Mashable's Best: E-readers, robovacs, laptops, earbuds, smart home and more Mashable Selects In My Bag Look Up Creator Playbook Say More AI at School Safety Net Versus Trending Now Back to School Good Connection: Uplifting stories for a digital age All Series Everything to know about our favorite Creami, Foodi, and more. Samantha Mangino, is an e-reader expert. She's tested all the Kindle and Kobo e-readers, diving into the buzziest models. Her love of reading extends beyond the e-reader beat, covering books and authors, too. In the tech space, she covers tablets, smart rings, and headphones. All products featured here are independently selected by our editors and writers. If you buy something through links on our site, Mashable may earn an affiliate commission. The popularity of Ninja and Shark appliances is undeniable.

Your washing machine doesn't need Wi-Fi, a touchscreen or an app of questionable quality to become part of your smart home. In some cases, a simple smart plug with power-monitoring capabilities is all that is required. Home Assistant can monitor the amount of electricity an appliance consumes and use that measurement as a trigger for an automation. For instance, a washer will usually draw more power while running a cycle before dropping back toward its idle level when it is done. When Home Assistant notices that lower reading stays there long enough, it can notify your phone.

I recommend you don't run these appliances on your power station - even if you can Using a power station for backup is ideal, but not with these appliances. Maria Diaz is a staff writer with a passion for home automation, smart home devices, and tablets. Certain heat-producing and large appliances can quickly drain your power station. Battery capacity is a limited resource during outages, so prioritization is key. This list is a recommendation; it doesn't mean you run these appliances on power stations.

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Creator Playbook Trending Now Say More Look Up Mashable's Best: E-readers, robovacs, laptops, earbuds, smart home and more Switch Off Mashable Voices Mashable Selects Safety Net Versus Gift Ideas For Everyone On Your List In My Bag All Series You don't have to wait for Black Friday to upgrade your fridge. Tabitha Britt is an award-winning freelance journalist, editor, and SEO/AEO strategist. Aside from reviewing dating apps and sex toys for Mashable, Tabitha is also the founding editor-in-chief of DO YOU ENDO -- a digital magazine by individuals with endometriosis, for individuals with endometriosis. She has a Master's degree in Creative Publishing and Critical Journalism from The New School for Social Research and is a grad of Sextech School. You can find more of her work in various online publications, including,, and .

Things to Do in L.A. This is read by an automated voice. Please report any issues or inconsistencies here . See more from the L.A. Times in Google Search. California lawmakers have passed legislation that will make it easier for government agencies to protect themselves from the rising use of artificial intelligence for public comment, records requests and other forms of civic engagement.

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We develop a scalable, computationally efficient method for the task of energy disaggregation for home appliance monitoring. In this problem the goal is to estimate the energy consumption of each appliance over time based on the total energy-consumption signal of a household. The current state of the art is to model the problem as inference in factorial HMMs, and use quadratic programming to find an approximate solution to the resulting quadratic integer program. Here we take a more principled approach, better suited to integer programming problems, and find an approximate optimum by combining convex semidefinite relaxations randomized rounding, as well as a scalable ADMM method that exploits the special structure of the resulting semidefinite program. Simulation results both in synthetic and real-world datasets demonstrate the superiority of our method.

An example prompt for constructing PDDL models of the action "close a