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Energies | Free Full-Text | Battery and Hydrogen Energy Storage Control in a Smart Energy Network with Flexible Energy Demand Using Deep Reinforcement Learning

Smart energy networks provide an effective means to accommodate high penetrations of variable renewable energy sources like solar and wind, which are key for the deep decarbonisation of energy production. However, given the variability of the renewables as well as the energy demand, it is imperative to develop effective control and energy storage schemes to manage the variable energy generation and achieve desired system economics and environmental goals. In this paper, we introduce a hybrid energy storage system composed of battery and hydrogen energy storage to handle the uncertainties related to electricity prices, renewable energy production, and consumption. We aim to improve renewable energy utilisation and minimise energy costs and carbon emissions while ensuring energy reliability and stability within the network. To achieve this, we propose a multi-agent deep deterministic policy gradient approach, which is a deep reinforcement learning-based control strategy to optimise the s ....

United Kingdom , Google Deepmind , Keele University , Energy Balance Model , Smart Energy Network , Smart Energy Network Demonstrator , Deepq Networks , Wind Turbine , Optimal Control , Cost Saving ,

Eating more during the holidays? Don't mistake Oreo calories for olive calories. – Harvard Gazette

As America grows fatter, scientists continue to debate the causes of the obesity crisis, while the founder of Children’s Hospital’s weight clinic says the predominant “cut calories” approach may have the problem backward. ....

United States , William Howard Taft , David Ludwig , Harvard Medical School , Boston Children , President William Howard Taft , American Journal , Clinical Nutrition , European Journal , Calvin Powell , Boston Childrens Hospital , Carbohydrate Insulin Model , David Ludwig , Energy Balance Model , Harvard Medical School , Harvard Th Chan School Of Public Health ,

New research highlights the damage caused by processed food

A landmark paper proves that obesity is not just energy in and out; the type of food matters. And while one study shows we’re eating more processed food, another reveals what can be gained if we clean up our act. ....

United Kingdom , Lewis Cantley , Gary Taubes , Robert Lustig , David Ludwig , Nutrition Examination Survey , National Health , National Salt , Energy Balance Model , Sugar Reduction Initiative , Harvard Medical School Professor Of Pediatrics Dr , York City Health Department , Carbohydrate Insulin Model , Harvard Medical School Professor , Food Consumption , Processed Food Intake Could Save Half , Million Lives , New York City Health Department ,

Curious Cook: The human metabolism puzzle

The columnist uncovers some interesting facts about human metabolism, including the fact that from ages 20 to 60, there is no significant decline in metabolic rates. ....

United States , Energy Balance Model , Duke University , Carbohydrate Insulin Model , American Journal , Curious Cook , Chris Chan , Human Metabolism , Metabolic Rate , Weight Gain ,

Not all calories are equal (and other reasons why your weight won't budge)

New carbohydrate-insulin model suggests the old approach of ‘calories in equals calories out’ needs an overhaul ....

Yvonne Fontyn , Energy Balance Model , Weight Gain , Weight Loss , Salome Kruger , Glycaemic Load , Fat Storage , Processed Carbohydrates , Philippa Bramwell Jones , Insulin Resistance , Hormone Balance , Calorie Counting , David Ludwig , Dhesan Moodley ,