There’s no human instinct more basic than speech, and yet, for many people, talking can be taxing. One in 14 working-age Americans suffer from voice disorders that are often associated with abnormal vocal behaviors — some of which can cause damage to vocal cord tissue and lead to the formation of nodules or polyps that interfere with normal speech production.
Unfortunately, many behaviorally-based voice disorders are not well understood. In particular, patients with muscle tension dysphonia (MTD) often experience deteriorating voice quality and vocal fatigue (“tired voice”) in the absence of any clear vocal cord damage or other medical problems, which makes the condition both hard to diagnose and hard to treat.
But a team from MIT’s Computer Science and Artificial Intelligence Laboratory (CSAIL) and Massachusetts General Hospital (MGH) believes that better understanding of conditions like MTD is possible through machine learning.
Using accelerometer data collected from a wearable device developed by researchers at the MGH Voice Center, researchers demonstrated that they can detect differences between subjects with MTD and matched controls. The same methods also showed that, after receiving voice therapy, MTD subjects exhibited behavior that was more similar to that of the controls.
“We believe this approach could help detect disorders that are exacerbated by vocal misuse, and help to empirically measure the impact of voice therapy,” says MIT PhD student Marzyeh Ghassemi, who is first author on a related paper that she presented at last week’s Machine Learning in Health Care (MLHC) conference in Los Angeles. “Our long-term goal is for such a system to be used to alert patients when they are using their voices in ways that could lead to problems.”
The paper’s co-authors include John Guttag, MIT professor of electrical engineering and computer science; Zeeshan Syed, CEO of the machine-learning startup Health[at]Scale; and physicians Robert Hillman, Daryush Mehta and Jarrad H. Van Stan of Massachusetts General Hospital.
How it works
Existing approaches to applying machine learning to physiological signals often involve supervised learning, in which researchers painstakingly label data and provide desired outputs. Besides being time-consuming, such methods currently can’t actually help classify utterances as normal or abnormal, because there is currently not a good understanding of the correlations between accelerometer data and voice misuse.
Because the CSAIL team did not know when vocal misuse was occurring, they opted to use unsupervised learning, where data is unlabeled at the instance level.
“People with vocal disorders aren’t always misusing their voices, and people without disorders also occasionally misuse their voices,” says Ghassemi. “The difficult task here was to build a learning algorithm that can determine what sort of vocal cord movements are prominent in subjects with a disorder.”
The study was broken into two groups: patients that had been diagnosed with voice disorders, and a control group of individuals without disorders. Each group went about their daily activities while wearing accelerometers on their necks that captured the motions of their vocal folds.
Researchers then looked at the two groups’ data, analyzing more than 110 million “glottal pulses” that each represent one opening and closing of the vocal folds. By comparing clusters of pulses, the team could detect significant differences between patients and controls.
The team also found that after voice therapy the distribution of patients’ glottal pulses were more similar to those of the controls. According to Guttag, this is the first such study to use machine learning to provide objective evidence of the positive effects of voice therapy.
There are few things more frustrating than trying to use your phone on a crowded network. With phone usage growing faster than wireless spectrum, we’re all now fighting over smaller and smaller bits of bandwidth. Spectrum crunch is such a big problem that the White House is getting involved, recently announcing both a $400 million research initiative and a $4 million global competition devoted to the issue.
But researchers from MIT’s Computer Science and Artificial Intelligence Lab (CSAIL) say that they have a possible solution. In a new paper, a team led by professor Dina Katabi demonstrate a system called MegaMIMO 2.0 that can transfer wireless data more than three times faster than existing systems while also doubling the range of the signal.
The soon-to-be-commercialized system’s key insight is to coordinate multiple access points at the same time, on the same frequency, without creating interference. This means that MegaMIMO 2.0 could dramatically improve the speed and strength of wireless networks, particularly at high-usage events like concerts, conventions and football games.
“In today’s wireless world, you can’t solve spectrum crunch by throwing more transmitters at the problem, because they will all still be interfering with one another,” says Ezzeldin Hamed, a PhD student who is lead author on a new paper on the topic. “The answer is to have all those access points work with each other simultaneously to efficiently use the available spectrum.”
To test MegaMIMO 2.0’s performance, the researchers created a mock conference room with a set of four laptops that each roamed the space atop Roomba robots. The experiments found that the system could increase the devices’ data-transfer speed 330 percent.
MegaMIMO 2.0’s hardware is the size of a standard router, and consists of a processor, a real-time baseband processing system, and a transceiver board.
Katabi and Hamed co-wrote the paper with Hariharan Rahul SM ’99, PhD ’13, an alum of Katabi’s group and visiting researcher with the group, as well as visiting student Mohammed A. Albdelghany. Rahul will present the paper at next week’s conference for the Association for Computing Machinery’s Special Interest Group on Data Communications (SIGCOMM 16).
How it works
The main reason that your smartphone works so speedily is multiple-input multiple-output (MIMO), which means that it uses several transmitters and receivers at the same time. Radio waves bounce off surfaces and therefore arrive at the receivers at slightly different times; devices with multiple receivers, then, are able to combine the various streams to transmit data much faster. For example, a router with three antennas works twice as fast as one with two antennas.
But in a world of limited bandwidth, these speeds are still not as fast as they could be, and so in recent years researchers have searched for the wireless industry’s Holy Grail: being able to coordinate several routers at once so that they can triangulate the data even faster and more consistently.
“The problem is that, just like how two radio stations can’t play music over the same frequency at the same time, multiple routers cannot transfer data on the same chunk of spectrum without creating major interference that muddies the signal,” says Rahul.
For the CSAIL team, the missing piece to the puzzle was a new technique for coordinating multiple transmitters by synchronizing their phases. The team developed special signal-processing algorithms that allow multiple independent transmitters to transmit data on the same piece of spectrum to multiple independent receivers without interfering with each other.
In today’s computer chips, memory management is based on what computer scientists call the principle of locality: If a program needs a chunk of data stored at some memory location, it probably needs the neighboring chunks as well.
But that assumption breaks down in the age of big data, now that computer programs more frequently act on just a few data items scattered arbitrarily across huge data sets. Since fetching data from their main memory banks is the major performance bottleneck in today’s chips, having to fetch it more frequently can dramatically slow program execution.
This week, at the International Conference on Parallel Architectures and Compilation Techniques, researchers from MIT’s Computer Science and Artificial Intelligence Laboratory (CSAIL) are presenting a new programming language, called Milk, that lets application developers manage memory more efficiently in programs that deal with scattered data points in large data sets.
In tests on several common algorithms, programs written in the new language were four times as fast as those written in existing languages. But the researchers believe that further work will yield even larger gains.
The reason that today’s big data sets pose problems for existing memory management techniques, explains Saman Amarasinghe, a professor of electrical engineering and computer science, is not so much that they are large as that they are what computer scientists call “sparse.” That is, with big data, the scale of the solution does not necessarily increase proportionally with the scale of the problem.
“In social settings, we used to look at smaller problems,” Amarasinghe says. “If you look at the people in this [CSAIL] building, we’re all connected. But if you look at the planet scale, I don’t scale my number of friends. The planet has billions of people, but I still have only hundreds of friends. Suddenly you have a very sparse problem.”
Similarly, Amarasinghe says, an online bookseller with, say, 1,000 customers might like to provide its visitors with a list of its 20 most popular books. It doesn’t follow, however, that an online bookseller with a million customers would want to provide its visitors with a list of its 20,000 most popular books.
Today’s computer chips are not optimized for sparse data — in fact, the reverse is true. Because fetching data from the chip’s main memory bank is slow, every core, or processor, in a modern chip has its own “cache,” a relatively small, local, high-speed memory bank. Rather than fetching a single data item at a time from main memory, a core will fetch an entire block of data. And that block is selected according to the principle of locality.
It’s easy to see how the principle of locality works with, say, image processing. If the purpose of a program is to apply a visual filter to an image, and it works on one block of the image at a time, then when a core requests a block, it should receive all the adjacent blocks its cache can hold, so that it can grind away on block after block without fetching any more data.
But that approach doesn’t work if the algorithm is interested in only 20 books out of the 2 million in an online retailer’s database. If it requests the data associated with one book, it’s likely that the data associated with the 100 adjacent books will be irrelevant.
Going to main memory for a single data item at a time is woefully inefficient. “It’s as if, every time you want a spoonful of cereal, you open the fridge, open the milk carton, pour a spoonful of milk, close the carton, and put it back in the fridge,” says Vladimir Kiriansky, a PhD student in electrical engineering and computer science and first author on the new paper. He’s joined by Amarasinghe and Yunming Zhang, also a PhD student in electrical engineering and computer science.
Milk simply adds a few commands to OpenMP, an extension of languages such as C and Fortran that makes it easier to write code for multicore processors. With Milk, a programmer inserts a couple additional lines of code around any instruction that iterates through a large data collection looking for a comparatively small number of items. Milk’s compiler — the program that converts high-level code into low-level instructions — then figures out how to manage memory accordingly.
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You have to be really mindful just before choosing to use Apettite supressants 37.5 mg. It is vital to see your medical professional if you encounter any side effects following taking this medication. Contemplate all aspects before starting to make use of this medicine, be well informed about the medicine, and take the dermatologist’s guidance regarding the suitability on this substance to suit your needs.
All About Signal Jammers and How They Work
If you want to interrupt of dislocate radio signals, you use a gadget called signal jammers. The most common use of signal jammers is to disrupt cell phones from receiving and transmitting signals. These signal jammers are wireless and can be used in any location to disable cellular phones. And it is not only cell phones that there interfere with, but these signal jammers can also interfere with your wireless local area network or WLAN signals. This has correspondingly lead to the development and manufacture of jammers like Bluetooth jammers, Wi-Fi and wireless video jammers among others. Now, even satellites can be jammed; you only need to have high-tech and sophisticated types of signal jammers to do so.
If an electronic device is in good working condition, it will be difficult for signal jammers to interfere with them. The government is also using these signal jammers and they regulate its use, and the only use for their signal jammers is for interfering with cellular phone communication lines. They only damage the receiving end of a cell phone call because it directly interferes with the cell phone and the base station itself. It has a relatively small electromagnetic wave and is not known to have any harmful effect on the human body or the cell phone itself. There can only be health risks if you use bigger signal jammers like outdoor signal stations.
The most common of all signal jammer is the one used to jam cell phone signals. When the signal jammer blocks the radio waves, the cell phone is prevented from receiving them from the base station. Signal jammers cover a distance from 10 meters to one kilometer.
Another commonly used signal jammer is the GPS signal jammer. They are used by the military to confuse GPS tracking locations. This type of tracking system cannot be homemade. Civilian makes use of these jammers to hide or cover up their locations and that of their vehicle if they don’t want it to be tracked by a GPS receiver. A civilian GPS jammer usually covers up to 10 meters only.
Bluetooth jammers are integrated with multi-functional jammers which is able to jam Wi-Fi signals and video. These jammers can interfere and disable wireless LAN, Bluetooth devices, and video transmitting for privacy.
Because of the low prices of these signal jammers, more and more people are using them repeatedly and is gaining a wide following.
You can find websites online that sells signal jammers are affordable costs. If you wish to buy a cellular phone signal jammers you can get the cheapest at less than fifty dollars and the highest price would be less than a hundred and fifty.
Advanced Spy Gears One way to be sure that you are at the cutting edge of surveillance is to keep up with the latest spy gear that are released by outstanding manufacturing companies. Advanced technologies continue to aid industries to produce items that are much more complex and easier to hide. One of the earliest methods of surveillance use cell phone with GPS tracking but today, the latest models offer excellent capabilities. Spy gears utilizing cell phones are now very complex these days. Programmers created a technology in the form of mini GPS trackers that folks can place in cell phones for it to be tracked. This technology has been beneficial to keep track of teenagers. Also, these have been highly beneficial for a person to be prompted if a family member is in trouble by simply identifying where exactly the cell phone is. Moreover, you can purchase a phone that allows you to listen in on other people’s conversations which is one of the most beneficial possibility offered today. To do this, you should attach the phone bug to whomever you want to listen in on which is linked to the phone that you are using, and whenever they make a call , or when someone calls her or him, the phone you carry rings and you can listen to the entire conversation without them realizing. Many people purchase this since the phone actually works just like a regular cell phone, allowing anyone to make and receive calls.
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Furthermore, because of the need, especially for official spies’ use, there is a small real time tracker to date that includes an outstanding mapping system. The device is very minute that it can actually fit in a purse and it is much more portable than classic car tracking systems. Professional spies use this because it can easily be hidden in the car so that a thief won’t even know it is there making it impossible to be disabled.
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It is impossible to halt the production of surveillance gears since many people are depending on it to track certain transactions especially for safety purposes. These devices continue to develop to satisfy the needs of the individuals using it. There is actually countless licensed institutions using these tools. There are also different models available to choose from depending on the need of the client. It is advised to ask assistance to these experienced individuals before actually purchasing a device. There are various websites that publish reports to provide information regarding these surveillance systems. It is advantageous to be familiar with how to use, how to mount, when to ask professional warranties and investment package deal information. One should as well be clear about the need to purchase these surveillance equipment before actually availing it on the licensed outlets to be able to respond to the questions appropriately.
Choosing Advance Spy Gear In our time now, there are already a lot of classes of spy gears available in the market. If you are into spy gadgets and devices, you might want to consider buying the real ones. Especially if you have been a fan of spy movies, good news for you is that the devices you see there can actually be owned by you in real life. It is a bonus, right? Here are a few tips to think about when choosing a spy gadget in the market. First thing’s first, you will have to be able to identify a fake copy from a real copy. It would be a waste of money if you get to spend some on those things. What you would love to have are the ones that can really track, offer proper surveillance, and fulfill your needs. It would be necessary to pick the spy device that is advance. You will not be able to enjoy something that is out-of-date, right? Spying should also be of modern time because we are already in this era. A gear that is old-fashion will not take you anywhere. The old versions can already be easily defeated especially with our technology now. You would not want to have something that can be a source of defeat in the first place. If you are not aware, spying means being undetectable at all times. All you are simply doing is to connect pieces together while keeping the other party in the dark. So you will have to choose a device that can really help you not be obvious to the people around. Still, all of these are just easy to say but hard to do. You will have to undergo extensive research before anything to prepare yourself.
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You have to be as sharp as you can be because spies are like that. Your sharpness has to match up with the gadget you have because that is what the mission is about. Do not limit your choices. Explore the market before choosing because that is the best way for you to find the best one. You will get informed more about the gambles as you search online for the people who are also into spying. They are the most literate about the problems you can actually be faced with as you go on. Be familiar with the spy gadgets and the persons you bought it from too. You will want a gear that is functioning and effective.
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The truth is that the young people are not the only one who likes these but even adults. Spying is known all over the world, everywhere you go. A lot has been engaging in this activity lately especially with the advancement of technology.
Categories of Spy Gear Products. Technology is the use of new methods in all spheres of life. Technology has resulted into the abandoning of all the traditional techniques of doing things. For an example, we have the use of computers. Traditional computers are nowhere to be found after the invention of modern computers. It has been noted for the modern computers to be fast in speed and smaller in size when compared with the past computers. The technology has benefited many sectors. Many sectors have produced heavily due to technology. We have health, agricultural, industrial, and communication sector as areas where technology has improved. The technology has led to the production of many important devices. Spy gear products are categories of gadgets that have been manufactured as a result of technology. Spy gear products are equipment that monitors the activities of others. Spy gear products are of much benefit. You cannot spend much in the long run after buying spy gear products. Hiring a personal investigator each and every time can cost you a fortune. Spy gear products need to be purchased once in a lifetime thus removing the need to have a personal investigator. Expect to spend less time when using spy gear devices. Logging into the internet to check on the activity of the other does not take you much time. Much time can be spent by an investigator to check on a particular matter. Spy gear products are easy to use. It has been noted for the features found in spy gear products to allow the user operate them with ease. Spy gear gadgets does not occupy much space. The installation of spy gear products cannot give you a headache in terms of space. The size of spy gear gadgets have been known to be small thus making them occupy less space. It is possible to use spy gear products in every place that can access the internet. Spy gear products can help to know the character of your partner. This, for example, can be done to know the character of your wife or husband when at a distance. There are several classes of spy gear products. Computer monitoring device is one category of a spy gear product. This technology works by the installation of spy software in your computer. The role of this software is to keep track on all the activities that are taking place in your computer. It is a requirement for you to have a USB drive to download and view all the activities that have taken place on your computer. The role of a cell phone recon device aids you to restore all the data that have been deleted on a cell phone. GPS vehicle tracking system helps you to know the location of your vehicle through Google map.The Best Advice on Equipment I’ve found
RPV Racing Game-Basic Thing You Have To Know Because of the continuous development of the technology today, more and more devices are innovated. And one of the things that people get high is the drone. The idea of drones drove the inventor and manufacturers innovate more specifies drones. Because of the strong demand of drones, they have also made the FPV racing game. The FPV racing game is a very exciting and thrilling game to watch. High Tech drones that has a high speed race in a closed area. The PV racing game is not only a game, but it is now a sport. In western culture, it has been present for over many years now. The experience in watching this sport can be really thrilling and amazing. If you are interested to be an FPV racer, then you must learn first to fly a quadcopter. If you learn to fly a quadcopter then you will be able to learn a lot of flight maneuvers necessary when you enter to the FPV racing. If you crash a copter a couple of time, then you sure will be a step closer to being an FPV racer.
Lessons Learned from Years with Drones
if you have already learned the basic manoeuvres by flying a quadcopter, you can move on to an FPV training classes. In the training you will learn how the necessary rules on the things you have to do and the ones that you should not. There also special classes for novice racer wherein you can join a race by using any quadcopter. The competition will before like an open competition.
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Even in this sport, there still chances of dangers and getting hurt. It is very important that you know to void and take precautions. If you are yet a rookie in this sport, then you must opt for micro quad rather than the mega machine racer. Another is that you have to make sure that the video channel is not used before you use it. Another very important thing that you have to remember is that just like a real life racing, you should not fly and race when you are drunk and intoxicated. In the FPV racing game, there are also types of faces. Rotor-cross racing is a game wherein 2 or more multi-copters play and race in an arena and the copter that finishes the finish line first is the winner. The drag race is like a test of acceleration among the race copters. In this type of race, the multicopters are made to race at short distance of a hundred meters, and the winner is the one which accelerates best. Another race is the time-trial. The mechanics in this race is that multicopters race at a recorded that much more works like rotor-cross racing. This sport can be very thrilling and exciting for both the racers and for the other people watching the race. Therefore, the racers must make sure to take precaution for the safety of their own and for everybody.
Pointers for Buying the Right FPV Drone A racing drone is a tiny drone which is purposely built for racing in the very first person view (FPV) racing as well as other racing events which happen around the world. FPV drone racing has grown in popularity as a competitive sport over the last decade. It doesn’t matter if you are a newcomer to the sport or a racer who is seasoned or; FPV racing is certain to take your racing to the following degree. There are several varieties of camera drones which can be used in taking high-quality videos of real estate landscapes and surfing contests. Nonetheless, FPV racing drones aren’t similar to these cameras. We shall discuss some tips that are helpful as you look to purchase the finest FPV racing drone below. If you examine the results of many of the drone races carefully, you may observe that almost every drone that wins a race was custom-built by the owner. You will find the competitors in drone races change their drones a lot of times. The same as in other competitive flying sports, the racers in drone races are always looking for new gear and tweaks that can give them an edge above their challengers. Because there are lots of fast advances in the drone technology something common among drone racing is modding. To make sure that you win in your drone race, you should, first of all, pick your racing league and class. After this, ensure that you pick your flight controller, aircraft kit, RC controller and FPV equipment carefully. Until it is possible to win, you should also keep making changes to your aircraft. Another way would be to master from other racers at events or on newsgroups that are online.
5 Takeaways That I Learned About Quadcopters
If you are new to FPV drone racing, the initial step you should take will be to use an affordable, ready-to-fly miniature drone. Ensure that you do not spend a lot on your first drone since you happen to be bound to create some blunders and crash many times,. When you buy a cheap RTF drone, you can learn how to race without losing too much money and time.
Technology – Getting Started & Next Steps
Many of the drone racing events occur inside, and weather is not the determining factor. The reason for racing inside is to ensure that no drone that is racing has an unfair edge over others on that racing day. The concept behind league racing is to ensure that the drones compete chiefly on the ability of the pilot and the equipment design. However, user groups and local meetups race when they can locate the right course. If you have as little as $200 you may get into drone racing, but in the event, you would like to win, it’ll cost you more. If you cannot assemble your own drone, you can purchase a ready-to-fly drone for $200.
Strategies for Finding Good IT Products IT is in the front line of shaping the world today. Everyone is struggling to keep up with the current affairs. The only way to do this is if you have the right information. IT is a good way of getting the best information. This puts plenty of relevance on IT products, because there is no way you are able to use IT without the proper IT resources. Nevertheless, getting the proper IT items can be quite a problem, following numerous inventions that come up every single day. Do not despair. Here are the tips that you need to know when finding the right IT product. The price of IT products is vital. You need to understand how the product is priced. Considering the fact that, some IT items, just like the MSP monitoring software, must be maintained and upgraded from time to time. You need to find out how this will affect the pricing. It is also advisable to learn if you have to pay once for a software or it will need regular payments, or any other sort of payment process. This way, you can be able to know how to go about with an IT product. You also have to understand that you will get what you pay for. Ensure you don’t miss the correct item due to price. While you are looking a product with the right price, you have to factor in the efficiency of the IT product. IT is all about effectiveness. It is about performing the old things in new approaches. Techniques are simple and fast. You have to comprehend how a solution works and how beneficial it is to you. Its efficiency should be outstanding. The item should be able to beat your old means of doing things, if not, it is not a good item. For instance, you are used to old ways of monitoring stuff where you have to be physically present. With the IT solution like remote monitoring and management, you can be able to accomplish the same however you do not need to be physically there until you need to do some ground truthing.
Finding Parallels Between Tools and Life
A good it product, should be fast and be able to multitask. It should be able to perform several task that are related, fast. BY doing so you will be able to save time and decrease work spent on performing a process. Like the remote network monitoring software, is able to monitor several aspects of the network, perform some task in quick succession and produce reliable information about the network that you can use. This saves time and delivers solutions to problems quickly.Finding Similarities Between Tools and Life
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The Best New Inventions
It is true that necessity is the mother of invention when cold gadgets and excellent inventions are assessed. Serving a precise purpose makes invented cool gadgets essential. Inventions in ICT are used to drive growth in all other sectors. The cool gadgets combine all forms of simple and complex products that are known.
Smartphones are good examples that do the same work as computers. Those in business fields use Smartphones to get the right information. They have additional features that make them more useful. features installed in Smartphone boost the operations of salespeople. In addition to adaptability, Smartphones are business friendly. Systems are proliferating.
Smartphone features include iPhones, Apple iOS, Symbian, Windows Mobile, Android, HP/Palm webOS and the Blackberry OS. Converting nuclear waste of lesser degree to fuel stands out as one of the best inventions ever. RTD probes are the precise temperature sensors used in converting nuclear waste into fuel. The conversion system has designed chambers that handle each process. Dubbed ‘combustion chamber,’ the first chamber converts wastes into ash, gases and particular matter.
Timely, and the invention enables the controller to take charge of corrections. They are required in modification of the performance of every subsystem within the large waste disposal system. The system performs to the desired and modern degree of performance. With the inventions, scheduling chores and processes is easy.
An exchange of facts within the waste disposal system that enables the linking of management system with several disposal mechanisms into a centralized control point. The sensors make it possible to modify and monitor several waste disposal mechanisms and systems from far locations.
Still, mass sensors are essential and cool gadgets ever invented recently. The integrated control framework, courtesy of sensors, offers a technical leverage. Sustained control and maintenance measures serve this purpose. Sensors offer feedback which is used in preventing wastage of fuel in addition to giving room for total combustion of waste material. It is an additional benefit as control works across from low level energy synthesis through to high levels. They have automated shut-down and start-up keys. Analytically, the value is above the cost. The entire production rate increases.
Pressure Sensors in Sealed Gauges is another outstanding invention. Already, pressure sensors have pre-installed sensors whose requirements are set before. It is possible for the system to emit gases safely. A single processor charged with responsibility of handling several tasks concurrently is a possible embodiment.
Internal processes are propelled without external support. Fuzzy logic applies in most operations within the system. The process is systematized such that the operator must authorize every process. Sensors are also used in collecting information. They do these by defining necessary parameters applied in gathering information, procedures of control process control measures, and reporting tools after monitoring.