A Data-Driven and Knowledge-Driven Method towards the IRP of Modern Logistics

Table 1

The collected data from the data layer.

Data source	Sensor collection	Computer records	Relevance		Data type
			Relevant	Irrelevant	Structured	Unstructured
LDC		The product categories		√	√
		Product inventory			√
		Supply the drugstore			√
Drug store		The product categories		√	√
		Product inventories			√
		Daily sales			√
		Replenishment orders	√			√
Delivery center		Daily trunk number		√	√
		Daily trunk cost			√
		Express number			√
		Express cost	√		√
		Delivery route plan		√		√
		Delivery fee			√
Delivery vehicles	Daily truck position			√		√
	Daily truck fault				√
	Express position
	Express the damage
Weather	Sunshine intensity			√	√
	Ultraviolet intensity
	Rainfall intensity
	Humidity
	Haze
	Time stamps