TOKYO—Japan is continuing to re-embrace coal to make up for its lack of nuclear energy, with plans for another power station released Thursday bringing the number of new coal-fired plants announced this year to seven.

Utilities in Japan are eager to take advantage of coal’s relative cheapness to give them a competitive edge at a time when other countries are seeking to reduce their greenhouse-gas emissions by moving away from a fuel source seen as dirty.

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