Kim criticised the science used in observations and called for the use of modern equipment in the unusual rebuke, which came during an inspection of the Hydro-meteorological Service, the official Korean Central News Agency (KCNA) reported Tuesday.
"There are many incorrect forecasts as the meteorological observation has not been put on a modern and scientific basis," Kim said, urging the agency to "fundamentally" improve its work and equipment.
Calling the weather service "very important work directly affecting the overall economic affairs", Kim also underscored the need to "modernise meteorological observation equipment at a high level", KCNA said.
It was not clear when Kim visited the agency, but public criticism of government officials during field trips by North Korean leaders is extremely rare.
Undated pictures released by KCNA showed Kim giving "field guidance" inside the weather service in the capital, some of his audience standing attentively with arms by the side.
In May, state media reported that North Korea was hit by its worst spring drought in more than three decades, threatening thousands of acres of staple crops.
During a famine in the mid to late-1990s, hundreds of thousands died.
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