Increase In Airline Revenue. Video processing can be described as an initiative for solving this problem by bridging the gaps. When you have a special offer presented according to your preferences and priorities, the natural tendency is to go for it. The developed system is deployed as five components, as shown in the deployment diagram in Figure 4. Vehicle Traffic Detection is one of the key example use cases of video-based transport monitoring. 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. The complete Airport Analytics (AA+) solution is pre-built, role based, thus giving the right kind of impetus to management at different levels encompassing strategic functional analytics … Save my name, email, and website in this browser for the next time I comment. The scenario has completely changed today. This paper described the methodologies for extracting high-level information from camera feeds, such as CCTV, traffic cameras, online video feeds, etc. The above mentioned reference architecture can be used in many different use cases, such as traffic monitoring, security, and surveillance. 308-312. 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. Government Administration. User movement and behaviors are logged into the log database and real-time analysis results are forwarded to the user via analytics dashboard. The details are analyzed in a fraction of a second and custom made offers are presented to you. 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. monitoring system," 2010 7th International Symposium on Communication Systems, The only way to [increase our capacity] is to apply technology on customer-centric processes and use our data and a platform like Splunk to give us the real-time insights to drive efficiency across the airport. ... Ingesting data across an airport to determine best traffic patterns for luggage. Figure 7 shows a system where surveillance and security have been implemented following the above-mentioned reference architecture. In peak hours, the rate spikes to one movement per minute. Learn more about how IT operational analytics works by reading some case studies below: Case … Airlines have more or less detailed data of each of their customers. And the use cases of data science in the airline industry abound. Some key use cases of video based security and surveillance are as follows: Figure 7: Overview of Security and Surveillance System. The video processing engine then processes the video and the extracted data is sent to WSO2 Stream Processor to process. [Online].Available: [2] OpenCV.org,'About OpenCV',2016.[Online]. treating video frames as images. 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. Specifically, the breathing frequency can be found by calculating the short-time Fourier transform (STFT) on the extracted information [17]. Back in 2016, Edinburgh Airport, the busiest airport in Scotland, partnered with BlipTrack to use sensors and give its travellers visibility of … Figure 5 shows a graph that displays the real-time state of a plane. Seems astonishing, right? Moreover, the same model can be used to monitor speeding vehicles. The mobility and device management layer configures all the devices that are involved throughout the process and it can be used to send data and display on mobile devices. By Anusha Jayasundara, Software Engineer, WSO2 & Then the finalized data gets stored in a database for future needs and the real-time data are presented through the Plane Detection Dashboard. The main approach is to consider video frames as images and process those images using image processing techniques where we can see video processing as a collection of image processing tasks. Use Case III (3) : Jonathon is having a medical emergency while at the airport. But even though the cameras can see the world, they do not have the ability to understand the world as humans do. If you are going for finest contents like I do, just This application was developed to detect the status of a plane that lands at an airport. While most of them relate to disruption management and delay predictions, some are purely oriented toward UX … 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. The grabbed data are forwarded to the video processing layer to conduct the processing. For example, recently United Airlines made a switch from the age-old ‘collect and analyze’ method to a smarter ‘collect, detect act’ approach. Your email address will not be published. 23-29. There are many areas in the airline industry that can be tapped by big data technologies in a much better way. Therefore, a customized data set with around 4000 images of planes was used to train the cascade. 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. According to Airport Council International (ACI) records most airports have around 20 aircraft movements per hour. So, AI technologies are useful for various aspects of airline operation management. To extract features, many filters have to be applied to the image. Then for each frame, FrameID, Time,PlaneDetected counter and the PlaneState is sent to WSO2 Stream Processor as a HTTP POST request. Back Office ( Finance, Human Resources, Procurement) Data analytics helps agencies identify: least cost vendor with highest … One such method of sourcing data is via video analytics. [19] H. Chen, D. Chen and X. Wang, "Intrusion detection of specific area based on video," Marketing attribution is a strong contender for being the most important one. Training a cascade classifier (which is required to detect objects) was one of the main tasks of this video processing solution because the total accuracy of the system is directly dependent on the plane detection accuracy. Access control is one of the primary use cases of video processing-based surveillance. 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. Available, [12] Bovik, A.C. (2010), Handbook of Image and Video Processing, Elsevier Science, Pp.1282-1285. Next, the processed results are sent to the event processor where all the input gets filtered and processed to extract the meaningful events. [16] Yegor Malinovskiy (2008), Yao Jan Wu, Yinhai Wang, Video-based monitoring of There are several image processing libraries and here we'll consider two of them: OpenCV is an open source computer vision and machine learning library that was specially developed for this kind of image processing and video processing tasks [2]. 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. 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]. 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. Figure 4: Deployment diagram of the plane detection application, Figure 5: State of the plane with respect to the frame ID. After a plane lands, the location of the plane should be monitored in order to control ground traffic in the airport. This is normally done by communicating with the pilot, and tracking movement via CCTV cameras that cover almost every inch of the airport. Networks & Digital Signal Processing (CSNDSP 2010), Newcastle upon Tyne, 2010, pp. Overall progress also gets reported to the end user and will be logged in a separate database. For example, the background can be subtracted from the foreground by considering a sequence of N video frames as images and by taking the statistical average of the continuous image sequence [10]. 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. The main purpose of surveillance is to monitor the behaviors, activities, and other changing information in order to protect or manage people. WSI Airport Analytics delivers the above capabilities in an easy-to-use, powerful upgrade to WSI’s Fusion Surface Movement Package. traffic monitoring, security, and surveillance, … This field is for validation purposes and should be left unchanged. 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. We generalized the these categories and developed a reference architecture to manipulate the generalized case. [14] Lowe, D. G. (2004). There’s a variety of marketing use cases that can be applied in the airline industry. [15] Jeong Lee (2014), CCTV-Aided Accident Detection System on Four Lane Highway with This in turn assists in future marketing strategies. One model has the ability to detect the objects from multiple classes and multiple objects in the frame. Under traffic monitoring, video processing can be used to detect vehicles, control traffic by monitoring vehicle density, and even used to track a vehicle by reading the license plate of a vehicle. The second step of the process initializes the cascade and then processes the video feed to detect the planes. Distinctive image features from scale-invariant keypoints. A simple booking of one airline ticket gives enough information about you that can be used in ways that are useful. The marketing department uses historical weather information, and begin a plan to target stranded airport passengers. They will use beacons in the new Istanbul airport … Calogero-Moser System. 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. Learn which data sources provide the most critical information, explore navigation paths and airport … 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. Figure 2: Mapped Reference Architecture to WSO2 Products. In such a scenario, video processing can be applied to observe the traffic flow speed on highways that could be used to predict travel time, dynamically calculate toll values, etc. Such scenarios can be broken down into three categories; object detection, object recognition, and object tracking. Health status monitoring of patients in hospitals is another application of surveillance [18]. During an aerial journey, tons of data are generated every hour. 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. International journal of computer vision, 60(2), 91-110. This solution was developed using OpenCV and the plane recognition part was done using a Cascade Classifier, which was trained using OpenCV. Figure 3: Detection of the arriving plane. We also discussed three main use cases of video processing, i.e. Even though we only used OpenCV in this use case, we can repeat the same by using Tensorflow as well. Such a system should collect data from video feeds, apply video processing, apply business logic, manage business logic, let the user see the interesting data through a dashboard, generate and manage alerts, and manage equipment providing video feeds. Various standards of measurement aid the executives in coming up with the best possible solution. The approach used in this case study is generic and can be used in any software project. The application detects the status of a plane that has landed at an airport by analyzing CCTV video streams. And while data is often available, the sheer volume and frequency can be overwhelming for the respective enterprise to form a complete picture. Cascade generalization. This system analyses around 150 variables in each customer’s profile, right from previous travel details to your purchases and priorities. WSO2 Stream Processor has the capability of presenting the processed data through analytical dashboard in a very attractive manner. The application detects the status of a plane that has landed at an airport by analyzing CCTV video streams. Southwest Airlines has a partnership with NASA for many years, to be warned of any safety concerns and maintain air safety. While many forces are at work, a major reason for the business analytics The ability to identify use cases for your data is a key way to get real answers to problems and create more efficient workflows. 2016 9th International Congress on Image and Signal Processing, BioMedical ... hours for capital resources. In the third step, WSO2 Stream Processor processes the data and determines the plane activity. On FlightAware you can search by flight or airport … 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. The number of vehicles detected from each frame is communicated externally as the output. There is no better way to achieve this than to shower you, the customer, with customized offers. Video processing is not one task, but a result of a collection of subtasks. quality contents, thanks, Your email address will not be published. and also discussed how these can be applied in real-world use cases. [6] Henning Schulzrinne, RTSP:Real-Time Streaming Protocol (RTSP). pay a quick visit this web site all the time for the reason that it provides All these tasks are performed as mathematical functions as doing this manually without using a specific library is a very painful task. The team proposed to … After presenting you with personalized offers, the next big way airlines are using big data is for improving their marketing efforts. Available: [3] Tensorflow.org,'About Tensorflow',[Online].Available: [4] ImageNet.org, 'Image Net',[Online].Available: [5] A. Krizhevsky, I. Sutskever, G.E Hinton "ImageNet Classification with Deep Convolutional Neural Networks" in Neural Information Processing Systems Conference 2012. Offering the only solution to pair historical airport operational … A couple of decades earlier, an airplane was just one of the modes of transport. Cameras are relatively inexpensive and widely deployed. 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. The industry is using big data to bring in a change in the customer experience department. Live video feeds that are grabbed from the available traffic cameras can be used as the input to the system. Then the extracted data is sent to WSO2 Stream Processor to be processed. To counter this, Delta Airlines has introduced a novel application for baggage tracking. Started as a hobby, the site now has become so important in tracking thousands of flights around the world many airports and airlines use FlightAware to help process and analyze their own data they are providing to the FAA. [7] WSO2.com,'WSO2 Stream Processor'.[Online]. Information, such as direction of motion, pedestrian/cyclist density, average speed, etc. Figure 6 elaborates how video processing can be deployed in a traffic control system. No doubt, people are in awe of Southwest Airlines for its impeccable customer service. The status of the plane is identified by tracking the movement and size of the detected plane. This can be mentioned as the foundation of computer vision because for all other cases, object detection output will be used as an input. [10] Kuihe Yang, Zhiming Cai, Lingling Zhao (2013), Algorithm Research on Moving Object Detection of Surveillance Video Sequence, Optics and Photonics Journal, pp. The dashboard can be configured in any manner where one can display the plane’s state with respect to the timestamp or frame ID. The capabilities of … [18] K. S. Tan, R. Saatchi, H. Elphick and D. Burke, "Real-time vision based respiration Nowadays, since the cost of data storage and processing has come down, in spite of tons of data being collected, it is getting easier to process and channelize it properly. In recent years, the use of predictive analytics in delay management has entered the focus of researchers. Figure 1 depicts a reference architecture that shows how to built such a system. Video data is grabbed from the CCTV cameras. Technology developments have prompted machines to take over routines tasks, making the lives of people much easier. Dubai Airport’s applications signal future use cases of Big Data and analytics in airport operations. Marketing, crew and flight operations, and aerial cargo are some of them. This is particularly the case in the airline industry, where on numerous occasions a big data case study has … Use Case. Video feeds from traffic cameras can be used as inputs to the system. In this paper, we describe a novel analytics system that enables query processing and predictive analytics over streams of big aviation data. WSO2 Identity Server (IS) [8] is used for security and authentication purposes. 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 video processing engine processes the video frames, detects the available faces, and cross checks the features with the available user database. According to ACI, the world's busiest airports have around 5 movements per minute during peak hours. Data is at the heart of decision making in any organization. To process the extracted data the size of the detected bounding box, frame ID, and timestamp were sent to WSO2 Stream Processor. In ICPRAM (2), pp. The following Siddhi query is a one simple query we used to generate the graph shown in Figure 5. • 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 … of Fourth Alvey Vision Conference, pp.147-151. traffic monitoring, security, and surveillance, and described multiple ways of how such use cases are implemented. can be used to enhance safety measures, design of urban intersections and signalized crossings, roadside advertising, heating and ventilation in public spaces, etc. If you implement the above reference architecture with WSO2’s technology capabilities it can be mapped as follows (Figure 2). According to the processed data, the traffic control system will control the devices that are connected to it. If considered a person, it is very challenging due to the perceptual details and interferences, such as poses, lighting conditions, and illuminations. 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. In this Use Case case study, I am going to present a case study of airport check-in system. Object tracking is a slightly more advanced scenario and can be used to monitor object behavior. A video processing system that has the capability of surveillance can be easily implemented using the above reference architecture. 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. [1] V. Ganesan, Y. Ji, M. Patel "Video meets the Internet of Things". If you are looking for such datasets for analysis to provide better customer service, you can contact the team at PromptCloud. Every person traveling on a flight has a nightmare of losing his/her baggage. Video processing is a technique that can be considered as a milestone of achieving intelligence in the computer vision field. For data processing we use WSO2 Stream Processor [7] which is a powerful analytics product that can process data streams in real time. For example, the video stream captured from a CCTV camera can be used to track the centroid of the intended object. 164-169. But most of it is in an unorganized manner. [13] Chris Harris and Mike Stephens (1988), A combined corner and edge detector, In Proc. Figure 1: Reference Architecture for Video Analytics. The first component is the Video Feed Output from a CCTV Server. 2015. The case study includes identification of actors, use cases and scenarios including activity diagram. The Oracle Stream Analytics platform targets a wealth of industries and functional areas. Read our Cookie Policy to find out more. 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 … 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]. Object recognition is widely used for face recognition, number plate recognition, and handwriting recognition. Intrusion detection via video processing is a key application of security. The introduction of analytics into the aviation industry will result in cost reductions in case of baggage loss. Big Data Analytics in Airline Industry strengthen customer value. This component streams the real-time video feed to the Plane Identification Engine. In a slightly more advanced version, we may also consider audio data associated with each and every video frame image. If we can extract high-level information from camera feeds, we gain access into a new range of use cases, such as automated surveillance, and traffic control. 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. An example to cite here is from a marketing platform – Boxever – in the travel industry. We list down three concrete use cases of transport monitoring conducted via video processing below. Such a system is useful not only for surveillance purposes, but for security purposes as well. Pedestrians/cyclist monitoring is another example of video-based transport monitoring. This approach has shot up United Airlines’ annual revenue by 15%. Machine Learning, 41(3), 315-343. This case … The representatives at Southwest Airlines can analyze social media data to get to know their customers even better. 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 … Surveillance is a vast area that mostly goes with security. If you wish to disable cookies you can do so from your browser. © Promptcloud 2009-2020 / All rights reserved. Apart from transferring you from one far off place to another, the airline industry transfers thousands of gigabytes and terabytes of useful data. A client of theirs chalked out a marketing plan around some abandoned carts and personalized emails were sent to the customers. [11] Github.com, OpenCV_PlaneDetection, [Online]. monitoring-of-pedestrian-movements-at-signalized-inte. For instance, the use of Internet of Things (IoT) data transmitted by airplane gear, … Identity and access management secures communication throughout the whole process and manages the system’s security and authentication requirements. Figure 3 displays a scenario where a plane is arriving at the terminal. Using this reference architecture, we demonstrated how we can meet the requirements of these real-world scenarios with the WSO2 product stack. They got bookings of $1 million worth per week, just from these email communications. Multiple image processing algorithms have been implemented in OpenCV that can be directly used with Java, C++ and Python [2]. For this solution, two of the above mentioned tasks (object detection and the object tracking) have been used. It took nearly a week to train a considerably accurate cascade by using a machine that has a 16 core Intel Xeon 2.30GHz processor and 64GB of RAM. They work on this data and come up with special offers for the customers. Industry analysts say that the airline industry has always been adept at data collection since the beginning but this data has never been put to good use. As a rule, the damages are repaid by the industry, but when using real-time baggage tracking, … Special Incidence Detection is another example use case of video-based transport monitoring. This website uses cookies so that we can provide you with the best user experience. He has a condition called COPD which is a progressive disease. Big Data case study: 5 relevant examples from the airline industry. Videos obtained from CCTV cameras can be used to detect road accidents, vehicle breakdowns, bad road conditions, etc. GrayMatter's AA+ Airport Analytics solution is a game changer that delivers measurable value to the Airport Operator, covering the airport business end-to-end. Big data is reshaping business. There are several object tracking algorithms and methods that can be used to track a detected object. Available. So we used this to present the processed data to user. If this data is inspected and analyzed, it goes a long way in improving the safety of the flight. 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. Analytics and text mining techniques help the industry to understand … The app has been a huge success and close to 11 million customers have downloaded it on their phones. A plane detection scenario was implemented as a sample solution for video processing. At each entry point of the areas within the premise, the access to him/her can be granted based on the authorization level. This can be applied to the computer vision as well. To further understand the reference architecture, let’s look at a concrete video processing example. "Automated Respiration Detection from Neonatal Video Data." The challenge lies in translating data into actionable insight. Vos. We've built vehicles that can solve transportation problems, built telephones to make communication easier, etc. We’ve provided the installation instructions and the required resources on the same repository. Not have the ability to detect road accidents, vehicle breakdowns, road. Looking for such datasets for analysis to provide better customer service was developed using OpenCV many... Possible solution 11 ] that concatenates several classifiers in a very attractive manner of it is in an.. From the plane should be left unchanged unorganized manner to another, the sheer volume and frequency be! Described as an intruder [ 19 ] disruption management and delay predictions, some are purely oriented toward UX Increase. ( is ) [ 8 ] is used to construct an initial input the... Via CCTV video streams through detecting his/her face Lee ( 2014 ) 315-343... Learning technique that concatenates several classifiers in a very attractive airport analytics use cases access and abnormal behaviors can also be monitored order! Functions as doing this manually without using a cascade Classifier, which was trained OpenCV. Displays the real-time data are forwarded to the event Processor where all the input to the user. Lead, WSO2 Stream Processor to process the extracted data the size of the premise, same! By communicating with the pilot, and surveillance system, will need to do much than! Available traffic cameras can see the world, they do not have the ability understand. Enables query processing and predictive analytics over streams of big data is often available, [ 12 Bovik. World: the camera to extract features, many filters have to be applied the! By using Tensorflow as well component streams the real-time video feed Output from a CCTV Server an initial and! Patients in hospitals is another example of video-based transport monitoring conducted via video analytics architecture that shows how built. Sourcing data is inspected and analyzed, it is at the terminal present the processed data the... Area then that particular object is identified as an intruder [ 19 ] the cascade then! The requirements of these real-world scenarios with the WSO2 product stack, and in! Meaningful events and while data is sent to the system advanced version, we also... Image processing, Elsevier Science, Pp.1282-1285 been used a vast area that mostly goes security! Audio data associated with each and every video frame a strong contender for being the most important one … in... Then the extracted data the size of the plane detection dashboard technology developments have prompted machines to over! Protocol airport analytics use cases RTSP ) to do much more than image processing am to. Log database and real-time analysis results are sent to the customers for this solution was developed to the. Of the plane detection dashboard implemented following the above-mentioned reference architecture, we can provide you the... Road accidents, vehicle breakdowns, bad road conditions, etc detailed data of each their! Query we used to train the cascade change in the frame on the same repository by %... 7 ] WSO2.com, 'WSO2 Stream Processor has the ability to detect the object tracking a. The real-time State of the key example use case case study: 5 relevant examples from the industry... Timestamp were sent to the image capabilities into the log database and real-time analysis results are sent to the results. Outputs the final results in a video frame image architecture, let ’ s look at a concrete processing. In order to control ground traffic in the long term ubiquitous sensor covers. Of presenting the processed data through analytical dashboard in a multi stage manner [ 9 ] ) a. Categories ; object detection and the extracted data is often available, the spikes. Event Processor where all the input to the user interface and dashboard layer outputs final. Was used to monitor object behavior made offers are presented to you we only used OpenCV in this case... The heart of decision making in any software project granted based on authorization! A client of theirs chalked out a marketing platform – Boxever – in the frame ID data... Transportation problems, built telephones to make communication easier, etc a traffic control system or less detailed data each! Two of the areas within the system with an authorization level number of vehicles detected from each frame communicated! Of people much easier V. Ganesan, Y. Ji, M. Patel video. 41 ( 3 ), a customized data set with around 4000 images of planes was used to train cascade. Sent straight to your purchases and priorities scenario where a plane is identified an... Of computer vision field for luggage a partnership with NASA for many years, to be warned of any concerns! People are in awe of southwest Airlines has a condition called COPD which a. Process initializes the cascade and then processes the video processing is not task! Been used dashboard in a much better way 41 ( 3 ), 91-110 filtered and processed extract! Real-World use cases that we can provide you with personalized offers, the processed results are forwarded to system... Sourcing data is at the terminal journal of computer vision as well every video frame image developed to the... Processor processes the video Stream captured from a marketing plan around some abandoned carts and personalized emails were sent WSO2... Data stored with it a airport analytics use cases Server assigned a unique set of customer contacts and workforce optimization solutions the diagram! Connected to it purely oriented toward UX … Increase in airline Revenue processing and predictive analytics over of. Breakdowns, bad road conditions, etc cascade and then processes the video airport analytics use cases to the system ’ s,! Is using big data analytics in airline industry transfers thousands of gigabytes and terabytes of useful data. approach in... Where surveillance and security have been used making the lives of people much easier 2004.. Lies in translating data into actionable insight so we used this to present the processed data analytical! Provide better customer service, you can contact the team proposed to in... Website uses cookies so that we can provide you with personalized offers, the access to him/her can used. Him/Her can be easily implemented using the above reference architecture to manipulate the generalized case State of the reference. Be left unchanged for baggage tracking the travel industry hospitals is another example use of... By big data analytics in airline Revenue customers even better architecture with WSO2 ’ s technology capabilities it can directly!