Digital twins are coming: Will we need them in supply chains of fresh horticultural produce?

被引:106
作者
Defraeye, Thijs [1 ]
Shrivastava, Chandrima [1 ,2 ]
Berry, Tarl [3 ]
Verboven, Pieter [4 ]
Onwude, Daniel [1 ]
Schudel, Seraina [1 ,5 ]
Buehlmann, Andreas [5 ]
Cronje, Paul [3 ]
Rossi, Rene M. [1 ]
机构
[1] Empa, Swiss Fed Labs Mat Sci & Technol, Lab Biomimet Membranes & Text, Lerchenfeldstr 5, CH-9014 St Gallen, Switzerland
[2] Univ Bern, Grad Sch Cellular & Biomed Sci, Mittelstr 43, CH-3012 Bern, Switzerland
[3] Stellenbosch Univ, Dept Hort Sci, Citrus Res Int, ZA-7602 Stellenbosch, South Africa
[4] Katholieke Univ Leuven, Dept Biosyst, MeBioS Postharvest Grp, Willem de Croylaan 42, B-3001 Heverlee, Belgium
[5] Agroscope, Plants & Plant Prod Div, Muller Thurgau Str 29, CH-8820 Wadenswil, Switzerland
基金
瑞士国家科学基金会;
关键词
Postharvest; Physics-based; Virtual; Modeling; Simulation; Cyber-physical; CONTROLLED-ATMOSPHERE STORAGE; REFRIGERATED SEA CONTAINER; COLD CHAIN; FOOD QUALITY; CITRUS-FRUIT; BIG DATA; PERFORMANCE EVALUATION; DATA ANALYTICS; DESIGN; SYSTEM;
D O I
10.1016/j.tifs.2021.01.025
中图分类号
TS2 [食品工业];
学科分类号
0832 ;
摘要
Background: Digital twins have advanced fast in various industries, but are just emerging in postharvest supply chains. A digital twin is a virtual representation of a certain product, such as fresh horticultural produce. This twin is linked to the real-world product by sensors supplying data of the environmental conditions near the target fruit or vegetable. Statistical and data-driven twins quantify how quality loss of fresh horticultural produce occurs by grasping patterns in the data. Physics-based twins provide an augmented insight into the underlying physical, biochemical, microbiological and physiological processes, enabling to explain also why this quality loss occurs. Scope and approach: We identify what the key advantages are of digital twins and how the supply chain of fresh horticultural produce can benefit from them in the future. Key findings and conclusions: A digital twin has a huge potential to help horticultural produce to tell its history as it drifts along throughout its postharvest life. The reason is that each shipment is subject to a unique and unpredictable set of temperature and gas atmosphere conditions from farm to consumer. Digital twins help to identify the resulting, largely uncharted, postharvest evolution of food quality. The benefit of digital twins particularly comes forward for perishable species and at low airflow rates. Digital twins provide actionable data for exporters, retailers, and consumers, such as the remaining shelf life for each shipment, on which logistics decisions and marketing strategies can be based. The twins also help diagnose and predict potential problems in supply chains that will reduce food quality and induce food loss. Twins can even suggest preventive shipmenttailored measures to reduce retail and household food losses.
引用
收藏
页码:245 / 258
页数:14
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