Table 2

Summary of case studies

Case study and referenceObjectivesRequirementsYearTechnologies usedMain featuresChallengesResults
Dairy manufacturing company – Scandinavia. (Mantravadi et al., 2023)Improve operational efficiency, traceabilityIoT platform, interoperability, real time monitoring2018IoT, ISA-95, RAMI 4.0, MQTT, OPC UA, Digital TwinReal time insights, predictive maintenanceComplex system integration, difficult productivity quantificationImproved stock management, resource utilization
European Pork and Beef Producer (Mantravadi et al., 2023)Enhance safety, traceability, resource managementEnd to end tracking, IT and OT system integration2018IMES, IoT, MQTT, OPC UAFull batch tracking, real time monitoringIntegration with legacy systemsNotable operational efficiency improvement
ABB – DSM Nutritional Products (ABB Products and Services Library, 2025)Real time operational management, traceabilityIntegration with ERP, virtual servers2013IMES, 800xA, cpmPlus ECSBatch tracking, stage managementComplex productivity assessmentIncreased productivity, cost reduction
ABB – Wander AG (ABB Products and Services Library, 2025)Modernize production, flexibilityERP connectivity, real time visualization2016IMES, cpmPlus ECSBatch formulation, material handling, compliance monitoringDifficult gain quantificationImproved efficiency, flexibility, productivity
Weihenstephan Brewery (Chen et al., 2018)Energy efficiency, operational transparencyMode driven IMES, energy monitoring2018RFID, ISA 95, MDE approachDynamic IMES generation, process transparencyNo fully operational IMES generator yetEnhanced process modeling clarity
Malaysian Dairy Industry (Al-Shami et al., 2021)Traceability, Halal complianceERP/WMS integration, real time tracking2021RFID, barcodes, predictive maintenance modulesInventory management, quality controlHigh investment, early stage adoptionImproved data accuracy, waste reduction
Cultivated Meat Industry (Kamalapuram and Choudhury, 2024)Flexibility, transparency, scalabilityIndustry 4.0 platforms, smart systems2024IoT, AI, ML,CC,VR, DT, RFID, Blockchain, ERPBioreactor monitoring, traceability, predictive maintenance, Smart packagingInfrastructure cost, workforce upskillingImproved operational control and product consistency
ECCBC AlgeriaStandardize production performance monitoring (OEE)IoT sensors, SAP ERP integration2024/2025IMES Evocon, IIoT sensorsOEE tracking, downtime recording, real time visualizationWi-Fi instability, sensor degradation, manual raw material trackingImproved performance visibility, traceability, data security

Source(s): Authors’ own work

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