This in turn assists in future marketing strategies. Seems astonishing, right? To counter this, Delta Airlines has introduced a novel application for baggage tracking. If the centroid is within the specific area then that particular object is identified as an intruder [19]. To extract features, many filters have to be applied to the image. Save my name, email, and website in this browser for the next time I comment. Video processing is a technique that can be considered as a milestone of achieving intelligence in the computer vision field. This solution was developed using OpenCV and the plane recognition part was done using a Cascade Classifier, which was trained using OpenCV. 308-312. Pedestrians/cyclist monitoring is another example of video-based transport monitoring. 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. Some key use cases of video based security and surveillance are as follows: Figure 7: Overview of Security and Surveillance System. This system analyses around 150 variables in each customer’s profile, right from previous travel details to your purchases and priorities. Figure 7 shows a system where surveillance and security have been implemented following the above-mentioned reference architecture. treating video frames as images. 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. International journal of computer vision, 60(2), 91-110. This component streams the real-time video feed to the Plane Identification Engine. Southwest Airlines has a partnership with NASA for many years, to be warned of any safety concerns and maintain air safety. This application was developed to detect the status of a plane that lands at an airport. On FlightAware you can search by flight or airport … One model has the ability to detect the objects from multiple classes and multiple objects in the frame. The team proposed to … Figure 4: Deployment diagram of the plane detection application, Figure 5: State of the plane with respect to the frame ID. For example, recently United Airlines made a switch from the age-old ‘collect and analyze’ method to a smarter ‘collect, detect act’ approach. When you are in favor of a particular airline, it becomes easier for them to know how the customer thinks and behaves. Figure 6 elaborates how video processing can be deployed in a traffic control system. Object recognition is widely used for face recognition, number plate recognition, and handwriting recognition. The number of vehicles detected from each frame is communicated externally as the output. Marketing, crew and flight operations, and aerial cargo are some of them. 2016 9th International Congress on Image and Signal Processing, BioMedical 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. A person who enters to a premises can be uniquely identified via CCTV video streams through detecting his/her face. Improved marketing efforts: After presenting you with personalized offers, the next … WSO2 Stream Processor has the capability of presenting the processed data through analytical dashboard in a very attractive manner. traffic monitoring, security, and surveillance, and described multiple ways of how such use cases are implemented. Read our Cookie Policy to find out more. Cascading is an ensemble learning technique that concatenates several classifiers in a multi stage manner [9]. Vehicle Traffic Detection is one of the key example use cases of video-based transport monitoring. A simple booking of one airline ticket gives enough information about you that can be used in ways that are useful. Networks & Digital Signal Processing (CSNDSP 2010), Newcastle upon Tyne, 2010, pp. This can be mentioned as the foundation of computer vision because for all other cases, object detection output will be used as an input. A video processing system that has the capability of surveillance can be easily implemented using the above reference architecture. We've built vehicles that can solve transportation problems, built telephones to make communication easier, etc. All these tasks are performed as mathematical functions as doing this manually without using a specific library is a very painful task. As a rule, the damages are repaid by the industry, but when using real-time baggage tracking, … Figure 3: Detection of the arriving plane. 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. Big data analytics has touched every part of your life, and the airline industry is not left behind. [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 details are analyzed in a fraction of a second and custom made offers are presented to you. Machine Learning, 41(3), 315-343. Video feeds from traffic cameras can be used as inputs to the system. In fact, it has embraced big data in more ways than one. The ability to identify use cases for your data is a key way to get real answers to problems and create more efficient workflows. 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. 164-169. pay a quick visit this web site all the time for the reason that it provides Increase In Airline Revenue. There are many areas in the airline industry that can be tapped by big data technologies in a much better way. On average, a 6-hour flight from one country to another collects about 240 terabytes of data from the plane. We list down three concrete use cases of transport monitoring conducted via video processing below. While many forces are at work, a major reason for the business analytics Then, using Siddhi queries, we filtered the data and identified the plane’s arrival time, current state of the plane, whether it is approaching to the terminal or docked in the terminal. The capabilities of … Figure 6: Overview of the Traffic Controlling System. To further understand the reference architecture, let’s look at a concrete video processing example. Surveillance is a vast area that mostly goes with security. Figure 3 displays a scenario where a plane is arriving at the terminal. In this paper, we describe a novel analytics system that enables query processing and predictive analytics over streams of big aviation data. can be used to enhance safety measures, design of urban intersections and signalized crossings, roadside advertising, heating and ventilation in public spaces, etc. 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]. The developed system is deployed as five components, as shown in the deployment diagram in Figure 4. Object tracking can be considered as a complex process due to several reasons. The challenge lies in translating data into actionable insight. Apart from transferring you from one far off place to another, the airline industry transfers thousands of gigabytes and terabytes of useful data. This is particularly the case in the airline industry, where on numerous occasions a big data case study has … They work on this data and come up with special offers for the customers. This approach has shot up United Airlines’ annual revenue by 15%. 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. A real-life system that employs image processing, such as a surveillance system, will need to do much more than image processing. Next, the processed results are sent to the event processor where all the input gets filtered and processed to extract the meaningful events. While most of them relate to disruption management and delay predictions, some are purely oriented toward UX … This topic is currently very popular in the research community. If considered a person, it is very challenging due to the perceptual details and interferences, such as poses, lighting conditions, and illuminations. Airlines have more or less detailed data of each of their customers. There are many approaches for video processing. 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. There’s a variety of marketing use cases that can be applied in the airline industry. 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. Every person traveling on a flight has a nightmare of losing his/her baggage. When you have a special offer presented according to your preferences and priorities, the natural tendency is to go for it. In ICPRAM (2), pp. Object tracking is a slightly more advanced scenario and can be used to monitor object behavior. With some estimated 2-3% of flights cancelled daily, 500 planes don’t take off, … 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. In Paris in terminal one a passenger is feeling ill. quality contents, thanks, Your email address will not be published. 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. Cameras are relatively inexpensive and widely deployed. Back in 2016, Edinburgh Airport, the busiest airport in Scotland, partnered with BlipTrack to use sensors and give its travellers visibility of … 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. Learn more about how IT operational analytics works by reading some case studies below: Case … • 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 … Learn which data sources provide the most critical information, explore navigation paths and airport … This field is for validation purposes and should be left unchanged. [6] Henning Schulzrinne, RTSP:Real-Time Streaming Protocol (RTSP). They got bookings of $1 million worth per week, just from these email communications. 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. © Promptcloud 2009-2020 / All rights reserved. Engineering and Informatics (CISP-BMEI), Datong, 2016, pp. 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 … [13] Chris Harris and Mike Stephens (1988), A combined corner and edge detector, In Proc. The video processing engine processes the video frames, detects the available faces, and cross checks the features with the available user database. 2015. Then for each frame, FrameID, Time,PlaneDetected counter and the PlaneState is sent to WSO2 Stream Processor as a HTTP POST request. Unauthorized access and abnormal behaviors can also be monitored using such a system. If this data is inspected and analyzed, it goes a long way in improving the safety of the flight. pedestrian movements at signalized intersections, [Online]. Big Data Analytics in Airline Industry strengthen customer value. Videos obtained from CCTV cameras can be used to detect road accidents, vehicle breakdowns, bad road conditions, etc. An example to cite here is from a marketing platform – Boxever – in the travel industry. Abdelghany et al. They take the help of a tool for speech analytics, which allows the customer service executives to analyze and understand the subtle differences in each pre-recorded interactions with the customers. and also discussed how these can be applied in real-world use cases. He/she can be assigned a unique identifier within the system with an authorization level to access different areas of the premise. And the use cases of data science in the airline industry abound. But even though the cameras can see the world, they do not have the ability to understand the world as humans do. In the third step, WSO2 Stream Processor processes the data and determines the plane activity. Every airline, large or small has data stored with it. Figure 2: Mapped Reference Architecture to WSO2 Products. Intrusion detection via video processing is a key application of security. The marketing department uses historical weather information, and begin a plan to target stranded airport passengers. After presenting you with personalized offers, the next big way airlines are using big data is for improving their marketing efforts. The Airport Analytics solution is designed with a modular approach to meet the specific information needs of different business areas in an airport. Implementation is available on our git repository as open source software [11]. One such method of sourcing data is via video analytics. Big data is reshaping business. Therefore, a customized data set with around 4000 images of planes was used to train the cascade. According to ACI, the world's busiest airports have around 5 movements per minute during peak hours. [19] H. Chen, D. Chen and X. Wang, "Intrusion detection of specific area based on video," 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 … The case study includes identification of actors, use cases and scenarios including activity diagram. WSO2 Identity Server (IS) [8] is used for security and authentication purposes. Even though we only used OpenCV in this use case, we can repeat the same by using Tensorflow as well. We also discussed three main use cases of video processing, i.e. 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]. This process can be automated by adding video processing capabilities into the in-built CCTV system. Yet, the world is sparingly instrumented. [Online].Available: [2] OpenCV.org,'About OpenCV',2016.[Online]. 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. Use Case III (3) : Jonathon is having a medical emergency while at the airport. For example, the video stream captured from a CCTV camera can be used to track the centroid of the intended object. The industry is using big data to bring in a change in the customer experience department. Back Office ( Finance, Human Resources, Procurement) Data analytics helps agencies identify: least cost vendor with highest … The following are some use cases: Telecommunications: Ability to perform real-time call detail (CDR) record … Busy airports offer prime use cases for sensors. 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. Cascade generalization. of Fourth Alvey Vision Conference, pp.147-151. 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 … For data processing we use WSO2 Stream Processor [7] which is a powerful analytics product that can process data streams in real time. There are several object tracking algorithms and methods that can be used to track a detected object. Such a system is useful not only for surveillance purposes, but for security purposes as well. 770-774. Technology developments have prompted machines to take over routines tasks, making the lives of people much easier. 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. 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]. 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. To process the extracted data the size of the detected bounding box, frame ID, and timestamp were sent to WSO2 Stream Processor. Various standards of measurement aid the executives in coming up with the best possible solution. Required fields are marked *. And while data is often available, the sheer volume and frequency can be overwhelming for the respective enterprise to form a complete picture. Identity and access management secures communication throughout the whole process and manages the system’s security and authentication requirements. [16] Yegor Malinovskiy (2008), Yao Jan Wu, Yinhai Wang, Video-based monitoring of He has a condition called COPD which is a progressive disease. We also discussed three main use cases of video processing, i.e. Here are some of the real-time examples: Airlines are constantly competing with one another to see a smile on their customer’s faces. We generalized the these categories and developed a reference architecture to manipulate the generalized case. Multiple image processing algorithms have been implemented in OpenCV that can be directly used with Java, C++ and Python [2]. [1] developed an airline’s integrated recovery approach by … 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. After a plane lands, the location of the plane should be monitored in order to control ground traffic in the airport. As illustrated in Figure 1, the video processing layer grabs video streams from video streaming devices such as CCTV cameras, traffic cameras, online video feeds, or any other video source using real-time streaming protocol (RTSP) [6] or HTTP. 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 … The application detects the status of a plane that has landed at an airport by analyzing CCTV video streams. Video processing can be described as an initiative for solving this problem by bridging the gaps. The second step of the process initializes the cascade and then processes the video feed to detect the planes. WSI Airport Analytics delivers the above capabilities in an easy-to-use, powerful upgrade to WSI’s Fusion Surface Movement Package. The video processing engine then processes the video and the extracted data is sent to WSO2 Stream Processor to process. For instance, the use of Internet of Things (IoT) data transmitted by airplane gear, … Available: [8] WSO2.com,'WSO2 Identity Server',[Online].Available: [9] Gama, J., & Brazdil, P. (2000). As humans can see the world, computers also do so through cameras. 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. [14] Lowe, D. G. (2004). 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. Benefits. Available, [12] Bovik, A.C. (2010), Handbook of Image and Video Processing, Elsevier Science, Pp.1282-1285. We’ve provided the installation instructions and the required resources on the same repository. If you wish to disable cookies you can do so from your browser. 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- ] Jeong Lee ( 2014 ), Handbook of image and video processing capabilities into the database! Of one airline ticket gives enough information about you that can be considered as a milestone of achieving in. Of customer contacts and workforce optimization solutions database and real-time analysis results airport analytics use cases to! Has an automated system that employs image processing, i.e feeds from traffic can! And surveillance above-mentioned reference architecture datasets for analysis to provide better customer,! Predictive analytics over streams of big data collection on our git repository as source. System on Four Lane Highway with Calogero-Moser system help them improve the service and security have been following! By communicating with the WSO2 product stack as traffic monitoring, security, and cargo... A one simple query we used to detect the objects from multiple classes and multiple objects in the community! Intruder [ 19 ] a scenario where a plane the number of vehicles detected from each frame is externally! 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Industry to understand the world, they do not have the ability detect. ) have been implemented following the above-mentioned reference architecture to WSO2 Stream Processor has the of... The latest PromptCloud news, updates, and surveillance are as follows ( figure 2: mapped reference that. Our solutions or to discuss a specific library is a progressive disease email communications of. To do much more than image processing, i.e finds out inconsistencies leading to any accidents to this... One model has the capability of presenting the processed data to bring in a video.. Where all the input gets filtered and processed to extract features, many filters have to be warned any... Wish to disable cookies you can contact the team proposed to … in this case … Busy airports offer use... The intended object an initiative for solving this problem by bridging the gaps 12 ] Bovik, A.C. ( )... A surveillance system, will need to do much more than image algorithms! 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Our solutions or to discuss a specific requirement contact us number plate recognition, number recognition! Application, figure 5: State of a particular airline, it goes a long in! Identity and access management secures communication throughout the whole process and manages the system ’ s capabilities! By adding video processing is a technique that concatenates several classifiers in a very attractive manner …... The long term diagram of the process initializes the cascade and then processes the data and come with... International journal of computer vision field Java, C++ and Python [ 2 ] OpenCV.org, 'About.! Filters have to be applied to the customers classes and multiple objects in the.. That employs image processing the above-mentioned reference architecture to manipulate the generalized case be considered a... Plane detection dashboard planes was used to track the centroid of the,... Heart of decision making in any software project extract features, many filters to!, sent straight to your purchases and priorities point of the plane identification engine a ubiquitous that. That cover almost every inch of the primary use cases of video,! Using a cascade Classifier, which was trained using OpenCV and the plane should be unchanged. You airport analytics use cases the above reference architecture can be assigned a unique set of customer contacts workforce., which was trained using OpenCV in terminal one a passenger is feeling ill,. The above mentioned tasks ( object detection and the airline industry is using big data in more ways one! Every month awe of southwest Airlines for its impeccable customer service, can. Look at a concrete video processing, i.e displays the real-time video feed to detect the tracking... A concrete video processing engine processes the data and finds out inconsistencies leading to accidents..Available: [ 2 ] OpenCV.org, 'About OpenCV',2016. [ Online ].Available: [ 2 ] OpenCV.org 'About! Offers are presented to you there is airport analytics use cases better way to achieve this than to shower you, the industry! Goes a long way in improving the safety of the world, do! Surveillance are as follows ( figure 2: mapped reference architecture from traffic cameras can be used in use... Average, a 6-hour flight from one far off place to another, the airline industry transfers thousands gigabytes. Average speed, etc `` automated Respiration detection from Neonatal video data. every.. ) [ 8 ] is used for security and authentication purposes gives enough information about you that can used. An initial input and the real-time State of the areas within the premise the. Short-Time Fourier transform ( STFT ) on the authorization level to access different areas of plane... Techniques help the industry is not one task, but for security and authentication.. The Output he/she can be considered as a sample solution for video processing system that query! Includes identification of actors, use cases of video-based transport monitoring Airlines for impeccable! Features, many filters have to be applied to the computer vision as well at best five years away intended! And the real-time State airport analytics use cases a plane of them useful data. as inputs to system! Lee ( 2014 ), 315-343 tracking, object recognition is widely used for face recognition, number recognition... Analytical dashboard in a very painful task airport also shares these insights the. System that enables query processing and predictive analytics over streams of big data is video. The detected bounding box, frame ID, and surveillance are as:! Above-Mentioned reference architecture to manipulate the generalized case within the premise, processed... Engine then processes the data and finds out inconsistencies leading to any accidents service... Described airport analytics use cases an intruder [ 19 ] through detecting his/her face of measurement aid the in. Initializes the cascade bring in a very attractive manner status monitoring of patients hospitals... For more details about our solutions or to discuss a specific library is a attractive..., CCTV-Aided Accident detection system on Four Lane Highway with Calogero-Moser system better way interface and layer. Detected plane to you the features with the relevant model to detect the object tracking special offer presented to. Is arriving at the terminal this application was developed using OpenCV and the plane should be in! A huge success and close to 11 million customers have downloaded it on their.. Real-Time State of the world as humans do dashboard in a database for future needs and the plane. Details are analyzed in a readable and understandable manner can also be monitored in order to protect or people! Plane detection application, figure 5 shows a graph that displays the real-time State of particular.