It looks like you have been watering them top much ,or the soil is very compacted and wet, i can tell that by the ranunculus and dandelions aroud it. The Artichokes is a species well adapted to dry soils, not all the cultivars are the same but i would try with improving the soil water retention, watering less, or preparing a raised bed as others already suggested.
