Session B6 Paper #172 Disclaimer—This paper partially fulfills a writing requirement for first year (freshman) engineering students at the University of Pittsburgh Swanson School of Engineering. This paper is a student, not a professional, paper. This paper is based on publicly available information and may not provide complete analyses of all relevant data. If this paper is used for any purpose other than these authors’ partial fulfillment of a writing requirement for first year (freshman) engineering students at the University of Pittsburgh Swanson School of Engineering, the user does so at his or her own risk. UNMANNED OCEANIC SHIPPING Thomas Misciagna, [email protected], Mahboobin 4:00, Kevin Rode, [email protected], Mahboobin 10:00 Abstract - Autonomous shipping will herald a new era in transporting goods. It allows unmanned marine surface vessels to ship goods across the world. This method of transportation takes away the chance for dangerous human interactions with the ocean environment and pirates, while also providing people the goods they desire. International trade is always expanding to encompass more countries, more goods and higher profits. Using on shore controls, engineers can eliminate the need for a crew on a ship and increase the effectiveness of overseas transit. The navigation of an autonomous ship requires knowledge of the surroundings the ship must deal with. Each ship will be equipped with cameras and sensors that relay specific data to a team on land. The crew on land can use this data to keep safe control over the ship. The ship will guide itself using GPS and avoid storms automatically to ensure safety. This paper will describe the problems of conventional shipping and how unmanned shipping will overcome these problems. The paper will argue for the further investment into this technology and how improvements in safety and economics can be made within the current system. Key Words-Autonomous Shipping, GPS, International Trade, Marine Surface Vessels, Overseas Shipping UNMANNED OCEANIC VEHICLES IN AN INCREASINGLY AUTONOMOUS WORLD Autonomous vehicles are becoming more prevalent in our society. The word autonomous is defined by MerriamWebster as “responding, reacting, or developing independently of the whole” [1]. Vehicles with this technology are capable of reacting and responding to their environment to navigate an area. They are not guided or controlled by any person. Companies have begun implementing autonomous technology into their services and products. In the city of Pittsburgh, PA, the company Uber is using autonomous cars to improve on the conventional taxi. Uber plans to implement this technology to cities across the continental United States and world in the future [2]. Amazon is developing drones as a means of transporting goods directly to consumer’s homes. These are prime examples of companies embracing autonomous technology for the future of their respective industries. These University of Pittsburgh, Swanson School of Engineering 1 Submission Date 03.31.2017 companies view the transition to autonomous technology as an improvement over conventional methods [3]. The oceanic shipping industry is an industry that could use these same improvements. Standard shipping methods used today are becoming outdated with the rise of new autonomous technology. This technology could be integrated inside of a ship to allow the ship to travel more efficiently and safely. Most problems that occur in modern ships are caused by some problem with the crew, so eliminating the need for a crew on board the ship will give the potential to fix these problems. There will, however, be loss of jobs resulting in a change to autonomous ships. This issue will be discussed later in the paper. In addition to the advantage of solving these problems with unmanned capabilities, there is a significant economic advantage of switching to autonomous technology for shipping companies and businesses who send goods overseas. Ships with the new autonomous technology will have the ability to calculate the most efficient route and communicate with other ships in order to find a route that will not require any detours. Taking these advantages into consideration, the use of unmanned oceanic vehicles as an alternative to conventional shipping should be pursued further in research and investment. CONVENTIONAL SHIPPING AS THE DOMINANT METHOD Problems with Conventional Shipping The dominant method in maritime shipment for the last couple hundred years has been conventional shipping. Conventional shipping uses a crew that navigates the ship and keeps all its systems in order. The most common reason for accidents at sea is fatigue of the deck crew [4]. The deck crew on board a ship is pressured by long days at sea checking instruments that are used to keep the ship running effectively. The deck crew can become fatigued and make mistakes when checking these systems or securing goods to the ship. For example, a crew member could become fatigued from working in the hot sun all day and misread a temperature gauge on a certain component of the ship. This would lead to overheating and the ship to not operate at a peak efficiency. This can lead to problems with machines not running efficiently and the ship not operating at maximum efficiency. Fatigue can also cause the crew to not properly respond to a hazardous area that the Thomas Misciagna Kevin Rode ship just entered. The crew on board a ship may not be able to respond effectively to an emergency such as harsh seas or a machine malfunctioning. The crew could have trouble thinking clearly enough to make decisions when they are being knocked about by the sea and covered in water. A potential risk besides weather is the threat of pirates. With “2619 attacks, actual or attempted, over the period 2004– 2011”, piracy is still a problem in the world’s waters [5]. This number is a sum of all pirate attacks across the entire world. Modern ships are incapable of dealing with pirate attacks. The pirates are armed and can pose a major threat to the crew on board and the company who owns the ship. Most pirate attacks involve holding crew members hostage for ransom [6]. This means a crew is in serious danger from the threat of pirates any time they enter certain waters. Eliminating the crew leaves no incentive for pirates to attack. This can make shipping goods across the ocean much safer for people as nobody will be onboard to capture for ransom. Problems with pirates will continue to happen in all different forms and a solution must be made. This solution could come in the form of unmanned ships. The economic advantages of unmanned oceanic ships are plentiful. Autonomous technology allows a ship to calculate the most efficient course. Humans can calculate an efficient course but the autonomous ship can make real time corrections in course with changes in weather that could increase efficiency by more than what humans could achieve. Having an unmanned ship also allows the ship to cut weight by eliminating all of the human features from a boat, such as places to move around the outside of the ship and places to eat and sleep. Oskar Levander is the vice president of innovations at Rolls-Royce, a company on the cutting edge of autonomous shipping technology. He explains that “moving toward greater autonomy and unmanned shipping could cut transport costs 22%. The bulk would come from lower staff costs, though such vessels also would be more fuel efficient by eliminating the need to carry equipment to support people onboard” [7]. Decreasing excess space and weight like this can increase the efficiency of the ship because it is not carrying around as much of a load. This amount might be small but it will add up over time. Any costs that are cut from a voyage will build up over the years. This makes any advantage autonomous shipping has over conventional shipping important to recognize. The crew can lead to other cost problems as well. "Rising fuel costs in recent years have meant that slower (and therefore less fuelconsuming) voyages are more economical—but long journeys are less attractive to crew members, so finding a willing crew can be difficult and very costly” [8]. An autonomous ship will not have to worry about how a crew will respond to long voyages out on the sea, or getting a crew to work the ship for the long distance travel. The ship will be able to take longer in its voyage to be more efficient. This is especially important as “the industry estimates that 44 percent of freighter costs are associated with human crews" [8]. Eliminating the crew from on board a ship will allow these costs to become non existent for the shipping corporations. Unmanned ships can also eliminate the costs of piracy as well. It is estimated that the annual cost of piracy just off the coast of Somalia is “between $1 billion and $16 billion” [5]. This is another huge cost that could be eliminated by autonomous shipping. As discussed before, pirates will not be able to take control of autonomous ships or capture crew members for ransom. These economic benefits in conjunction with safety improvements and solutions to conventional shipping problems are what make unmanned oceanic shipping a technology that should be pursued more in the future. Increased investment into autonomous technology in the maritime industry could lead to growth and improvements in the industry as a whole. The future of the industry could be vastly improved with the integration of autonomous technology. How Unmanned is an Advantage Unmanned shipping overcomes the problems that conventional shipping has, while improving upon conventional shipping methods. An autonomous ship uses no onboard crew so the fatigue that causes most accidents on manned ships would be eliminated completely on autonomous ships. In the place of crew members, there are sensors that monitor the equipment to make sure everything is in working order. These sensors communicate with the brain of the ship and a crew on land [4]. Having no crew and sensors that monitor the ship can allow the ship to operate at full efficiency and eliminate human error. In the event of an emergency, the team on land could use the sensors in tandem with cameras on board to solve a problem. The team would not be in any danger from a storm or threat of pirates if they are monitoring the ship from land. Unmanned shipping uses no crew members so the crew is not in danger from the pirate’s attacks. This is crucial as “in February 2011, 31 vessels and 700 people were held hostage as part of a ‘capture-to-ransom’ business model” [5]. The threat of pirates on crew members could be avoided with the integration of autonomous technology. The crew members could be safe however the cargo on an unmanned vessel would seem like an easy target. To solve this, the ship could be designed in a way to make the cargo very difficult to access and the ship difficult to navigate onboard. Because the ship requires no crew on board, it could have a completely smooth outside with no area for pirates to climb aboard. The design of the ship would have no platforms to stand on and no way of manual control. The pirates would not be able to board the autonomous ship or steer the ship around. The team monitoring the ship on land could then signal the coast guard to respond to the pirate attack. The pirates would only disrupt travel and not cause any significant threat or harm. CONCEPTS OF HOW THE TECHNOLOGY WORKS Controlling these unmanned vehicles involves physics and mathematical principles. It is essential to understand 2 Thomas Misciagna Kevin Rode exactly how the ship moves through the water in order to program a computer that will allow the ship to operate autonomously. The ship’s computer will respond to changes using given equations. These equations will allow the ship to adjust given variables such as velocity or rudder angle to keep the ship on a steady course. The basic motion of the ship can be observed through Newton’s Second Law, which compares the pitch the ship has to how much it is swaying and how fast it is surging through the water [9]. Newton’s Second Law in its most basic form is F=ma. It relates the forces (F) on a given object such as thrust from a motor and waves pushing on a ship to the actual motion given as the acceleration (a) and the mass of the ship (m). When the ship is cruising at a nearly constant surge speed and only the first order approximations of the viscous damping are being considered, a linear parametrically varying approximation of the steering dynamics is applicable [9]. Figure 1 is displayed below and shows the equation for this case. The sway is an equation of motion in the y-direction which describes the ship as it moves left and right. The yaw is a rotational force which requires the moment of inertia for the ship in its motion equation. Finding the moment of inertia for a complex shape such as a ship can be very complicated. Therefore, computer programs must be used to solve these complex equations. Each motion is a specific breakdown of the ship’s overall motion. FIGURE 2 [9] Equations for the motion of the ship as it moves through the water in a variety of different motions Figure 3 below illustrates the surge, sway, and yaw and how they relate to the movement of the ship. Surge is the forward or backward movement of the ship. Sway is how the ship is moving left or right. Yaw is how the ship is twisting about a vertical axis that is perpendicular to the ship. FIGURE 1 [9] Equation for the applied force of the ship as it moves through the water. In Figure 1, M is the inertia matrix and it includes all mass that is added to the ship. C(v) is the Coriolis matrix, which is the inertia force relative to a rotating reference frame. The variable v is the velocity vector of the rigid body, which in this case is the ship itself. This equation is equal to τ, which is the force in three-dimension space that will become the control vector in this scenario. When all the variables are put together the information becomes very complex because each dynamic is non-linear. These aspects make it quite complicated to obtain a mathematical model which would properly represent the dynamics of the ship with an analytical approach [9]. Each multiplication has to be a form of vector multiplication involving cross-products since multiple matrices are involved. Each matrix comes from the multiplication of a vector in a given direction with another vector. This can become more complicated than the equation looks at first because using a three dimensional systems requires use of vectors in each x, y and z direction. The equation must be solved in each component direction and then summed together using vector addition to find the equivalent force, τ, that is being solved for. In Figure 2, the following equations can be derived from the equation in Figure 1 to find equations for surge, sway, and yaw, which are each possibility of movement. In these equations m is the mass of the ship, u and v are the surge and sway velocities respectively, and r is the ship’s angular velocity, or the rate at which the rotation or yaw is changing. The variable xG the x-axis coordinate of the center of gravity, and IZ is the moment of inertia about the z-axis which in this case is the yaw rotation. The surge is the motion in the xdirection which is the direction in which the ship is pointed. FIGURE 3 [9] A three-dimensional visual that displays what the equations in Figure 2 relate to in space Figure 4 gives a better explanation of what each of the components of the ship in the equation are doing. This figure shows a schematic representation of the ship in an xy-plane, where ψd represents the desired heading angle or orientation of the ship and δ is the rudder position. The ship is placed in a two dimensional Cartesian coordinate system. The coordinate system given by Xo and Yo is used to find the coordinates of the ship in the water, while the coordinate system composed of X, Y and Z is used to describe the ship’s motion. 3 Thomas Misciagna Kevin Rode The knowledge based systems used to let the autonomous ships systems run smoothly are called fuzzy logic controllers. Fuzzy logic controllers are able to turn a linguistic control strategy into automatic controls using expert knowledge [9]. Fuzzy control “makes it possible to control complex systems, such marine vessels, even in uncertain environments” [9]. Fuzzy logic controllers take in data that is collected, in this case how the ship is travelling, and put the information through a set system of analysis where the information is transformed into a new output. The ship operator will be provided that output, through the Wi-Fi connection to the ship and give directions for what the ship should do next. Most of the time the fuzzy logic controller is used to determine the rudder angle that would be most efficient for getting the ship to its destination at the current instant. The definition of fuzzy sets are what a fuzzy inference system is based on. A set is a “collection of things that belong to some definition” [10]. They can be defined as belonging (in binary code, 1) or not belonging (in binary code, 0). This is shown in Figure 5 below. In the example shown, the set is used to determine whether or not someone is tall. A person who is tall in this case is defined to be belonging; therefore their degree of membership is 1. A shorter person is defined to not belong, resulting in a degree of membership of 0. FIGURE 4 [9] Two-dimensional graphical representation of the movements of the ship Using these equations, the engineers designing the ship will be able to calculate how the ship is currently travelling. They will be able to turn the ship into a three dimensional point in space and track its movement across the ocean. Each equation serves a different purpose and its values can change at any moment. The equations each describe motion in different directions and engineers can change certain variables such as velocity or rudder angle to change the ship’s motion. This way they can make sure the ship stays in its course and reaches its destination with the highest efficiency. To find the angle at which the rudder must be facing to turn the autonomous ship, intelligent and conventional strategies are used. This equation relates the angle of the current course of the ship to its velocity and current acceleration [9]. “The desired rudder angle and surge speed are commanded through a Wi-Fi connection between the ship and the control station at land” [9]. The ship takes in the inputted rudder angle and surge speed. It then uses the new values to change its course. The Wi-Fi connection would be relayed through the use of satellites. In 2016, Inmarsat, a satellite-services company, launched a new service to provide ship operators with improved connectivity [7]. The new satellites increase the bandwidth and make the connection more secure so that hacking into the ship will be much harder to do. This is vital to the ship’s functionality. A crew on land must be able to communicate with the ship in order to adjust its course and the ship must be able to connect to satellites to use its GPS. The crew must know the location of the ship at all times to ensure proper course and the systems on board the ship must be monitored closely through the use of satellite connectivity. The new technology would allow the ship operator to closely monitor the engine, rudder position, navigation, and other functions of the ship. FIGURE 5 [10] Traditional sets measure degree of membership in a binary set Fuzzy sets are sets where every element has a degree of membership. That means every variable in a set is defined to be a value and not forced to be in just one category or the other. This can be shown in Figure 6. The figure illustrates that a tall person is not defined as just tall but has a degree of member of 0.95 meaning that they are definitely a tall person. A small person has a degree of membership of 0.30 meaning that they are not close to being tall. This example gives a degree of membership that is in between the values for tall and not tall defined in Figure 5 above. A fuzzy set ends up forming a continuous function for height values. Fuzzy Logic Controllers 4 Thomas Misciagna Kevin Rode conditions of the ocean. The technological mechanics of the ships are highly important from an engineering standpoint as they apply directly to making the technology work in an efficient way so that it will be effective when put to use. CHALLENGES OF UNMANNED SHIPPING Challenges are inevitable in all engineering projects and unmanned oceanic shipping is not an exception. When working with a new technology such as autonomous operation, there are many unknown challenges that will arise. Most of these challenges will arise during testing of the ships, but there are several important challenges that engineers must face to allow unmanned ships to advance in the future. The first of these challenges is finding a way to make the autonomous ships at least as safe as existing ships [11]. One of the reasons to pursue unmanned shipping is that it is safer than conventional shipping. In a perfect world this is true, but at first, autonomous ships will have unseen problems that need to be solved. Once these initial problems are dealt with, then the autonomous ships will be able to operate with less error than conventional ships. The integration of autonomous ships into the shipping network of the world will be gradual. All ships will not just suddenly become autonomous all at once. This requires careful planning of how autonomous ships will interact with manned ships out on the water. If a manned vessel needs an autonomous ship to move out of the way, then the manned vessel needs some way to communicate with that ship. This will require a link between whoever is controlling the ship on shore and the manned vessel at sea. The team who is controlling the unmanned vessel at sea must also take control when navigating any complex ports. When a ship enters port, it will have many obstacles to navigate. There will be the area to dock in but there will also be other ships around that may or may not be autonomous. The ship must be loaded with cameras and sensors on its sides to allow someone on shore to monitor the ship’s location and make any necessary corrections. Similar to air traffic control, someone will have to be monitoring the unmanned vessel as it comes into or out of port. Once the integration of autonomous ships has happened then measures must be made so that ships will be protected from cyber threats. In the 21st century, cyber security is vital. Autonomous ships must be protected against any sort of hack against their system [11]. It would be detrimental to any company if their ship was taken over by a cyber-attack. Prevention methods would be researched while the technology is being implemented into the ships. If any research has been done already into cybersecurity for autonomous ships, then it has not been released yet. The future for unmanned oceanic shipping is bright but these challenges must be faced before any progress can be made. FIGURE 6 [10] This graph shows that fuzzy sets have the degree of member be a continuous function unlike traditional sets The fuzzy inference system uses fuzzy sets to formulate human knowledge to calculate outputs of the system. The fuzzy sets are inputted in a process called fuzzyfication. The fuzzy sets go through a decision-making logic process that has a set rule system. The rules are designed using the knowledge of an expert in the operation of fuzzy logic systems. These rules are what transform certain inputs into something that the fuzzy control can use. The next step is fuzzy interference. In this step, certain values such as the max-min or max-product are selected using inductive reasoning [9]. Those results come out of this set as another fuzzy set. The final step in the fuzzy inference system is called defuzzyfication. This step converts the outputted fuzzy set into distinct values. This process can be shown in Figure 7. The distinct values outputted are then used by the ship operator to determine what they should do to make the ship sail in a more efficient and safer manner. FIGURE 7 [9] A fuzzy logic controller goes through a set series of steps Fuzzy logic controllers are a crucial part of getting the technology of the unmanned oceanic ships to work. The controller allows the process of steering one of these ships to be much simpler. The fuzzy logic is what allows the operator to input certain parameters such as a GPS location of where the ship is headed and output a rudder angle that allows the ship to get there. Fuzzy logic is also an important step in making a completely autonomous ship. The fuzzy logic controller is the decision-making part of the ship that allows the ship to steer itself and take the most efficient route. It makes decisions based upon input from the sensors mounted on the ship and can adjust rudder angle and velocity dependent on different THE FUTURE OF THE TECHNOLOGY 5 Thomas Misciagna Kevin Rode The future sees autonomous technology increasing in strength and usage. As mentioned before, Uber and Amazon are two prime examples of autonomous technology being integrated into our modern society. Unmanned oceanic shipping has a similar future ahead. The company Rolls-Royce made a statement that said “autonomous shipping is the future of the maritime industry. As disruptive as the smartphone, the smart ship will revolutionize the landscape of ship design and operations” [11]. Rolls-Royce is a company on the cutting edge of unmanned oceanic shipping and their researchers are delving further into the use of autonomous technology on their ships. The company has several important steps laid out over the next 20 years. These steps are key components of autonomous shipping that must be taken to allow the industry to grow in the coming years. Rolls-Royce engineers plan on making a ship with reduced crew and remote operation functions by 2020, an unmanned remote coastal vessel by 2025, a remote controlled ocean vessel by 2030 and a fully autonomous, unmanned ocean going ship by 2035 [11]. Because autonomous technology has yet to be implemented in any industry on a large scale, the transition from conventional to autonomous shipping must be a gradual one. Autonomous technology is still in its infancy and its slow implementation is necessary for success. The engineers at Rolls-Royce need to spend time with the development of autonomous ships to ensure that all potential problems are solved. They must test the ships and technology in the real world to adequately develop a working design. Rolls-Royce is one of the leaders in autonomous shipping technology and their plan for the future is an indicator of where the whole industry will go. With this solid plan of action for the future of unmanned oceanic shipping, the technology and industry as a whole should be invested in to further push the research into capabilities of autonomous ships and reap the benefits that come with them. autonomous technology. There will still be a demand for workers who can load these autonomous ships and help maintain them. Maintenance jobs for autonomous ships will be needed since autonomous ships operate much different compared to conventional ships. There is no chance that autonomous shipping will create more engineering and design jobs than the jobs that the new technology would be taking away from the workforce. While the job market for autonomous shipping is unsustainable the economic value it brings to the table is quite the opposite. The technology would be able to cut costs for companies by 22% [7]. The companies would make back the money they spent on making the autonomous ship easily after only a few years and then they could start turning a profit and be able to lower the average shipping cost. This benefits the consumer because shipping costs will continue to drop making the price sustainably less from the cost now. Autonomous shipping will create a new growth market for shipping. The industry, when it catches on, will continue to grow sustainably with more and more companies trying to integrate the technology into their own systems of shipping. The cost benefits of autonomous shipping cause this new shipping technology to be more economically sustainable. Autonomous shipping is also good for the environment. Every year there are shipwrecks that cause goods to be dumped into the ocean and parts of the ship as well. These objects pollute the ocean and can be harmful to the species living down below where the ship wreckage is. With the technology used in autonomous ships, the chance of a ship wreck happening is severely decreased. The ship operator will be able to move the ship to safety if it gets into a rough patch of weather or any other type of emergency. Additionally, there will be no humans on board the ship to allow human waste to get disposed of in the ocean. Therefore, human waste can be completely taken out of the equation. The ship operators will also be able to tell the best path the ship can take to get to where it is going. This will majorly cut down on fuel consumption since there will no more guess work involved in the ship’s route [11]. Air pollution from ships will be cut down since there is less fuel consumption. These reasons show that unmanned ships much more sustainable to the ocean and the air. The technology used in autonomous shipping is still new and nothing is set in stone. Models of ships are in the process of being built but nothing is for commercial sale yet. Researchers are still trying to find ways to make the technology more sustainable. When the final product is put together some of the issues of sustainability will be solved by these researchers. The researchers and the company designing the ships’ goal is to make the technology appeal to the public’s eye. The loss of jobs will be a big hit to the likelihood of the public’s approval so they will need to make up for it by having lots of sustainability in other phases of the project. AUTONMOUS SHIPPING’S SUSTAINABLE IMPACT It is no secret that autonomous shipping will cause a loss in jobs in the shipping industry. There are roughly 1.2 billion jobs that depend on convention shipping methods around the world [8]. There will be plenty of people building and designing new models of unmanned vessels, but there will be no need for a crew to be onboard. However, the process of the technology being integrated into the ships will not happen overnight [4]. It will happen over the course of several years and will be small gradual changes similar to driver assistant systems in cars [4]. It will be twenty to thirty years before ships will be able to travel on their own with no crew [8]. Over time the job market in the field of shipping once unmanned vessels are introduced will deplete, but it will take a significant amount of time for all that to occur. However, this still means that its job market is unsustainable. It is important to note that not every job that has to do with shipping will be eliminated by 6 Thomas Misciagna Kevin Rode As the need for trading goods between countries increases, the demand for those goods to arrive faster and safer also goes up. Autonomous shipping will accomplish just that. Conventional shipping has problems with piracy, inefficient work crews, and machine malfunctions. Unmanned oceanic shipping is safer than traditional shipping because piracy will not have a major impact on autonomous ships and there will be no human lives at stake on board the ship. Autonomous shipping cuts costs for the companies as ransoms from piracy will decrease and voyages will become more efficient. There are challenges for autonomous shipping such as maintaining safety with manned ships, deciding how autonomous ships will dock in complex ports, and cyber threats. These problems will be solved by the time these unmanned ships hit the water for companies to use. The plans that companies such as RollsRoyce are using ensure that unmanned ships will be capable of operating safer and more efficiently than conventional ships. Remote controlled ships will start to exist around 2025 and there will be fully autonomous ships by 2035 according to Rolls-Royce’s plans. With the safety and economic benefits of unmanned oceanic shipping, the research behind autonomous technology should be invested in and increased to capture these benefits and help the entire maritime shipping industry. http://web.b.ebscohost.com/ehost/pdfviewer/pdfviewer?vid=2 7&sid=528e537a-4817-43cf-9ed22fb1edbee2c2%40sessionmgr102&hid=125 [7] R. Wall. “Ship Operators Explore Autonomous Sailing.” The Wall Street Journal. 08.31.2016. Accessed 01.27.2017. http://www.wsj.com/articles/ship-operators-exploreautonomous-sailing-1472635800 [8] “Like Ghost Ships in the Night.” Newsweek Global. 07.11.2014. Accessed 01.10.2017. http://web.a.ebscohost.com/ehost/detail/detail?sid=a2ae27ac57af-4962-93f48ef739a36dda%40sessionmgr4009&vid=7&hid=4212&bdata =JkF1dGhUeXBlPWlwLHVpZCZzY29wZT1zaXRl#AN=96 919643&db=aph [9] J. Larrazabal, M. Penas. “Intelligent rudder control of an unmanned surface vessel” Science Direct. 10.02.2016. Accessed 01.10.2017. http://www.sciencedirect.com/science/article/pii/S095741741 6300215 [10] “Defining Fuzzy Sets.” Calvin The Minds Of Making. Accessed 02.28.2017. https://www.calvin.edu/~pribeiro/othrlnks/Fuzzy/fuz zysets.htm [11] “Autonomous Ships The Next Step.” Rolls-Royce Plc. 2016. Accessed 01.27.2017. http://www.rolls-royce.com/~/media/Files/R/RollsRoyce/documents/customers/marine/ship-intel/rr-ship-intelaawa-8pg.pdf SOURCES ADDITIONAL SOURCES [1] “definition of autonomous.” Merriam-Webster. Accessed 03.01.2017. https://www.merriamwebster.com/dictionary/autonomous [2] E. Dashevsky. “Here’s Why Uber is Pursuing RoboTaxis.” PC magazine. 10.01.2016. Accessed 03.01.2017. http://web.a.ebscohost.com/ehost/pdfviewer/pdfviewer?vid=1 0&sid=5c67a59d-7589-488b-b6380cae8c05d4e0%40sessionmgr4009&hid=4106 [3] D. Schneider. “Air Traffic Control for Delivery Drones.” IEEE Spectrum. 01.16.2017. Accessed 03.01.2017. http://ieeexplore.ieee.org/document/7802742/ [4] R. Boagey. “Uncharted Waters.” 05.01.2016. Accessed 01.10.2017. http://web.b.ebscohost.com/ehost/pdfviewer/pdfviewer?vid=6 &sid=712df8c7-0291-4b71-ae9590f9b8000d4a%40sessionmgr101&hid=123 [5] P. Hallwood, T. Miceli. “An Economic Analysis of Maritime Piracy and its Control.” 09.01.2013. Accessed 03.01.2017. http://web.a.ebscohost.com/bsi/pdfviewer/pdfviewer?vid=9& sid=a1fab27a-9c6b-4681-8119a430e696fe3e%40sessionmgr4006&hid=4106 [6] K. Von Hoesslin. “Piracy and Armed Robbery at Sea in Southeast Asia: Organized and Fluid.” 07.01.2012. Accessed 03.01.2017. F. Westrenen, G. Praetorius. “Maritime traffic management: a need for central coordination?” 08.23.2012. Accessed 01.10.2017. http://download.springer.com/static/pdf/647/art%253A10.100 7%252Fs10111-012-02445.pdf?originUrl=http%3A%2F%2Flink.springer.com%2Farti cle%2F10.1007%2Fs10111-012-02445&token2=exp=1484262902~acl=%2Fstatic%2Fpdf%2F647 %2Fart%25253A10.1007%25252Fs10111-012-02445.pdf%3ForiginUrl%3Dhttp%253A%252F%252Flink.spring er.com%252Farticle%252F10.1007%252Fs10111-012-02445*~hmac=815af2918da09198798b9011e0d9e72a73a9ce4082 4a8d3ec539458b37acfdf6 END GOALS OF UNMANNED OCEANIC SHIPPING AND ITS IMPORTANCE IN THE MODERN WORLD “Rolls Royce is on course towards intelligent, autonomous ships.” Professional Engineering. 04.01.2016. Accessed 01.10.2017. http://web.b.ebscohost.com/ehost/pdfviewer/pdfviewer?vid=2 &sid=4d19fca7-5526-4065-8b4f1a36dfda557a%40sessionmgr105&hid=123 S. Garg, R. Singh, R. Kapoor. “Autonomous Ship Navigation System.” India Educators’ Conference. 04.04.2013. Accessed 01.25.2017. http://ieeexplore.ieee.org/document/6757158/ 7 Thomas Misciagna Kevin Rode ACKNOWLEDGEMENTS We would like to thank our co-chair, Kelly Larson, for all her help with planning and guidance in writing our paper. Thomas Misciagna would also like to thank his roommate, Luke Kreider, for the helpful discussions about each other’s conference papers. 8 Session B6 Paper #172 University of Pittsburgh, Swanson School of Engineering 9 Submission Date 03.31.2017 Session B6 Paper #172 University of Pittsburgh, Swanson School of Engineering 10 Submission Date 03.31.2017 Session B6 Paper #172 University of Pittsburgh, Swanson School of Engineering 11 Submission Date 03.31.2017 Thomas Misciagna Kevin Rode 12
© Copyright 2026 Paperzz