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By Chris Baraniuk Imagine a building that tells you – before it happens – that the heating is about to fail. Some companies are using machine learning to do just that. It’s called predictive maintenance. Software firm CGnal, based in Milan, Italy, recently analysed a year’s worth of data from the heating and ventilation units in an Italian hospital. Sensors are now commonly built into heating, ventilation and air conditioning units, and the team had records such as temperature, humidity and electricity use, relating to appliances in operating theatres and first aid rooms as well as corridors. They trained a machine learning algorithm on data from the first half of 2015, looking for differences in the readings of similar appliances. They then tested it on data from the second half of the year – could it predict faults before they happened? The system predicted 76 out of 124 real faults, including 41 out of 44 where an appliance’s temperature rose above tolerable levels, with a f...

Highlights GPS based on seven satellites, last of which was launched in April Atomic clock on one satellite stops working, making it invisible Other satellites still transmitting crucial navigational information India's home-made navigational system, named NAVIC by Prime Minister Narendra Modi, has developed a technical problem. One of the seven satellites in the Indian version of the American Global Positioning System or GPS is malfunctioning, as a result of which it's not visible. The seven satellites together provide strategic services, the last of them was launched in April last year. Despite the flaw, the Indian Regional Navigation Satellite System is still functional. "The on-board atomic clock has developed a problem and we are trying to revive it," said Dr Kiran Kumar, Chairman of ISRO or the Indian Space Research Organization, to NDTV. Atomic clocks are used for precision time-keeping; India had imported these for the constellation of seven satellit...

India today test-fired its indigenously developed Prithvi-II missile, which is capable of carrying 500 kg to 1,000 kg of warheads and has a strike range of 350 km, from a test range at Chandipur near here. The test was carried out as part of a user trial by the Army. The surface-to-surface missile was test fired from a mobile launcher in salvo mode from launch complex-3 of the Integrated Test Range at about 0948 hrs. "The missile was randomly chosen from the production stock and the entire launch activities were carried out by the specially formed Strategic Force Command (SFC) and monitored by the scientists of DRDO as part of training exercise," the sources said. "The missile trajectory was tracked by DRDO radars, electro-optical tracking systems and telemetry stations located along the coast of  Odisha ," they said. "The downrange teams onboard the ship deployed near the designated impact point in the Bay of Bengal monitored the terminal events an...

Bhairava Kona is located in the middle of dense  Nallamala Forest  near to Ambavaram-kothapalli villages. The place is close to the borders Nellore and prakasam districts.  It is situated at a distance at 12kms from Onipenta a small village that comes on the way of Mydukur-Porumamilla bus route. There is a legend about the origin of the name of 'Bhairava Kona'. It is said that a shepherd named Bhairava Kondiah sacrificed his head to god as his desire was not fulfilled... Thus the body of the Bhairava Kondiah and the Mondi sila (headless trunk) were buried here and hence it became the place of worship and the place from then was called as "Bhairava Kona". Bhairava - Name of the shepherd and Kona - Small pond. Bhairava Kona is one of the famous  Religious Place In Andhra Pradesh .  This Temple  is said to be constructed in 7th and 8thcentury A.D during the period of pallavas. This may be perhaps only one temple in India where Brahma,...

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