{"id":142922,"date":"2023-12-12T15:44:38","date_gmt":"2023-12-12T15:44:38","guid":{"rendered":"https:\/\/www.webxwide.com\/blog\/?p=142922"},"modified":"2026-04-27T17:56:10","modified_gmt":"2026-04-27T17:56:10","slug":"data-analytics-machine-learning-engineer","status":"publish","type":"post","link":"https:\/\/www.webxwide.com\/blog\/data-analytics-machine-learning-engineer\/","title":{"rendered":"Data Analytics &#038; Machine Learning Engineer"},"content":{"rendered":"<p><img decoding=\"async\" class='wp-post-image' style='display: block;margin-left:auto;margin-right:auto;' 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\" width=\"253px\" alt=\"machine learning in utilities\"\/><\/p>\n<p><p>But what kinds of data can actually be translated into tangible actions that utilities can take in order to improve customer engagement and  satisfaction? The answer to that question begins by being clear-eyed about how people actually engage with energy. While it\u2019s true customers depend on the grid, the grid is at least one step removed from their actual experience with energy \u2013 a distinction that is very important if the aim is to genuinely understand what customers will value.<\/p>\n<\/p>\n<ul>\n<li>Today\u2019s purpose-built AI for utilities can help every aspect of the business, from augmented workforce capacity to improved infrastructure and optimized operations.<\/li>\n<li>With the help of AI and ML, the utilities industry can improve its operations, reduce costs, and enhance customer experience.<\/li>\n<li>A digital twin is an AI model that works as a digital representation of physical equipment or a system.<\/li>\n<li>AquaTwin Water, the company\u2019s AI-powered geocentric digital twin software, provides infrastructure risk and resilience analysis along with scenario management.<\/li>\n<\/ul>\n<p><h2>Routinely Evaluating the Health &amp; Effectiveness of Integrated Systems to Manage EHS\/ESG Risks \u2013 Part 2<\/h2>\n<\/p>\n<p><img decoding=\"async\" class='aligncenter' style='display: block;margin-left:auto;margin-right:auto;' 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\" width=\"257px\" alt=\"machine learning in utilities\"\/><\/p>\n<p><p>For example, if 10 homeowners on a street start charging their vehicles with fast charger at the same time, it is likely that we will surpass the capacity of the distribution transformer for that street. Every car manufacturer is about to release long range battery cars that even with fast charging would take 8-10 hours to charge overnight. This means that the option of staggering the car charging by a few hours would even not work for the grid as the adoption of EVs take on. The first stage of growth  is to identify which homes have EVs and help them move to time of use pricing. An example of this is Uber pricing &#8211; when demand is high, uber prices go up and users can decide to pay that price, or take alternate transport or wait for 30 minutes for demand to go down.<\/p>\n<\/p>\n<p><img decoding=\"async\" class='aligncenter' style='display: block;margin-left:auto;margin-right:auto;' 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\" width=\"251px\" alt=\"machine learning in utilities\"\/><\/p>\n<p><h2>Industrial digital twins for power generation<\/h2>\n<\/p>\n<ul>\n<li>Efficient restoration is crucial\u2014not only to avoid regulatory fines but also to maintain customer trust and minimize costs.<\/li>\n<li>According to the study\u2019s authors, the 36 million-plus American families with incomes below twice the federal government\u2019s poverty level \u2013 just under $50,000 for a family of four \u2013 use over 30% of U.S. residential electricity.<\/li>\n<li>It also uses time-series data to spot potential fraudulent behaviors like meter tampering, billing fraud, unauthorized asset accessing, and more.<\/li>\n<li>AI technologies can support this transition through smarter demand forecasting and operational optimization.<\/li>\n<li>Every car manufacturer is about to release long range battery cars that even with fast charging would take 8-10 hours to charge overnight.<\/li>\n<li>While the growing use of predictive analytics in the energy industry makes this evolution possible, utilities must recognize the shift in mindset needed for a successful machine learning strategy.<\/li>\n<\/ul>\n<p><p>This transformation presents challenges, compounded by increasing demand from customers seeking reliable, always-on essential services that lower their greenhouse gas emissions. Some consumers have taken matters into their own hands, engaging in self-generation and storage. Meanwhile, natural gas networks are grappling with how to decarbonize their networks and what emissions reduction targets mean for their businesses. As we entered the 4th industrial revolution, the age of internet connected devices is exploding exponentially by using low-cost sensors, smart meters, and so on. This ecosystem of internet connected devices is collectively referred to as Internet of Things (IoT) or industrial internet. This system allows the industry to collect, utilize MLs to analyze and act upon real-time data.<\/p>\n<\/p>\n<p><div style='text-align:center'><iframe width='565' height='315' src='https:\/\/www.youtube.com\/embed\/ZGJ77YexLyA' frameborder='0' alt='machine learning in utilities' allowfullscreen><\/iframe><\/div>\n<\/p>\n<p><h2>Trend Report Webinar (19 May): How AI and data are transforming transport operations and services<\/h2>\n<\/p>\n<p><img decoding=\"async\" class='aligncenter' style='display: block;margin-left:auto;margin-right:auto;' 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27obdcqkdDvK1G84laS7dWajMu9xMY52a5VLmYF0XqW2jW0l9mQnupfS6slZl3z5qvaUQy9R4\/naG\/uS+IeDzTHVsTiJU5bKL2Pd5Tl9Gjhucju5LdmpWLGAdYtOoSLkw\/huy4jqjVIgozNxHdNSOPEs8+aRd8Q+2Lyp9LckQ223Y81EV2O2p1tW8QZqJWZoMuGRpy6M8jP2Rv1NoLe83m7560\/a\/wCfZEbnYJ2nckxDlUtuFLQtRatTKFko8yPM0mXfIhfh8wlGOmtG\/aa+Iy30tVF\/AwFa14R3IbVLcmRJEhrdtypmrQt0yMyVmpST1c3Mssj4pLu5DP8Ahvg3dFyVB25JFQl25biNbjkp1vRLkNFzlbtK+DSeKi3hl3D0EZGShl3D7AXC+y5DVYpdr09FQTkpt5bKTWleWWaeHDIjMi7xHwH12lnupez\/AHru5C2XahTTgtq1ZHnIUlkk5l0Zm5l98bKxXOuMafSzQnSkl6RshSadEo9Mi0qE2lqPDZQy2hPQlKSyL+gVo5X4W7ZeMmG9wS6O3WOuWiNPNJbg1Zw3N0hSVEaW3e3QRGjgRmZFq6MiIhuvhNtjYSYnrj0qXUTtyuvkSeQ1FRJbWs+4292i8+4R5H7A9YuB5pmeQHhHmPRkwAAAAAAAAAAABHb79A4\/uzSP0hHEiEdvv0Dj+7NI\/SEcASIAAAYgv\/D62LAwNxGh23DlpRU6TLmTFzKhImvSHkQUR0LW7IWtxRkzHYRxPobLu5meXxrpdGLVx3xgZjBMmYeVthdHVLpcOHyNUOSuG5TY8hD7qZpsp1J5QonCQZkRoMkbzgas\/wACU\/Mp0eZIp8mA9IZQ45FfU2p2OpREZtrNtSkGpJnkelSk5keRmXEAR6Sk69eiIi8lRaChL6k9xclzPRn+8QRn7ayEd2jcHI2PuCtz4SSKn1NVW2WjjzNBrJiSw+3IYWpJGRqQTrSNSSMs06izIXqlTnaf16VluG5Kfiy3HEMI7d424rZpQn2T6C9scWT27dqd+9PNYPF+qtzfrrqSl5XUNLWevcchM92beXM1mW+08d7q5w4+TR1Up15etOUm\/g2l8kl8TZxG0lDoSX7Xf6my2zr9DJxntvGe3LsxXqNuU+37Sq0asf6LqDkl+oSIzqXmENkbaNDZuIQalLyVkkyJPOzTuttT7LFmbU9mQrduOpy6NUqNIVLpNWitpcXGWpOlxC21cHGlkSdSM0nmhBkojIRXa42pLgwF2b6Pifb9vspuW7JEGm06PPQpbMGTIjOSVqeSRpUrdtsOkScyzXoz4ZjWvYd2+MaMRcb6VhBi\/UIlxxbtKWmnzm6ezEkQJLMd2SST3KUoWybbLicjTqJRoPVlmOwaxsfsl7D9mbKEirXY\/eMi6LoqUPkL1WfhphR4sMlk4ttlklrNBLUhtTilOKz3SMtOR555tHEbDvEDlp2HftuXJ1Me5PN6kVRiZyZ37RzdKVoV7B5GMEfRFaHiBcOyrc1PsCJUJbpPxHatFgJUt+RTEOkb6UpRzlJLmqWkultDhZGRmR85\/ob9NvSt7V9qVnDzlDtPpKZXXJKiqzjtU5yM6W6kKTzTJbpNbtB8TWlKiLzszSBsj9Ee2tsbMNsV6ZhHhhcki1KfHo0esTJ0VtvlM5x915CUEtaVaGkEz9hkZqUvM8kkQyPsM7QGJG0LgNesXE+cdWrVoS0tRqwUZDLkts2SeaJ1LaSQbza0KLUlKc0m1mRq1LVnrHjZVwV2j0U5eJ1tOyKhSUqbh1ODKXFlttKPNTRrQfPbz46VkoiMzMsjMzF6w8wbw4wJw3k2HhjbbVIpKEvynS3i3XZMhaMlPPOuGa3FmSUJzUZ5JShJZJSki0sxpKvhKlOXBxa\/QtoS0VE49DX7k7p0op0GPMT2j7KHC++RH\/eKoWWyjcO0aNvO35BH1e3u0i9H0CWCqSq4aE5cXFP9CNSOmbXUz9gPB6NsgAAAAAAAAAAAAAAAAAAAAAABHbq+vba92Efm74kQjt1fXtte7CPzd8ASIAAAAAAAAAAFDVKtTKFTpFXrNQjQKfCbU9IlSXEttMtpLM1KWoyJJEXdMaS40fRQrHtuRKoeDlsLumWzqbTWJ7hx4GsvskIIt68n3sj7hmQwJ9EX2k7hvvFOp4L0Sorj2lZ7yI8plhzmVCoEhK1rcy7ZLRq0Eg+BKQs+nLLT9voAGasSdsXaLxTblw7gxMqEemTea5TaWlMKPo+086InFJ9halZ93MYRNI+7TPbj98lP0sNIKdLe8bFE\/F3bn2iF\/Y8C\/kF6KK4PJENtxv8ABp74aQSHBzGa4MH6pLjtx+XUSoKJUiKtWWlwi0k62fcVlkRl0KIiLhkRlvHh1i1h3iBDjyLbuSIuXw1QZCiakoPoyNtXOMvZLMu8ZjniVPb+p9v\/AJ7g+rNJc\/Y\/tu1XwPP7\/Ac3F5RRxcuc4PrOpgs3rYSPN8V1HXdin9VKehxtvntC6U2nx29G8b7T2hyno9+YoUOPu6XeF0Qmu10xalJbRl7SV5D6Sb+xAqHndUvS5Zev7GRUpDn8ilDR8hS\/N+hvvP8AV+H9Tq\/WMRrDseOiZeF0UyjoQn6m7ILeLMizMm2y56z9hKTP2BqHtN7VUPEiOih2vHdiW1Ce3iVOpyfqUgs0tmaC7VBZmZI4mZmkzyMiItU2ZEjnuN9uvnKcdVlmZ9\/un94g+nHHESG5GuR6cv7DPuNo6En90fH2hv4PKoYaWqW7OXicylifR4F+p8hyHrbcb+m5CjekK+1NRFknp7hEX39Qr3pHJ91u3EIRw+x\/kPvizMJ3f\/3KFVyfeaB1NJoGxuB22Lf+FDkej1WoO123UKJvkcpw1qaR\/wCE4fOT0lwzMvYG\/WE+P+HGL8RDltVhDM9Sc3KfKybkIPu5EfbF7Q4\/ob9L7cX6361UKXMamU+Y7HdaVqbcaVktJ8OJGXEv\/YY0mLna0BopgZthXZQ5EKiYjyF1ekPOE2qa79cRSzy1ay+qJIjzMjLPh09w95mnUOtodbcSpKk6kqTxIyPoMjETJ9QAAAAAAAR2+\/QOP7s0j9IRxIhHb79A4\/uzSP0hHAEiAAAEFx1\/WYvj\/p+d\/YqE6Gudw21ivQ9n3FNqv1SLBnTWZMyG3PnSa+iLF6nMIkMIcW4ysyN9uSptWaSInEq3Lee4Tn+nt1FuBHbqcmPImoZSmU9HZUy048SS1KQ2pa1ISZ5mSTWoyIyLUfSALDSF9TrxrVMcyIp6Wagxn9lzSbc\/AaEH\/GIYqc2FdlV7EZWKbuEsJVbXM6oKaOXJ5AqVq1b44W85OatXOy0aTVzstXOGW7vpcuRHj1ukt6qlSlG8wn05Jlkto\/YUX8pJEG2hWrwvnZsvpnClyWqvVS3pSaaiKrRIWs0HqabMjI0uqTrQXEjJRlxIcbLpfdK08DLrco9sZO7+KbafZY2a\/wDMgq0exPsaVl81v33PliHE2ddqKh13AeuXtbVxvNmlydTaTXWF1GmvtLI0PaW1m4ytCy+yLI8zSojSo0nC9nHYJwb2bbrevy3qlX7juDcuRYc2tvsK5C0vg4TKGWm0EtRFpNaiNWWoiNJKUR8nNmW18QKxtEWPQ8N6XUGrjotxQnpCWGVtOUphp9JSlSU5EbLaWicQ4leWolKbyM1aT79DsmsYivfax2csNrzLD++MYLfpFdSpKX4rzylFENSSUkpLiUm3GM0qSrz1SeCiPoMjGR6pWrdti3510VSoQqfSIMdypTJzq0tsNMIQa1vLX0EkkEZmrvEOJWPezDtEUPHe66RIwsu+4H67cE+oU+qU2kyJkaotyZK3UO79tJtpUZOFvErUk0HqzyLIz6fUnZ7vKsbDMLZvuSsNQrlXZjVFXIU4brMSSlsjbZUpPFbTZkhozT0oSeQAt+Gn0RHZoxSxCi4b0Ku1iFOqcgolJmVSmqixKk+rtG21qPU2pZ8EE8ls1KNKCzUoknnm+5LjNrT2mPq8psojJd9x0ybT\/KrMcmcEfoeO01Ixot5u+LI616FQK1EqU+tO1KK8043GfQ7pjJZcU4tbm7IkmaUknPNeRlpPrBcBdUboodH4GhhTlSfT7DZaW\/56yP8Aijl5zUccJKEeM7RXY5NK\/wAL3+Bfhl\/MTl0b\/Lf\/AASCDGbhxGYjXaMNobT7SSyL+gVP948z7mQZ8B0KcVCKgugok9W5+gABYAAAAAAPMy75AD0B5mXfIMy75AD0B+dae+GtPfAH6AfnUQaiAH6AfnUQ9zLvkAPRHbq+vba92Efm74kOZd8hHrq+vba92Efm74AkQAAAAAAAMKbX2M0jAnAS473pkhDVacbRTaPqyP6cfPShZEfbG2nW7l3d2YzWOVn0VbGVy48S6Jg1S5JnT7SjpqFQSlXBdQkpzQky77bBpMv+ervAZRpMUqRUJkiRMkLkSHXDeccdUa1uuKMzUpSj4qMzzMz9kVzH1P7sWtjzvQ591\/IfD4vwCv33ngIwVsZO8c3f8UVvnbYsyJnJ46PPEI+y1LH1aVyhxH0xr1p1c0TiCvdlNj8bzeD8ojx2xUo3fMcbAgUrTbjn7GK1tO8\/qgkfVlP7ILQftLf7J9oPuhxxz6o4v\/P+SH4H1QnzwCJVMw9592LvGp+7\/YxQRnBdGVOOfVAB92WW23Efij7am\/8APH+gfhDP+fwCobjtt\/VAB8kq3jm7\/wApFfCjuNueeN\/\/AJHybU239T0fa\/hF4pUVyY4tvtNDZKElEF8pDze8jt\/dalf59sdDNkfEhy78P02xVJO9qVuZR0qUri5EMzJo\/Z0kWn2iT3xziojjjkjzvnrQo07v2M8j\/pGwuz5iCViX5SqmbmiDIUUGZ\/yFmRGo\/ZSrSr7wShqiIyOiIDwjzHo1S0AAAAI7ffoHH92aR+kI4kQjt9+gcf3ZpH6QjgCRAA8PoAGNcW69Q7kwNvqfb9bgVOMii1FhT0OQh9snENKJaDUgzIjI+Bl0kMljA184UQ7T2ecRaPUagiW9UIs6rSJVNbcpRurREQ0yhSWHeKW2WGWUpIyTummkGk9JmeboUNunxI8Bhx5bUZtLKFPvLfcNKSIiNbizNa1ZFxUozMz4mZmAKg+PDv8AAROJ\/wBlbkXTMtNNrjinoveZlZZuN+wSyLWXsksSzLukLXcFGZr9MdgOLU0vg4y8jtmnUnmlafZIyIxzcxw06kY1qH+pB3Xb1xfY1t32ZdQqKL0T4PZ\/2fw\/wXBKG0uGskp1rLnHp4qy6MxppjV9E9wswlxOqWG9Msiu3V1AlKhVioQpDLLTMhB5OsspWfnq21EaF5mhJKSoszyMbU0G5HnJPUCvoTFq7RZZdCJSC\/ZGjPpI+6npTxHObaA+hgYv3NjFcF24T3BbEm3bqq0irrTVpz0aRT35LynX21JQwsnGiW4s0KSerIySac061bGExlLGQ1w7mns0+lNdhGpSdKVn\/wB9qOjeHGIFsYq2PRcQ7MnnLoteipmRXFpNCySfA0LSfFK0qJSVJPoUlRdwYqxF25NmLCy\/F4b3niQ3HrcdaW5yY1OlSmIK1ZZJfeZbU22rIyM0meaSPNWkuImmz3g9AwDwbtjCSnVFVQRQo7m\/mKSaOUSnnlvyHUoMzNCVPOuKJGZ6SMizPIcn8ddiTabpuOF0Q6HhhWrog3BXp1SpdYpyUOR5LUl9byTecUoksOFr0r3poLUlRkZpMlHtFZ2ap86DVoMeqUyZHmQZjSJMaQw4lxp5pZEaVoWkzJSTSZGRlwMjIWO3SRULmrtbLnIbW3TWVew0Wa\/561F\/FEBwWtit4HYB2HhVVZDNTuimUdink0w4a2+UEWaySoyI9y0ajTqMi5iC4FnkMo25R+odHj003N6tCTU673XHVGalrP21GZji1pxxuOhShvGleUuyVrJd9m210bGzBczRbf4tl3Xu3+lvmXcAAdo1gPDPIej8KTrIAaV7TH0R63sC8Q3cN7esp+6apTdyqqq5emExE3iSWlslGhxTju7UhZp0pTktPPzzJOwezzjzbG0Ph3CxAtZElhqQpbL8SUkkvxX21ZLacJJmWZHkeZGZGSkmXAxpjtc\/Q68SsScW6libhNWaIpFxqacqEGrvPR9w+20hreNLaac1IUltJmkyIyVqMjUSiJO1GyPs3M7OWE0ex59Qaq1RkS3alUpW50NuynNKTNCDzNKUobbQWfEyRmeWeRTZtTjHfhboM8HllmMUXLdUe16RKr9X6quxImSnkwKfKqEg9SyTmiPGQ46vI1EZ6UnkRGZ5ERmWTzgxMlnyRrnnqV52XOPvnw6eJjHUtnlEd6PvNG9bW3q+11EZdAsocTdypR9O\/Z\/ciNkY1WJiMqGm1K5NdTUadGqsJU+nyqecqLIU6llxpMlDa1pXuHFEZFkaSJRZkZGJFQ7qgXJDhTKXUHfp2G3Objym1x5KWF9qpxh0kutceGS0kZGRkfEYgg7MNPh0W06a\/c7T8q06HZtFizVUpO8\/0DUW5q3W83DNrlJNk2aSM9HA83MtIqsLNnfzL7spVwQ7siSo9PocekyGUUtbTst1qNHjk8papC22k6IyOa20lw8kEt1aEJSLlc6EJVPxJGV6RdFPrkePIp9Qd1y45Sm48hK2JCWjPSSlMrInElmWXEi4j9quKl8nkSOrkTdRMuUOcqToZz4lrPVknPMukYnw72fXMP70pN0Q7wjyI9PpKKfIiopq23JbiGt2lxS1SFtNESSSeTbKXT0pJbqkETYtSdlyPSyps+27ko8SpUrkTieVW6T8KbIYfqDhuTI6H21SCMqk6ZJ3qTQ8227rMy0h6RLVL8pmqPdFHmVCoUuPcER2bSktuTo6JSTcjIcTqQpxOeaSNPEjPuD69Xqfu0SOrkTdOyOStucqTpU\/mad2R55GvMjLT08DGJ7b2fI1sWncdoU+5IXIrjtVm3TfTR0ofjutxnI++JSXSSbOhadMfSWjRlvDLIkxy5NkqFVH6+5RLqpVNi3C1Mguwn7cRJixIUulUyBIOO0TyEIll1KQ41IMlJSUh1KmXOkPSGqX5DPblwU9vztytxUL3m70qlJI9erTp4n06ubl3+A9RXKe5yfd1iOrlbhsx\/phPnricyUhHHnGWlWZFxLIxgyubJtt1q1a5bjtbhJkVo7xdVOdoqHXSkVxbhofXm4RuORkLJBLMyNZJ6W88i\/VzbLrFbuiLWKVdNNpNPi15iuNwWqDzo+7k0uRumHWn29CVrpZaiUlbZm4lW7JbZKU9L8o1S\/IZpte6addtCp9z0CW6uDUGykR3FpU2akGfAzSfEujuicXT9d2z7sI\/N3xjawLV6w7Lo9n9UOXdSopR+Ubndb3IzPPRqPT09GZjJN0\/Xds+7CPzd8VV\/wnMzW2mFu3+xIwABrnJAAAAj1+XrQMOLLrV+XRM5NSqFBdnynO7u20mrJJd1R8CIu6ZkQ4D4hXxWMVMQLgxErnMqFx1J+oON6sya3i80NEfdJCNKC9hJDpP9FexY6h4bW\/g3T5OmXdczqlUEpV0QYpkaUq7xLfU2Zd\/cLHL+M3\/MEDKPnM+s939oP0iU25HRIcc7RPO9sun+gfuX542v7cR6W99J8nbcWjeuf35GX+e8JmC4wXHKpIXMc7RHNb\/wDYX+H9Lt+d9uv+jvCOUeRvG\/O+YhCt2n2iPL+kjEgjOdoCBXoGZsOdk3aExQt+Pdln4byJFHlp1R5kqdFhokER5am0vuJWpP3RFpPLgYwpJc3cOR9w2v8AoMx3yokOHT6HT6fT46I8SJDYZZZaTkhptCCSlKSLoIiIiy9gT1EYxOUyNgnao\/ZMN4\/j6nfPj7\/qDdqT1uI\/j6n\/AD46h3ff1h4fw49UxAvi37ahS3iisyKzVGITTrpkZk2hbykkpWRGekuPAxeY8iPMjtTIchDrTrZONuNKJaFoUWaVJUXBRGRkZGXfEdZLQcpS2D9qT1t4\/j6n\/Pj6o2FdqT9kw3j+Pqf8+OnMnEKw4dySLPmXxb7VwRIK6k9R11Jnl6IaSzU+qPq3hNkX2enIXmBOh1SHHqlPkIkRJbKJEd5pWaHW1pJSFpPukaTI\/viWsaTlm1sL7UDf\/wAu4\/jyn\/Piva2I9phv\/wCXcfx5A+fHTiFWqPUKhUKXT6hHkS6O83HnMpVmuK440h5CHC+xM2nG1kXeUXfFYGsaTmF+oq2nPW\/j+OoHzw+rexPtKOaCkWPHQn3ag\/3PDpwPlLlR6fHdmTJDUePHbN5551wkNtNpLNSlKVwSRERmZn0ZBrY0nOBnYtx8jt\/6hpe+yUnq1By\/tuPSYutH2UdoSHIW5Iw3aa5unV1agnqL2t97Q3voOIuH90x6ZMte9KFW49bU+mmyKdUGpTUs2SzdJtbSlIUaO7kfASAS52RjQc9GdkHHRuRyxuy2kL5ze76rQssldJ\/VeHAsv4wu9J2YcfIbnnlltIQhWr0Whn\/\/AGjfQA5+RjmkUdiLqUOzKLDuNpTVTjwWmZTeonDJxCSSfOSZpPozzI+6L\/y2P6b\/ADTFsFLTaxS6xyjqPVIk3kUpyHI5O8lzcyGzycaXpPmrSZkRpPiQqJ2L7y2P6b\/NMOWx\/Tf5pi2AAsXsR2+\/QOP7s0j9IRxIhHb79A4\/uzSP0hHAwSIAAAYYxOxJt649nG+brfRIo8Qotdo27qO7Q4UmK\/IhrLztS05KdYWaeOek05kk8yLLsGZEqMNioQH0PxpbaXmXUKzSttRZpUR90jIyP74gWLtIpdEwPvuFR4DUJhyk1eYpthJII33ydeecMi+yW644sz7pqM+6MjgAAAALXV6FTK7G5NUoiXUpVqQfElIUXQpKi4pP2SFmTSbwpJaaRXWKgwXas1Js9ZF3t8jif8ZJmJWPCP2Mhzq+WUMRPnd4z64tp\/G3Hud0XQxE4LRxXU1df4+BGeqN\/eDdJy90V\/ND8rLECfkj\/RFKQfbOIUuUsv3pGlCc\/bz9oSnM+j+8OjhmKfJc5ejUrza6rpfqkn8mS+8JcIJfP+7ZZKLbUOkOOTTW7KnSPq0t9WpxZfa59CUl9qWRcBevvD0i6OI8y4jfw+GpYWHN0lZf837W+lspqTc3eW5+wABsEQAAAAAAA\/ORj4nDjftZr8QhUAAUrFPyGL+1WvxCDkMX9qtfiEKgBm7M65FLyGJ+1Gvey+Ie8hiftVr8QhUgMajOuRS8ii\/tVr8Qh7yGL+1WvxCFSAahrkU\/Iov7VZ\/EIORRv2s1+IQqADUNcj4FFj\/tdv8AFIWO6s+W217sI\/N3xIxHbq+vba92Efm74EdVyRAAAAPDPIejAm3Biw5hBs2XbXYUncVWqslQ6WpKslFIlZoNafZQ3vHP4gA5TbX2Mnm6Y\/3ReEeRvqPEkdSaL3uRRjUlC0+wtZuO\/wD1RiZDe7bFIyntG+ZzMv5Oj7wuDn1IYRllG8rzsRee5u46\/sFocPSr+UhI1q87WIrWlfVf4nxDJg+tuSPpfef+Ien+k\/5TP8AlsR4QekvQ49PackTENI1H2yu6ajMxK6XIhuN+dyNf+e4MImXuS5\/o+R\/yV\/0GP6AYPofH\/wCS3\/VIfz8ob5Q27H9NSadXt8B2Two2zNn++LHpVYrGJluWvVeStt1Cl1mpNw3Y8hKSJxKN8aSdRqzyWnMjIy6DzIrCES87QNn3xclXw3rllw6671tV6bMnOUGRTWp7LD1JmRUqa6onydR7yQ2RkrMySajIsyIQTCLDnFWy7xw9w8mVh2n27R7PpdUr1NgTpDsWFUILDkBiC264ozUxIStp9SEZEbtJcUoj5SerKhbS2zn6\/GH\/AOUkP5Y\/X6pLZ79fSwfyiifLENJMxfc2FeJMjFisTLXs+c1R6rVpdamPTJ1Km0SQtyjLhFJjpeT1ShVMz3TJk2ZRt0Thmo94pItD+EeOFr0uPa9uQrjqdvy4drpmR+vCQuRFmNQ6g1UVsmqoRlk2ThUvNpEhtrJKnG23TSptWZ\/1SGz16+dhflFE+WPf1Ruz36+lg\/lFE+WM6QYiw8wgxso7dMvi8JdZRdvKraerDjVxK3Ettq3o0SpreYad3L6+UodLNSVKM0IW30JMR7Cy08c6zhfatfXS8RUxpFqWu9ctPqV5r6p3LJQhL0pcJbkzVBWaV6XCccim7lulElKScGff1SGz16+dhflFE+WPf1SOz36+lhflFE+WGkGI2LN2j6NTJVPjU+6ZqK9S+S07XdjLjluttVuVJZblvOyCcef6nPx2DeZ36lKjmhx1REl5U0hYW3XIwQvi2LvhVO4q7ctWuB7kM+5nslwnKrKXAZjvKU4iKRQ1R9CUpJJKJJOEWR5SxG0RgG59TxssRf7y4Ip\/\/eKlnHTBOR9b4uWY7+9rkY\/6FjGkjqMJ0DBfFO7ZqJt9w7giRV1arzGpUipU+l3IttykRorS6jJoS22XXTfZWlKmlGZMNsE6eZGRRC\/ra2sIVAq9yTOuSFIptk1BupToFfW6mS4VpupI2GWpp5SU1ZDay3MNtRKycQ+slKIbTpxawr9ci2vGzHyxYqrtM7OFAmLp9bx7w9gSkdszKuSG24n20qczIZ0mTETVi40OzHawVt4jKsrl1McnWn19IOs1FxqHObkyo0xU0ibjOPu0xzk6pUc1cldWptJqUy9cYNp7SlPKi2\/UG63UOUTLMnTKw1cjSmIMeDUUqqUR01uoeeccjESVqQ0pMgic1nmZJVk9G0ls7uR2pDeOmH62pCdTbnXFE0LLvpPXkZCqYx+wLkN8oj4yWU61q07xNeimWfezJfSMaQYFfwJx98yuiU8rnvV66IWFla5U51\/TNa74WindT1Kc5SSXEIVHkEWo9wWazURm4o1XbEqxdoyoTP8As3HrrqkVarzqfMi3MppEXXMjOxScaKewjd7ppxKUqalERKcbNpCFq15xbxgwnkN7yPiZa60fbIqzBl+HWJXCkx6pDaqFPdRKiSEk4y8wonG1oPoNKk8DINIPqv6ovd9pqHg\/e5kelr\/FMNzI9LX+KYGS8CO336Bx\/dmkfpCOJEI3fiyRQ4ur1ao5fhqMciAgSQAAARLFOgVW7MNbotihtx11Kq0eXDiJkOG20p5bSkoJaySo0p1GWZ5Hl3jHy64MTPW3p\/5QF8wJkAAx3NuvF9mr02JGwwpq4kjf8qc6uZ7rSjNHOJnJOauHEj+8Ll1wYmetvT\/ygL5gfWdQbgcxOotyxqpKRRItDqcGZD5YsmVynH4S47psFzVrJDUktZ8UkoyLLWrOWgDHVPunF+RVKrHl4YU1EeK8ymG51c071CmkqWeZsmR5LNRZkRdGXczF0K4MTPW3p\/5QF8wLZZdEvCFiRetZrZVNqizlRW6W2\/VlTGnd2S1OPpaNWmKZm4TRNNoIjQwlxxa3HDS1M643UnaJUEUhKFTlRXUxUqkHHSp00HpI3SQs2y1Zc8kKy6dKssjAhNr3bjBUbbpdQrmFtNiVCRDaelR+rm73TqkEa06DZM05KM+BmeXfMfm5rtxjg05p+hYWU2VIXUKfHcb6uazTHclstyF5E0WWhlbi88+GjPI8sjuWEdEui3rMRS7sflOy0TpzjJy5zkx9EVclxcdtx1xxxalIaUlHF1ztS53cKhxzoeKFyWJIpeEtRiQqy4o1G4\/UHYSzJCFKQht9ttw2zN4mtR6TzbJxPA1EpIFz64MTPW3p\/wCUBfMCzSbvxjRdlMpbGFlNXSpFNnyJUrq5nupDbsVLDevdZFrQ7IPLI8910lkZHkku5qy1DGlbtrEBeN9Euyjy3jttEFEOpsP1eQUZDaW5qlLZiIWTapSnnYRbxxK07lDvFC0o1AXvrgxM9ben\/lAXzAtNIu3GKXUK2xUMLKazHiVBLEFR1zTvmDjMLNeZtGSvPXHk5kRdpllmRmeSBinCG2cWKBdd6zMRKw1Pp9TnOSKU5y590yQc+eptCGVqNphpEFymN5IShRvNyDXrLQ4oC\/ybkxQbjuuMYaU9bqWzUlPXAXOMi4F9Q74paNdGLkykQJlRwxprUp+K05Ib6u6NDikEa06TZMyyUZlkZn0CT3ZAdqlr1Wnx48qQ69EdS2zFqTtPddc0maUIksqS4yZqyLWkyMsxT2BbtQtOx6BbFYrkusVCl02PFmVGU8469LfQ2SXHlrcUpZmpRKVxM+kARyt3XjBD6nnS8MKbIJ+c0zI\/05q0MKz1r4Mlllw48faFz64MTPW3p\/5QF8wLFjBbeJtfqtpu2BVFxYtPqSJVSS1UHI280vMKSTiUGW8aNpMlKiUayzUjzlzPU1k8AY7RdWL53C9BXhhTeQIgtPIe6uds+pxwlo1bnI8kpQeWXDPp48Ll1wYmetvT\/wAoC+YFhdtTEjzc491sV91Np8j3ciKuW6bai3SkkyhknN0St6aHd4bO9yJRb40K3Kb9jBQbpujCu7aBYlUkU65ptFmNUWUzLVEW1P3SuTq3qecgt6SMzLuZgC027duMU+I+5V8LKbHeRUJsdtPVzRqjtyXEMryNoz5zSUKz7urMiIjyKNYqYjbSVsHap4d4EUy5V1K4GoNWjqr5I3FPVHfUt\/fG2lDOhaGj1KJeeZtkk1LSZX3C+2MR6Jd901C758h2mzl6oqXaw7NQ69yyWsnWWlllEb5KuEjdJyLWhwsuYTz+UABrZtfVS76ZHoEih3JWqey1T6rIcp8CfUaWU2YgoxxzbqUJh80yWy325hvMOMyjcWSm1brIRD9UjtHyauijwrJplMkS68xSOQVahy5E6kxl1yDBbmyzjvJacJ2LIflZZsF2u63qGnlFuEAA05XtPbQdPdXT59r0yVOacqtL0wrTnuZOQ5k9hVWeaOUTqYZtw23ybYJ\/UayY3yXHW1FkXCXFXF+98SJdAqjlunaVFTJe6uNUKUx1wxyyS07ENck0RkoccU2tSt6TvJFrbJKHkm3sCAA1h2aL9xZreJdwOYjW\/d8KhX7T3LqtdVbVH3DLTcxxG4YbaecXGTyGVSTNqQlp03kS1aO2JOzwAAAjt1fXtte7CPzd8SIRu61f6QthvMtS60WSe\/lFkKPL7yTP7xgCSAAAAOWX0VnGGPcmIlAwbo8zXHs9k6lVkp6OXSUJ3SD9lDHO\/wD3A6V35eVIw7smu35cCyaptvU6RUZSiPLzpltS1EXdzMk5ERZ8TIfz83Jc1cvi6KreFyOb2q3BOfqU5WozLfvLNayTmZnpI1GRF3CIi7gwzKKWMneOCokKH6Snd\/cClkuN+mCcYmJFu3nna\/3wt9Ote6L8uCFZ9n0iRWK3VXijw4LCSNx1ZJNR5Z8CIkpUozPgREZj6OPbtt398Ogf0HzCKBWLjvXHOrwkurou7t2iuqI8mnXEb2YtPc1btUdOfcJay+yPOIOZdGjtyG944324ldPcbh6G2\/8A\/IkOMdu0u18bMRbbo+hEKmXdWIcVP2rTc11KE\/eIiL7wjOkxCRZGJJqZMbkSENi9pkbtzdiMW+3u3FyP4ovLqvPBYiuRImVfsjYqkbwUNN88j\/disT6X7f8A7C5ED9JUP2hz\/wATtB+d25+x\/wAb2hQSG5Dev7AZBfWW23G\/34\/JQ\/4gt1PqHabwSOK23M+p6Pk+2BE\/UKK5+xuaxIKZVHKe4jedp2v+fYFLBi+d7tvtPsh9k0vlEd1uY4tpG8LSpOXc7hd\/PMSiRZkmDdTdPocu4Kg3L6n09k5DimEka1Np6SSSj53R\/TxIaY4z1a4KpiJWnLnpa6ZNkTEKTBWojNmO4lCo6TMjyMzZW2oz7pqM+HQNr3Ka51pzYcjXul019vSpWZobNB5Z+yfT\/wDkQ\/6I5hTPsvH+z7w6nrapV9W3R5TbmnmHLiR2477f75KG46j9hwgrdAgY8lyt3Hp9P5miJFbb\/CWo\/v5mMg2xK5Pb8KO5+yuLeV\/d\/Qf4RiCdK3kxH3aiE\/jTN221H3naMkn74hCRKRnq1pDblHjuOfsquar\/AD7Y6BbJd0N3JhFHj8o3r1HlvQ3O+WeTqf5rpfgHNKmXRD6hxIceYhDrSdKtSTM0n3ciLuDb\/YDuzOfXaG046uLVU8qb1JyLfs81eR\/dJUX4nsCdX1RD1jdgAAapaBQ1SnRKxAkUqoRzeiy2zZeRqNOaFFkeRpMjI\/ZIyMukhxk7NVtUeAGFXiqo+XB2arao8AMKvFVR8uAHYJq1q3Hb3aMQ7gWlJ83eNQVmku4Wo4+Z5dGZ5n3zPpH162rg9cOtfBYPzA48dmq2qPADCrxVUfLg7NVtUeAGFXiqo+XADsP1tXB64da+CwfmA62rg9cOtfBYPzA48dmq2qPADCrxVUfLg7NVtUeAGFXiqo+XADsP1tXB64da+CwfmA62rg9cOtfBYPzA48dmq2qPADCrxVUfLg7NVtUeAGFXiqo+XADsP1tXB64da+CwfmA62rg9cOtfBYPzA48dmq2qPADCrxVUfLg7NVtUeAGFXiqo+XADsP1tXB64da+CwfmA62rg9cOtfBYPzA48dmq2qPADCrxVUfLg7NVtUeAGFXiqo+XADsP1tXB64da+CwfmA62rg9cOtfBYPzA48dmq2qPADCrxVUfLg7NVtUeAGFXiqo+XADsP1tXB64da+CwfmA62rg9cOtfBYPzA48dmq2qPADCrxVUfLg7NVtUeAGFXiqo+XADsP1tXB64da+CwfmA62rg9cOtfBYPzA48dmq2qPADCrxVUfLg7NVtUeAGFXiqo+XADsP1tXB64da+CwfmA62rg9cOtfBYPzA48dmq2qPADCrxVUfLg7NVtUeAGFXiqo+XADsP1tXB64da+CwfmA62rg9cOtfBYPzA48dmq2qPADCrxVUfLg7NVtUeAGFXiqo+XADsP1tXB64da+CwfmA62rg9cOtfBYPzA48dmq2qPADCrxVUfLg7NVtUeAGFXiqo+XADsP1tXB64da+CwfmA62rg9cOtfBYPzA48dmq2qPADCrxVUfLg7NVtUeAGFXiqo+XADsP1tXB64da+CwfmA62rg9cOtfBYPzA48dmq2qPADCrxVUfLg7NVtUeAGFXiqo+XADsP1tXB64da+CwfmA62rg9cOtfBYPzA48dmq2qPADCrxVUfLg7NVtUeAGFXiqo+XADsP1tXB64da+CwfmAp9pnHqjVYrFwVKtSIpL5HywmUtxTWWla0IZbQk1mnm61alESlkk0ktZK48dmq2qPADCrxVUfLg7NVtUeAGFXiqo+XADtSA4rdmq2qPADCrxVUfLg7NVtUeAGFXiqo+XADcD6KhjY5aeGVKwXozikTb6UuRUHEKURs06K40o0Hp6N66pCePA0IeLujlpCb\/AGQe4+7YOJ+0dfjOId+Uy3os6PTGaS1HpjEhuMhltx1wjJDjy1ajU8vM9XHh3hjlOJtdR\/udP97X8oNJm5k95ttxvzxzQLROVMjt+dyNf3Okv7hA14kVxf8Au8JH71tf96h+H8Qqw\/8AVIcH3tfyxIwSJ9yZVNEOlw3ZE2W83HZjtNmtx11aiShCUlxUalGREXdzHfLY7wLc2d9nu1cOJzbPVhDJ1CtqaVqJVQkHvHiJX2RIMybI+6ltI4IYSY6V\/B\/Emj4n0q1LardToLxyoMesx33IyJGkyQ8aGnm1KUjPUnNWRKIjyzIstsuzVbVHgBhV4qqPlwiDBe0PF5HtGYpt9povaufyznj\/ALxBUJFtxFxkuPEy\/wCv4i1ml0iJULiqD9TlMwmnUx0POq1L3aVrUoi1GZ5Go+kWEr2qn7Xifiq+UIaSakZRpvnccVK3P6wxenEeuI\/3SD72v5Q\/R4lVz9p0\/wB7X8sTIGbKQ952Lgy43vPPBgyNizccf6nCpv8AGbc+WPt5sl0\/tOme9ufLE1MxYzzHcb3g9kx23P8AOYwS3jTdDfRT6Uf\/ANNz5YqE463Yjop1H95d+cEtcSOkytMpsiP543r+2Ehw9qVPcmO0uqcxEhvSlWrihZdB+0MEOY73Y43u10uj+8u\/OCg8125CkcoRCpqF\/ctufLDVH8I0m47cPk\/0vHbW7zuarV7PT0C5U6huOSOUVTRoaTqS3qz0l3zGp9N2o8Q6Wjdt0+hP\/dOx3jP2+DpcRWfqt8R+f\/oO2uf230s\/88Lo1okObkbiUymyLkb6lt61rrEpENtPd56ySSS9jMyG4n0S2z6BWNkG4alLpbTsq1ZlKqFMe08+KvlrDKzSrpIlMuuoPvkoxyTtLbgxTs+u0qvw7Xs6U9R5SZjLcqHKU2t1J6kmskyEmfOyPgZdBDI2L30VTaBxqw0uDCu77Hw5Zo9xReSSXINPnNyGi1EpK21LmKSSkqSkyM0mXDoFVacZeqZhHSYXbnbyYhxzmaBPKLKjuN+eTEcwa9sXnVGP92ir\/fJV8oXBjFCvx\/qcOn+9r+UIKRZY2ZZkedrbjyNG95qld3L2+4M+7OOJ0e1MRLXqkOsckiUdtuLKgtOZFIQtwkKUZZ8cicUZjnu3jHcbf1SmUp77l1Dxl+AnMhcaTtAXhQ\/Qul0SO76ciO5r6c8s95ll8RC1Tj0kNMj+lVtaHG0uNnzVFqL2h9BxNpv0ZjaipdMi0xqysMH0xWUMJcepdQ3iyQkiJStM0izPLuEQqezVbVHgBhV4qqPlw1yw0AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAB\/9k=\" width=\"251px\" alt=\"machine learning in utilities\"\/><\/p>\n<p><p>AI analyzes aerial imagery, LiDAR, drone and satellite data to identify equipment issues or vegetation risks that could damage infrastructure. Maxima Consulting provides tailored managed AI services to business partners around the world to support their digital transition and empower them to harness the power of AI solutions. Contact us today to gain instant access to the expertise you need and achieve your adoption goals in record time. Implementing AI solutions in the energy sector involves considerable upfront costs, which can be a barrier, especially for smaller organizations. However, energy and utility providers can limit these expenses by choosing self-deployed open-source solutions. AI&#8217;s ability to provide tailored energy consumption recommendations is not limited to industrial processes and large power consumers like manufacturing companies.<\/p>\n<\/p>\n<ul>\n<li>AI can help detect energy theft by detecting abnormalities in consumers\u2019 historic and current use, making it easier for utility companies to address these problems before they become a significant concern.<\/li>\n<li>These AI models can then be used to monitor and distribute energy and provide forecasts for better service.<\/li>\n<li>The use of AI models needs huge amounts of data that are proper and well-organized to work successfully.<\/li>\n<li>Nonetheless, the gap appears in forecasting energy or water demand for abnormal or extreme weather conditions, as well as public holidays, thus it could be your competitive advantage if implemented.<\/li>\n<li>In real world demonstrations, utilities and software providers are using AI\/ML algorithms to improve tasks as varied as nuclear power plant design and electric vehicle, or EV, charging.<\/li>\n<\/ul>\n<p><div style='text-align:center'><iframe width='563' height='311' src='https:\/\/www.youtube.com\/embed\/BNXVGkAM77w' frameborder='0' alt='machine learning in utilities' allowfullscreen><\/iframe><\/div>\n<\/p>\n<p><p>Smart grids are designed to be more flexible and responsive than traditional grids, enabling utilities companies to manage energy more efficiently and effectively. AI <a href=\"https:\/\/www.child-clothes.info\/the-best-advice-on-ive-found-3\/\">https:\/\/www.child-clothes.info\/the-best-advice-on-ive-found-3\/<\/a> and ML technologies are helping utilities companies to develop smart grid solutions by providing real-time data analysis and predictive  modeling. Energy theft is one of the most expensive challenges for utility companies as modern metering technology advances.<\/p>\n<\/p>\n<p><img decoding=\"async\" class='aligncenter' style='display: block;margin-left:auto;margin-right:auto;' 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\" width=\"253px\" alt=\"machine learning in utilities\"\/><\/p>\n","protected":false},"excerpt":{"rendered":"<p>But what kinds of data can actually be translated into tangible actions that utilities can take in order to improve customer engagement and satisfaction? The answer to that question begins by being clear-eyed about how people actually engage with energy. While it\u2019s true customers depend on the grid, the grid is at least one step&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_kad_post_transparent":"","_kad_post_title":"","_kad_post_layout":"","_kad_post_sidebar_id":"","_kad_post_content_style":"","_kad_post_vertical_padding":"","_kad_post_feature":"","_kad_post_feature_position":"","_kad_post_header":false,"_kad_post_footer":false,"footnotes":""},"categories":[106],"tags":[],"class_list":["post-142922","post","type-post","status-publish","format-standard","hentry","category-utilities-news-2"],"_links":{"self":[{"href":"https:\/\/www.webxwide.com\/blog\/wp-json\/wp\/v2\/posts\/142922","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.webxwide.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.webxwide.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.webxwide.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.webxwide.com\/blog\/wp-json\/wp\/v2\/comments?post=142922"}],"version-history":[{"count":1,"href":"https:\/\/www.webxwide.com\/blog\/wp-json\/wp\/v2\/posts\/142922\/revisions"}],"predecessor-version":[{"id":142923,"href":"https:\/\/www.webxwide.com\/blog\/wp-json\/wp\/v2\/posts\/142922\/revisions\/142923"}],"wp:attachment":[{"href":"https:\/\/www.webxwide.com\/blog\/wp-json\/wp\/v2\/media?parent=142922"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.webxwide.com\/blog\/wp-json\/wp\/v2\/categories?post=142922"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.webxwide.com\/blog\/wp-json\/wp\/v2\/tags?post=142922"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}