Identifying the location of field maxima is a crucial task in environmental monitoring. A modified local polynomial regression method was applied to find maxima in between the sensor nodes. The method is well suited for a distributed implementation. Keywords Spatial field reconstruction; wireless sensor networks; local polynomial regression; in-network processing