If you’ve ever tried to diagnose a car problem just by listening to it run, you’ve got a sense of what a startup called Augury is doing. Only instead of having human ears pay attention, it’s analyzing vibrations and ultrasonic sounds to figure out what’s ailing bulky machines. The company, based in New York and Haifa, Israel, uses an iPhone app, gadget, and sensor to record motors and pumps, and then compares the data to existing machine recordings to determine whether or not the one being analyzed is working properly, or what the issue is if it’s not.For now, Augury is concentrating on diagnoses for commercial buildings’ heating, ventilation, and cooling systems; CEO and cofounder Saar Yoskovitz says Augury can point out issues like a bearing that’s ripe for replacement or a need for lubrication or realignment simply by listening in.The company believes that its technology can help technicians and also cut down on building owners’ maintenance costs over time. And since most malfunctions don’t happen overnight, Augury says it can also let you know before an existing issue becomes an expensive thing to fix.“

We can predict when it’s going to be critical, and when you’ll need to start thinking of repairing it,” says Yoskovitz.Yoskovitz says Augury is currently working with service companies whose technicians are responsible for making repairs to buildings’ HVAC systems, as well as with some facility management companies. To diagnose a problem with Augury, a technician attaches a magnetic sensor to the body of a machine—a pump, fan, or central air-conditioning unit for now, since that’s what Augury is attuned to. The sensor is physically connected to a tool Augury calls the Auguscope, which collects vibration and ultrasonic sensor data and sends that information to a connected iPhone; an Augury app on the phone punts the data to the cloud, where it’s analyzed on Augury’s servers and compared with other recordings made in the past of that machine and other similar machines. Then the app can give the technician a diagnosis of the issue.Technicians can also move the sensor to different parts of the machine to record in different spots, in order to help pinpoint where a problem is located;

Yoskovitz says that in a test of this, Augury was able to diagnose and find the location of a crack in a motor’s rotor bar, which led to a fix that cost a fraction of the cost of replacing the motor itself. Eventually, he hopes Augury’s capabilities will be built right into consumer appliances, making it possible for your washing machine or refrigerator to let you know when a part needs to be replaced.Chris Mechefske, a professor at Queen’s University in Ontario who studies vibration-based machine conditioning and fault diagnosis, says that the basic idea behind Augury isn’t unique. But its technique of comparing new recordings to existing ones could be helpful if the comparisons are made to the right machines—that is, ones that aren’t just similar but are also operating in very similar operating conditions.If so, he says, “that gives you a real leg up in terms of picking out not just when you have a fault or some deterioration occurring, but what exactly that is.”

Gain the insight you need on machine learning at EmTech MIT. From the friendly voice greeting you on the phone until the service van pulls away from your home, CARE Heating and Cooling wants to provide you the best possible experience. Abacus provides the best residential air conditioning repair, installation, and maintenance in Houston. custom ac unitAbacus Air Conditioning services all makes and models of central air conditioning systems. how to charge ac unitWe provide exceptional customer service, expertly completed air conditioner repairs and installations, and total customer satisfaction.brands of ac units Learn more about Abacus Air Conditioning and HVAC repair by watching the videos on these pages: Our air conditioner repair trucks are fully stocked with air conditioning repair parts and our highly trained air conditioning technicians and installation teams can repair or install a central air conditioning system right the first time.

No job is too big or small; whether you need air conditioner repair work for a single unit or multiple units; you’ll get speedy, high-quality service that you can depend on. Our reliable service is the main reason so many consider us to be the best AC repair company in Houston TX! Call us now at  to schedule an appointment. Make sure your air conditioner runs perfectly when Houston is experiencing its hottest days. An annual a/c system tune-up will help you save on your energy bills and increase your system’s performance, reliability, and longevity. Become a BAM Plan member and receive annual maintenance on your home’s furnace as well. There are additional benefits to BAM membership too, including discounted pricing on parts and cooling unit service, preferred scheduling for all service appointments, and automatic scheduling for tune-ups. Call Abacus for Air conditioning replacement, air conditioning repair, HVAC repair, air conditioning tune ups, and air conditioning, heating & cooling contractor services in and near Houston, TX: 77001, 77002, 77003, 77004, 77005, 77006, 77007, 77008, 77009, 77010, 77011, 77012, 77013, 77014, 77015, 77016, 77017, 77018, 77019, 77020, 77021, 77022, 77023, 77024, 77025, 77026, 77027, 77028, 77029, 77030, 77031, 77032, 77033, 77034

, 77037, 77080, 77072, 77073, 77074, 77075, 77076, 77077, 77071, 77079, 77066, 77081, 77082, 77083, 77078, 77070, 77069, 77067, 77065, 77064, 77063, 77062, 77061, 77060, 77059, 77058, 77208, 77084, 77068, 77098, 77213, 77212, 77210, 77209, 77035, 77207, 77057, 77205, 77204, 77203, 77202, 77206, 77099, 77085, 77097, 77096, 77095, 77094, 77093, 77092, 77091, 77090, 77089, 77088, 77087, 77086, 77201, 77015, 77041, 77055, 77054, 77053, 77052, 77051, 77050, 77049, 77048, 77047, 77046, 77045, 77044, 77027, 77042, 77028, 77040, 77039, 77038, 77216, 77036, 77217, 77034, 77033, 77032, 77031, 77030, 77056, 77043, 77267, 77256, 77274, 77273, 77272, 77271, 77270, 77277, 77268, 77279, 77266, 77265, 77263, 77262, 77259, 77257, 77269, 77289, 77215, 77299, 77298, 77297, 77293, 77292, 77275, 77290, 77258, 77288, 77287, 77284, 77282, 77281, 77280, 77291, 77225, 77255, 77233, 77261, 77230, 77229, 77228, 77235, 77226, 77234, 77224, 77223, 77222, 77221, 77220, 77219, 77218, 77227, 77250, 77254, 77253, 77252, 77231, 77251, 77236, 77249, 77248, 77245, 77244, 77243, 77242, 77241, 77240, 77238, 77237, Conroe: 77385, 77301, 77302, 77303, 77304, 77305, 77306, 77384, Friendswood: 77546, 77549, Heights Zip Codes, 77008, Hunters Creek Village: 77024, Humble: 77346, 77347, 77345, 77396, 77338, 77325

, 77339, Jersey Village: 77040, Katy, TX: 77492, 77493, 77491, 77450, 77449, 77494, Kingwood, TX: 77325, 77339, 77345, 77346, Klein, TX: 77379, 77389, 77391: League City, TX: 77573, 77574, Magnolia, TX: 77353, 77354, 77355, Memorial Park, TX: 77024, 77224, 77279, Missouri City, TX: 77489, 77459, Montgomery, TX: 77356, Pasadena, TX: 77501, 77502, 77503, 77504, 77505, 77506, 77507, 77508, Pearland, TX: 77581, 77584, 77588, Piney Point, TX: 77024, Richmond, TX: 77406, Rosenberg, TX: 77471, Sharpstown, TX: 77036, 77037, 77038, 77039, 77040, 77041, 77042, 77043, 77044, 77045, 77046, 77047, 77048, 77049, 77050, 77051, 77052, 77053, 77054, 77055, 77056, 77058, 77059, 77060, 77061, 77062, 77063, 77064, 77065, 77066, 77067, 77068, 77069, 77070, 77071, 77072, 77073, 77074, 77075, 77076, 77077, 77078, 77079, Spring, TX: 77373, 77379, 77380, 77381, 77382, 77383, 77386, 77387, 77388, 77389, 77391, 77393, Spring Branch, TX: 77080, 77081, 77082, 77083, 77084, 77085, 77086, 77087, 77088, 77089, 77090, 77091, 77092, 77093, 77094, 77095, 77096, 77097, 77098, 77099, Spring Valley, TX: 77024, Stafford, TX: 77477, Sugar Land, TX aka Sugarland, TX: 77478, 77479, 77487, 77496, The Woodlands, TX, 77380, 77381, 77382, 77387, 77393, Tomball, TX: 77337, 77375