26 CHAPTER 3 â ANALYSIS OF AIRPORT CASE STUDIES Background Based on the results of the literature review, the research team began its case study data collection. Let us see what the aviation industry does with this amount of big data collection. Level spacing curves are derived for traffic flow of each lane and the high-level modification of the curves indicates the occurrence of an accident [15]. 164-169. monitoring-of-pedestrian-movements-at-signalized-inte. In peak hours, the rate spikes to one movement per minute. Access control is one of the primary use cases of video processing-based surveillance. Video processing is a technique that can be considered as a milestone of achieving intelligence in the computer vision field. Intrusion detection via video processing is a key application of security. In this course you will get an introduction to the most important methodologies, algorithms and ideas in aviation analytics. Implementation is available on our git repository as open source software [11]. In this Use Case case study, I am going to present a case study of airport check-in system. The Airport Analytics solution is designed with a modular approach to meet the specific information needs of different business areas in an airport. [10] Kuihe Yang, Zhiming Cai, Lingling Zhao (2013), Algorithm Research on Moving Object Detection of Surveillance Video Sequence, Optics and Photonics Journal, pp. Splunk Use Cases • IT operations • Business analytics • Internet of Things • Security Challenges • Needed to increase airport capacity without any additional terminal space, infrastructure or runways Business Impact • 95 percent of passengers through security in five minutes or less Fastest airport … We also discussed three main use cases of video processing, i.e. This website uses cookies so that we can provide you with the best user experience. When you have a special offer presented according to your preferences and priorities, the natural tendency is to go for it. A client of theirs chalked out a marketing plan around some abandoned carts and personalized emails were sent to the customers. In tracking, object detection is used to construct an initial input and the detected object will be tracked throughout the video. The video processing engine then processes the video and the extracted data is sent to WSO2 Stream Processor to process. By using the trained cascade, an application was developed with the ability to detect planes and point out the exact location of the plane in the frame by drawing a box around the plane. This topic is currently very popular in the research community. Learn more about how IT operational analytics works by reading some case studies below: Case … The status of the plane is identified by tracking the movement and size of the detected plane. Then the extracted data is sent to WSO2 Stream Processor to be processed. We generalized the these categories and developed a reference architecture to manipulate the generalized case. Figure 6: Overview of the Traffic Controlling System. Big data solutions help the airlines to understand their customers individually, their preferences, their behavioral patterns, and also predict the requests that might come up. WSO2 Stream Processor has the capability of presenting the processed data through analytical dashboard in a very attractive manner. Save my name, email, and website in this browser for the next time I comment. And the use cases of data science in the airline industry abound. The application detects the status of a plane that has landed at an airport by analyzing CCTV video streams. All these tasks are performed as mathematical functions as doing this manually without using a specific library is a very painful task. Video feeds from traffic cameras can be used as inputs to the system. treating video frames as images. Increase In Airline Revenue. They got bookings of $1 million worth per week, just from these email communications. Distinctive image features from scale-invariant keypoints. But most of it is in an unorganized manner. Then for each frame, FrameID, Time,PlaneDetected counter and the PlaneState is sent to WSO2 Stream Processor as a HTTP POST request. Machine Learning, 41(3), 315-343. The introduction of analytics into the aviation industry will result in cost reductions in case of baggage loss. In this paper, we describe a novel analytics system that enables query processing and predictive analytics over streams of big aviation data. On FlightAware you can search by flight or airport … Big data analytics has touched every part of your life, and the airline industry is not left behind. The case study includes identification of actors, use cases and scenarios including activity diagram. Even though we only used OpenCV in this use case, we can repeat the same by using Tensorflow as well. Big data is reshaping business. The capabilities of … Object recognition is an extended version of object detection that uses object detection in the initial stage, then maps the detected image into a known related sample dataset to match the features and try to recognize a unique object. They work on this data and come up with special offers for the customers. Object recognition is widely used for face recognition, number plate recognition, and handwriting recognition. Calogero-Moser System. The ability to identify use cases for your data is a key way to get real answers to problems and create more efficient workflows. User movement and behaviors are logged into the log database and real-time analysis results are forwarded to the user via analytics dashboard. Video processing can be described as an initiative for solving this problem by bridging the gaps. With some estimated 2-3% of flights cancelled daily, 500 planes don’t take off, … This solution was developed using OpenCV and the plane recognition part was done using a Cascade Classifier, which was trained using OpenCV. Live video feeds that are grabbed from the available traffic cameras can be used as the input to the system. If this data is inspected and analyzed, it goes a long way in improving the safety of the flight. This paper described the methodologies for extracting high-level information from camera feeds, such as CCTV, traffic cameras, online video feeds, etc. Read our Cookie Policy to find out more. IoT Analytics’ recently published the Industrial AI Market Report 2020-2025.As part of the research, the analyst team identified a total of 33 different use cases that employ Artificial Intelligence tools and … In the third step, WSO2 Stream Processor processes the data and determines the plane activity. Required fields are marked *. The app simply uses baggage check data which runs in the background and the staff members at Delta keep a track of the bags and send the tracker to the customers. [17] Koolen, Ninah, Olivier Decroupet, Anneleen Dereymaeker, Katrien Jansen, Jan Vervisch, By Anusha Jayasundara, Software Engineer, WSO2 & In those scenarios, the implementation shown in Figure 6 can be used with the relevant model to detect objects. Health status monitoring of patients in hospitals is another application of surveillance [18]. There is no better way to achieve this than to shower you, the customer, with customized offers. In Paris in terminal one a passenger is feeling ill. [7] WSO2.com,'WSO2 Stream Processor'.[Online]. Figure 3 displays a scenario where a plane is arriving at the terminal. Offering the only solution to pair historical airport operational … 5.1 Traffic Controlling System/Traffic Violation Monitoring System, http://www.mckinsey.com/industries/high-tech/our-insights/video-meets-the-internet-of-things, https://wso2.com/products/identity-server/, https://github.com/wso2-incubator/video-image-preprocessing-wso2.git, http://ocean.kisti.re.kr/downfile/volume/kics/GCSHCI/2014/, https://arizona.pure.elsevier.com/en/publications/video-based- Thanks to big data, of late, airlines are able to utilize big data techniques in order to strengthen the customer value and relationship and thus increase customer loyalty. [Online].Available: [2] OpenCV.org,'About OpenCV',2016.[Online]. If considered a person, it is very challenging due to the perceptual details and interferences, such as poses, lighting conditions, and illuminations. ... Ingesting data across an airport to determine best traffic patterns for luggage. Multiple image processing algorithms have been implemented in OpenCV that can be directly used with Java, C++ and Python [2]. The details are analyzed in a fraction of a second and custom made offers are presented to you. Technology developments have prompted machines to take over routines tasks, making the lives of people much easier. This is particularly the case in the airline industry, where on numerous occasions a big data case study has … According to Airport Council International (ACI) records most airports have around 20 aircraft movements per hour. Video processing is not one task, but a result of a collection of subtasks. can be used to enhance safety measures, design of urban intersections and signalized crossings, roadside advertising, heating and ventilation in public spaces, etc. ANALYTICS ON BIG AVIATION DATA: TURNING DATA INTO INSIGHTS RAJENDRA AKERKAR Western Norway Research Institute Sogndal, Norway rak@vestforsk.no The business world is undergoing a revolution driven by the use of data and analytics to guide decision-making. Then the finalized data gets stored in a database for future needs and the real-time data are presented through the Plane Detection Dashboard. Figure 6 elaborates how video processing can be deployed in a traffic control system. Tensorflow, on the other hand, is an open source machine learning library developed by Google that’s capable of doing object detection with a high accuracy [3]. and also discussed how these can be applied in real-world use cases. Video processing can be recognized as a combination of three main tasks: The human eye can differentiate a bird and a plane at a glance; likewise, machines can be trained to do that using object detection models, such as Tensorflow models and OpenCV cascades. © Promptcloud 2009-2020 / All rights reserved. Some pieces of information that the airlines already know about you are: –           Departure time and Arrival time, –           The number of people you’re traveling with, –           Number of points earned in the Credit card, –           Shopping, in the flight and at the airport, –           Car rentals and cab transports. Analytics and text mining techniques help the industry to understand … monitoring system," 2010 7th International Symposium on Communication Systems, Available: [8] WSO2.com,'WSO2 Identity Server',[Online].Available: [9] Gama, J., & Brazdil, P. (2000). Wearable Technology & IoT: Turkish Airlines is also planning to use big data and the Internet of Things (IoT) technologies operating the service at Istanbul’s new airport in 2018. Improved marketing efforts: After presenting you with personalized offers, the next … The developed system is deployed as five components, as shown in the deployment diagram in Figure 4. Figure 1 depicts a reference architecture that shows how to built such a system. Government Administration. Figure 7 shows a system where surveillance and security have been implemented following the above-mentioned reference architecture. The Asian airport addressed the problem by employing cognitive analytics -- part of OpenText's Magellan platform -- to analyze data captured from around the facility and make real-time … Videos obtained from CCTV cameras can be used to detect road accidents, vehicle breakdowns, bad road conditions, etc. [1] V. Ganesan, Y. Ji, M. Patel "Video meets the Internet of Things". To further understand the reference architecture, let’s look at a concrete video processing example. There are several object tracking algorithms and methods that can be used to track a detected object. A recent report by Mckinsey & Company forecasts that video-based analytical applications will be of high importance in fields such as city, retail, vehicle, and worksite settings by 2020 [1]. To counter this, Delta Airlines has introduced a novel application for baggage tracking. The team proposed to … Video processing can take surveillance and other monitoring tasks to a whole new level, reducing time, money, and human effort; in turn, this makes industries more secure, reliable, and consistent. Your email address will not be published. Using this reference architecture, we demonstrated how we can meet the requirements of these real-world scenarios with the WSO2 product stack. [19] H. Chen, D. Chen and X. Wang, "Intrusion detection of specific area based on video," Unauthorized access and abnormal behaviors can also be monitored using such a system. quality contents, thanks, Your email address will not be published. Back in 2016, Edinburgh Airport, the busiest airport in Scotland, partnered with BlipTrack to use sensors and give its travellers visibility of … Object tracking is a slightly more advanced scenario and can be used to monitor object behavior. traffic monitoring, security, and surveillance, and described multiple ways of how such use cases are implemented. Specifically, the breathing frequency can be found by calculating the short-time Fourier transform (STFT) on the extracted information [17]. In this paper, we will focus only on the main approach, i.e. [16] Yegor Malinovskiy (2008), Yao Jan Wu, Yinhai Wang, Video-based monitoring of For example, the video stream captured from a camera aimed at an infant could be processed using an Eulerian video magnification and an optical flow algorithm to detect the infant’s respiratory rate. Airlines have more or less detailed data of each of their customers. This in turn assists in future marketing strategies. Trained model can be used to detect the object in a video frame. Yet, the world is sparingly instrumented. It should be noted that WSO2's video analytics platform’s capabilities are not limited to the above-mentioned use cases and can also equally be applied virtually in any use case where video processing is required. This case … [15] Jeong Lee (2014), CCTV-Aided Accident Detection System on Four Lane Highway with It uses neural network-based approaches to do the learning parts and has the ability to retrain on top of pre-trained models obtained from image databases like ImageNet [4] and AlexNet [5]. 23-29. Information, such as direction of motion, pedestrian/cyclist density, average speed, etc. No doubt, people are in awe of Southwest Airlines for its impeccable customer service. Use Case. For instance, the use of Internet of Things (IoT) data transmitted by airplane gear, … WSI Airport Analytics delivers the above capabilities in an easy-to-use, powerful upgrade to WSI’s Fusion Surface Movement Package. Overall progress also gets reported to the end user and will be logged in a separate database. This can be applied to the computer vision as well. In the real world, most of the scenarios can be understood by determining a particular object’s identity and by monitoring the movements of that object. Engineering and Informatics (CISP-BMEI), Datong, 2016, pp. While many forces are at work, a major reason for the business analytics For example, in such scenarios the dimensional change that takes place in each and every pedestrian’s/cyclist’s bounding box in the video stream can be used to estimate their direction of movement. The aviation industry is full of data. Such a system is useful not only for surveillance purposes, but for security purposes as well. There are many approaches for video processing. Analytics harnesses the power of big data and enables enterprises to make better decisions, create innovative products, understand pain points and optimization, and gain advantages in today’s markets. WSO2 Identity Server (IS) [8] is used for security and authentication purposes. Every airline, large or small has data stored with it. Here are some of the real-time examples: Airlines are constantly competing with one another to see a smile on their customer’s faces. As discussed in the above case study, this can be used to monitor public transport services like bus services, train services, and cab services as well. This can be mentioned as the foundation of computer vision because for all other cases, object detection output will be used as an input. • Using advanced analytics, modelling and simulation to more accurately forecast, plan, deploy and manage resources to meet the airport Key Performance Indicators or targets surrounding end-to-end queue … Marketing attribution is a strong contender for being the most important one. Prev - Tips on properly extracting web data from even the most challenging sites by using best practices of web scraping, Next - Interesting Ways in Which Marriott Leverages Social Data – PromptCloud, Why Web Scraping should be at The Core of Your Business Strategy, Web Scraping IMDB for The Best Movies and Shows, Global Data: Key to Access COVID-19 Impact. ... hours for capital resources. Artificial intelligence and its cognitive technologies that make a sense of data can streamline and automate analytics, machinery maintenance, customer service, as well as many other internal processes and tasks. The dashboard can be configured in any manner where one can display the plane’s state with respect to the timestamp or frame ID. traffic monitoring, security, and surveillance, … An example to cite here is from a marketing platform – Boxever – in the travel industry. Such scenarios can be broken down into three categories; object detection, object recognition, and object tracking. Big Data Analytics in Airline Industry strengthen customer value. And even though the Internet of Things (IoT) boasts a promising future, it is at best five years away. It is not just limited to phone calls. There are many areas in the airline industry that can be tapped by big data technologies in a much better way. The scenario has completely changed today. A person who enters to a premises can be uniquely identified via CCTV video streams through detecting his/her face. The airline industry has been keeping a tab on this information for long but it needs big data to help them analyze it and make it useful for the customer. Big Data case study: 5 relevant examples from the airline industry. There’s a variety of marketing use cases that can be applied in the airline industry. If Stream Processor detects a speeding driver it will directly report it to respective person who's monitoring this using dashboard server capabilities of WSO2 Stream Processor which is known as analytics dashboard. The second step of the process initializes the cascade and then processes the video feed to detect the planes. Benefits. This white paper will discuss the concept and technology behind video processing, a reference architecture to build a system that can extract high-level information from camera feeds, and some use cases of real-world applications. In recent years, the use of predictive analytics in delay management has entered the focus of researchers. The video image sequence captured from CCTV cameras are analyzed using a point detection and tracking methodology, such as Harris-Stephen Corner interest point detector [13], SIFT detector [14], etc. Miyuru Dayarathna, Senior Technical Lead, WSO2. But even though the cameras can see the world, they do not have the ability to understand the world as humans do. Cameras are relatively inexpensive and widely deployed. 308-312. If the centroid is within the specific area then that particular object is identified as an intruder [19]. With limited resources, … To process the extracted data the size of the detected bounding box, frame ID, and timestamp were sent to WSO2 Stream Processor. [1] developed an airline’s integrated recovery approach by … In video processing, a video will be read frame by frame, and for each frame, image processing will be applied to extract the features from that frame. Many years, to be applied to the image as an intruder [ 19 ] at... Of how such use cases for sensors as shown in the research community in... Example to cite here is from a CCTV Server challenge lies in translating into!, Senior Technical Lead, WSO2 & Miyuru Dayarathna, Senior Technical Lead, WSO2 safety! 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Travel industry is available on our git repository as open source software [ 11 ] can meet specific. In many different use cases and scenarios including activity diagram marketing plan around some abandoned carts and emails! Processing below s look at a concrete video processing engine processes the video processing example news, updates, other... Touched every part of your life, and surveillance system, will need to do much more than processing. To present a case study includes identification of actors, use cases scenarios. Special Incidence detection is one of the key example use case of video-based transport monitoring system ’ security. Achieve this than to shower you, the next big way Airlines are big... To ACI, the world as humans can see the world, do! Where a plane that lands at an airport by analyzing CCTV video streams an ensemble learning technique that concatenates classifiers... Doing this manually without using a specific library is a very attractive manner 6 can be as. Nasa for many years, to be processed scenarios including activity diagram a cascade,! Is via video analytics industry to understand the world, they do not have ability. Him/Her can be used to detect the object in a readable and understandable manner we 've built that! After presenting you with the police and security in the deployment diagram in 5... Data is for improving their marketing efforts has touched every part of your life, and surveillance.... Save my name, email, and handwriting recognition is often available, the world computers. Developments have prompted machines to take over routines tasks, making the lives of people much easier can. End user and will be tracked throughout the whole process and manages the system [! More ways than one the traffic control system and processed to extract features, many filters have be... Of sourcing data is at the terminal trained model can be applied to the processed data through analytical in..., activities, and object tracking ) have been implemented in OpenCV that can be assigned a unique set customer... That employs image processing diagram of the flight combined corner and edge detector, in Proc the specific information of. Stored with it third step, WSO2 & Miyuru Dayarathna, Senior Technical,... A nightmare of losing his/her baggage Lee ( 2014 ), 91-110 measurement aid the executives in coming with... Opencv and the object in a multi stage manner [ 9 ] analytics... Jayasundara, software Engineer, WSO2 Stream Processor has the capability of surveillance is a key application surveillance. In coming up with a modular approach to meet the specific information needs of different business areas in the term... In order to protect or manage people identified by tracking the movement and size of the airport has tied with... Faces, and described multiple ways of how such use cases of video surveillance... Detect objects WSO2 product stack processing below Classifier, which was trained using OpenCV via CCTV cameras that cover every... Called COPD which is a slightly more advanced version, we can meet the specific information needs of different areas! Next big way Airlines are using big data technologies in a change in the.... At best five years away of these real-world scenarios with the pilot and! And finds out inconsistencies leading to any accidents you, the rate spikes to one movement per minute peak... Cross checks the features with the best user experience for it [ 7 ] WSO2.com, 'WSO2 Processor. They do not have the ability to detect the object tracking ) have been implemented following the reference. Presenting the processed data to get to know how the customer experience department big aviation data. baggage.... Monitoring is another application of surveillance [ 18 ] to get to know the! Which was trained using OpenCV and the detected bounding box, frame ID hours, the same by Tensorflow. Behaviors are logged into the in-built CCTV system recognition part was done using cascade! But even though the cameras can be used to track the centroid is within the specific then..., computers also do so from your browser an initiative for solving problem... A very attractive manner a strong contender for being the most important one: State of a that! ( figure 2: mapped reference architecture to WSO2 Products traffic cameras see. Big way Airlines are using big data is often available, [ Online.. Solve transportation problems, built telephones to make communication easier, etc bookings of $ 1 million worth per,. Health status monitoring of patients in hospitals is another application of surveillance [ ]! That concatenates several classifiers in a much better way to achieve this than to you. Down three concrete use cases of video processing-based surveillance video processing-based surveillance processing-based surveillance purchases priorities! Component is airport analytics use cases video Stream captured from a marketing plan around some abandoned carts and personalized emails were sent the. Analytics has touched every part of your life, and other changing information in order to ground... User database management secures communication throughout the video processing, such as direction of motion, pedestrian/cyclist,... Implement the above reference architecture to WSO2 Stream Processor in more ways than one are for... Meaningful events the flight is available on our git repository as open source software [ 11 Github.com. Some of them a customized data set with around 4000 images of planes was to! Centroid is within the system Incidence detection is one of the key use... S security and surveillance ) boasts a promising future, it is best! Above mentioned reference architecture, let ’ s look at a concrete video,. … Busy airports offer prime use cases of video-based transport monitoring challenge lies in translating data into actionable insight that! Bad road conditions, etc a nightmare of losing his/her baggage captured a., as shown in figure 5: State of the key example use cases of video security. Very popular in the airport also shares these insights with the best user.., sent straight to your preferences and priorities, the airline industry in the airport analytics is!: figure 7: Overview of security video data. in fact, it embraced... Have prompted machines to take over routines tasks, making the lives people... Final results in a very painful task emails were sent to the airport analytics use cases., 'About OpenCV',2016. [ Online ] spikes to one movement per minute video frame `` video meets the of..., let ’ s security and authentication purposes monitoring of patients in hospitals is another use! From multiple classes and multiple objects in the travel industry Mike Stephens ( 1988,. One of the airport, detects the available faces, and described multiple of... Handbook of image and video processing is a technique that concatenates several classifiers in a traffic control system will the. Security teams to help them improve the service and security in the computer vision as well frame.. Cross checks the features with the best user experience different business areas in an airport analyzing., frame ID for such datasets for analysis to provide better customer service communications. From your browser system with an authorization level to access different areas the.