Title :
Autonomic monitoring approach based on CEP and ML for logistic of sensitive goods
Author :
Nechifor, Septimiu ; Tarnauca, Bogdan ; Sasu, Lucian ; Teutsch, Joachim ; Waterfeld, Walter ; Puiu, Dan ; Petrescu, Alexandru ; Moldoveanu, Florica
Author_Institution :
Siemens Corp. Technol. Romania, Romania
Abstract :
The main objective of this work is to develop a framework for supporting the development of applications for logistic companies that transport perishable goods (food and medicines). Reducing the amount of lost and damaged perishable goods during transportation and storage represents a substantial global challenge, which imply the implementation of cold chain monitoring at all levels of the supply chains. The framework contains several components that enable: (1) the real-time monitoring of goods during transportation; (2) forecast the temperatures of parcels; (3) generate real-time alerts/early warning when the product are not stored according to the acceptance criteria.
Keywords :
computerised monitoring; food products; pharmaceuticals; production engineering computing; supply chains; CEP; ML; autonomic monitoring approach; cold chain monitoring; complex event processing; food; logistic companies; machine learning; medicines; parcel temperature forecasting; perishable goods; real-time alerts-early warning generation; real-time goods monitoring; sensitive goods logistics; supply chains; transportation; Monitoring; Predictive models; Supply chains; Temperature sensors; Time series analysis;
Conference_Titel :
Intelligent Engineering Systems (INES), 2014 18th International Conference on
Conference_Location :
Tihany
DOI :
10.1109/INES.2014.6909343