{'fraction_non_alphanumeric': 0.01991150442477876, 'fraction_numerical': 0.0, 'mean_word_length': 5.557971014492754, 'pattern_counts': {'":': 0, '<': 0, '<?xml version=': 0, '>': 0, 'https://': 0, 'lorem ipsum': 0, 'www.': 0, 'xml': 0}, 'pii_count': 0, 'substrings_counts': 0, 'word_list_counts': {'cursed_substrings.json': 0, 'profanity_word_list.json': 0, 'sexual_word_list.json': 0, 'zh_pornsignals.json': 0}}
Frequency Control of Renewables/Biodiesel/Biogas/Battery Energy Storage based Isolated Microgrid using the Honey Badger Algorithm

The paper is advanced with the Honey Badger Algorithm (HBA) based Load frequency controller to achieve the change in frequency in the proposed community based renewable microgrid. This microgrid consists of solar photovoltaic (SPV), wind turbine generator, biogas and biodiesel engine generator with battery energy storage system included in it. It is known that renewable sources are nature dependent and highly unpredictable, so it is the main challenge to correlate the generation and load demand. To balance this uncertainty the system is studied under various patterns of renewable sources availability and gains of the Proportional Integral Derivative (PID) controller is optimized using the HBA algorithm. The system is proposed and tested using the MATLAB/Simulink.