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Featured Projects

Mentos

Serviços de Mentoria Especializadas em IA

2026-2026

LAYDES

Desenho e avaliação de novo layout fabril

2026-2026

DTatABRASA

Análise de Maturidade Digital INDASA

2026-2026

DIGIVERDE50

2026-2028

STEP2DIGITAL

Transformação Digital do Cluster do Calçado, Componentes & Artigos de Pele

2026-2028

NSECOSISTEMASI

Análise do Ecosistema de Informação e Maturidade Digital

2026-2026

HumanAI4PM

HumanAI4PM — Gestão da Produção suportada por Inteligência Artificial Centrada nas Pessoas

2026-2028

SIMBLO4WWTP

Multi-Symbiotic InterOperable Model for AI-optimized sustainable Wastewater Treatment Plant

2026-2028

NDTECH20BH

Bolsa de horas para apoio técnico na transferência de tecnologia do software de gestão da linha NDTech

2026-2026

AIOTacitR

Otimização Impulsionada por IA para Entrega de Última Milha Sustentável

2025-2028

LOGin

Rethinking last-mile logistics: customizing integrated delivery strategies for a sustainable e-commerce

2025-2028

S2GAIIA

Specialized and Sustainable Generative AI for Industry Applications

2025-2028

QuantumCLP

Quantum computing optimization for container loading problems: a new frontier in logistics optimization

2025-2027

CIDERWISE

Inovação, gestão e sustentabilidade na fileira da maçã desperdiçada – Valorização de produtos relacionados e subprodutos

2025-2028

DTVIA

Análise de Maturidade Digital

2025-2026

DFence

Cercas Virtuais Dinâmicas - Controlo e monitorização remota de pastorício em regime livre através de sistema de orientação de animais não intrusivo

2025-2028

NDTECHv2BH

Bolsa de horas para apoio técnico na transferência de tecnologia do software de gestão da linha NDTech

2025-2026

AllAboard

AllAboard - Acessibilidade inclusiva em interfaces de transportes

2025-2028

IGNIT

Melhorar a investigação das causas das ignições de incêndios rurais para informar soluções de gestão eficazes

2025-2028

BIOFAB

BIOProducts FABrication Support - BIOFAB+ - Support the R&D technical proposal writing - Holland BioProducts’ New Factory in Portugal

2025-2026

ARQUITETURA_ITOT

Avaliação de Maturidade e Roadmap Estratégico para a Implementação de Gestão OT

2025-2026

GrapeUP

Grapes By-ProdUcts High-Value UPcycling

2025-2028

SYSTEMEU

Fostering Systemic Innovation and Digital transformation across European innovation ecosystems

2025-2029

WOOSU

Waste Water Treatment Optimal Operation and Symbiotic Upgrade

2025-2028

DT_NFSM_RPN

Reengenharia de Processos de Negócio e Deseho de Roadmap

2025-2026

InnoMatSyn

Innovative Materials Ecosystem to Gain Synergies of regional, national and EU Initiatives

2025-2028

DTACSMESCRM

Apoio técnico para diagnóstico e definição de ações corretivas ao nível da integração MES/Automação

2025-2026

PFFSCHED

Solução de escalonamento da produção para a fábrica Pigment – Prova de conceito

2025-2026

ChurnManagement

Framework de controlo e gestão de churn com tomada de decisão dinâmica

2025-2027

WScheduleAI

Planeamento estático e dinâmico da força de trabalho utilizando técnicas avançadas de otimização e inteligência artificial

2025-2026

DTACCMES24

Apoio técnico para diagnóstico e definição de ações corretivas ao nível da integração MES/Automação

2024-2026

SustainableTestBed

Plataforma Rastreabilidade Produto para infraestrutura TestBed de sustentabilidade

2024-2026

PROG_EconCircSust

Programa de Formação Avançada Economia Circular e Sustentabilidade - 4a edição

2024-2024

AI_EFFECT

Artificial Intelligence Experimentation Facility For the Energy seCTor

2024-2027

RECreation

RECreation: platform for the management of energy communities

2024-2027

DECODIT

Digitally empowering citizens to deliver the twin transition

2024-2027

TestBed5G_1

Primeiros Pilotos TestBed 5G

2024-2026

RISESME

Resilient industry supply chain enhancement fo SMEs

2024-2026

RENEE

FLEXIBLE REMANUFACTURING USING AI AND ADVANCED ROBOTICS FOR CIRCULAR VALUE CHAINS IN EU INDUSTRY

2024-2027

BeamAutoLogSim

Evaluation of automated logistic scenarios for a structural steel production line using Simulation

2023-2026

PEER

THE HYPER EXPERT COLLABORATIVE AI ASSISTANT

2023-2027

INNOAQUA

Innovative Approaches for an Integrated Use of Algae in Sustainable Aquaculture Practices and High-Value Food Applications

2023-2027

TacitRouting

Tacit knowledge in route planning

2023-2025

eduBEST

Education Systems Benchmarking with Frontier Techniques

2023-2026

Blue_Bioeconomy

BLUE BIOECONOMY INNOVATION PACT

2023-2026

BLOCKCHAINPT

BLOCKCHAIN.PT - AGENDA “DESCENTRALIZAR PORTUGAL COM BLOCKCHAIN”

2023-2026

InsectERA

A ERA da indústria dos insetos

2023-2026

SMARTgNOSTICS

Global Testing & Diagnostics Solutions for antimicrobial resistances

2023-2026

tExtended

Knowledge Based Framework for Extended Textile Circulation

2022-2026

AgendaTransform

Agenda para a transformação digital do setor florestal para uma economia resiliente e hipocarbónica

2022-2026

GIATEX

Gestão Inteligente da Água na ITV

2022-2026

ATTRACT_DIH

Digital Innovation Hub for Artificial Intelligence and High-Performance Computing

2022-2026

PRODUTECH_DIH

PRODUTECH DIGITAL INNOVATION HUB

2022-2026

NEXUS

Innovation Pact - Digital and Green Transition

2022-2026

Produtech_R3

Agenda Mobilizadora da Fileira das Tecnologias de Produção para a Reindustrialização

2022-2026

Drivolution

Agenda Drivolution

2022-2026

BioShoes4All

Projeto Integrado BioShoes4All

2022-2026

BE@T

Bioeconomia para Fileira Têxtil e Vestuário

2022-2026

TEXPACT

Innovation Pact for the Digitalization of Textiles and Clothing

2022-2026

FAIST

Fábrica Ágil Inteligente Sustentável e Tecnológica

2022-2026

Hi_reV

Recuperação do Setor de Componentes Automóveis

2022-2026

MAGPIE

sMArt Green Ports as Integrated Efficient multimodal hubs

2021-2026

EUSCORES

EUropean - Scalable and Complementary Offshore Renewable Energy Sources

2021-2027

PE21007ADS

Pronic Manutenção evolutiva Parque Escolar

2021-2026

FFNewHQ

Farfetch New Headquarters Project Consultancy

2021-2026

MESPARTNERSHIP

Licensing and consultancy in Planning and Scheduling

2020-2026

APSPARTNERSHIP

Licensing and consultancy in Planning and Scheduling

2020-2026

iiLab

Ampliação da Infraestrutura Tecnológica do INESC TEC para a Transformação Digital da Indústria

2020-2023

POCITYF

A POsitive Energy CITY Transformation Framework

2019-2026

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Publications

SYSTEM Publications

View all Publications

2026

Socio-Technical AI Maturity in Supply Chains: Insights from the Pulp and Paper Sector

Authors
Freitas, F; Zimmermann, R; Freires, G; Couto, F; Fontes, C; Soares, AL; Dalmarco, G; Rhodes, D; Gomes, J;

Publication
HYBRID HUMAN-AI COLLABORATIVE NETWORKS, PRO-VE 2025, PT I

Abstract
The integration of AI in supply chains offers opportunities to enhance efficiency, sustainability, and decision-making. However, effective implementation requires attention to both technical and socio-technical aspects. This study examines AI maturity in the pulp and paper sector using the SC-STAI profiling tool, assessing AI integration across technical, social, human, and organizational domains. Based on nine case studies from Brazil and Portugal, the research identifies key areas for improvement and highlights uneven AI adoption. Findings show that performance and resilience are most impacted, while job role adoption remains the lowest. The study emphasizes the importance of Socio-Technical AI Maturity Models in guiding responsible AI adoption and improving socio-technical alignment in supply chains, contributing to a better understanding of AI readiness in traditional industries and demonstrating the SC-STAI tool's applicability for strategic AI planning.

2026

Generative AI as a Catalyst for Collaborative Knowledge Management: Impacts Across Individual, Intra, and Inter-organizational Levels

Authors
Silva, RR; Silva, HD; Soares, AL;

Publication
HYBRID HUMAN-AI COLLABORATIVE NETWORKS, PRO-VE 2025, PT II

Abstract
As organizations navigate through complex and collaborative digital environments, Generative AI (GenAI) emerges as a transformative force for Knowledge Management (KM) processes. This paper highlights how GenAI technologies impact collaborative KM processes across individual, intraorganizational, and inter-organizational levels within the evolving paradigm of Industry 5.0 (i5.0). Through a literature review, the study explores how GenAI augments human cognition, enhances knowledge creation and sharing, and fosters organizational adaptability and innovation. The findings highlight GenAI's potential as cognitive partner, streamlining information flows, and improving decision-making across collaborative networks. However, challenges such as over-reliance, ethical risks, and the decline of critical human skills are also discussed. Furthermore, the paper identifies the evolution and gaps in current literature on Collaborative Networks (CNs) regarding the integration of AI technologies. It contributes to the ongoing discussion towards a socio-technical transformation while also providing an overview for rethinking collaboration and social strategies in the GenAI era.

2026

A Human-Centric Agent Architecture for Hybrid Industrial Collaboration in Industry 5.0

Authors
Sousa, J; Oliveira, F; Carneiro, D; Soares, A; Silva, B;

Publication
HYBRID HUMAN-AI COLLABORATIVE NETWORKS, PRO-VE 2025, PT II

Abstract
The integration of AI into organizational settings leads to a growing need for hybrid human-AI collaborative approaches, necessary due to the increasing autonomy, impact and responsibility AI-based solutions have. Moreover, to ensure a sustainable integration into existing processes, such approaches must be context-aware, transparent, and human-centric. In line with the Industry 5.0 paradigm, this paper presents a novel Multi-Agent System architecture that enables meaningful collaboration between human and artificial agents through a socio-technical design approach. The proposed architecture is grounded in a structured, real-time context stream derived from organizational data sources, which semantically describe human actors, processes, and industrial resources. Central to this system is a set of four core LLM-based agents, each responsible for orchestrating hybrid human-AI tasks along distinct dimensions of timing, role selection, resource allocation, and execution sequencing. To assess the feasibility and effectiveness of the architecture, we report on an early-stage validation conducted within a representative industrial use case in the automotive sector, focused on information retrieval. In this use case, the architecture was tasked with answering a set of representative, domain-specific questions by dynamically interacting with distributed industrial databases. Results demonstrate the architecture's ability to coordinate relevant human and artificial agents, retrieve semantically-relevant data, and present explainable outputs, showcasing its potential for supporting decision-making processes in hybrid collaborative networks.

2026

Collaborating with Algorithms: AI for Collaborative Supply Chain Management

Authors
Couto, F; Malta, MC; Soares, AL;

Publication
HYBRID HUMAN-AI COLLABORATIVE NETWORKS, PRO-VE 2025, PT I

Abstract
Artificial Intelligence (AI) integration in supply chain systems is growing, and with it grows its potential impact on inter-organisational collaborative networks. We review existing literature on how different AI archetypes (Reflexive, Anticipatory, Supervisory, Prescriptive) could support Collaborative Supply Chain Management (CSCM) activities, and how they impact information sharing, collaborative decision-making, and trust among supply chain partners at different integration levels. Adopting a sociotechnical perspective, we synthesise existing literature and map the archetypes along four levels of AI integration, varying in scope and decision autonomy. The results are conceptual frameworks demonstrating how AI impacts collaboration dynamics as it evolves from a decision-support tool to an autonomous coordination agent. Findings show differentiated effects along archetypes and integration levels, with implications for CSCM governance, transparency, and resilience. We contribute to the discussion on human-AI collaboration in CSCM and offer a baseline for research on the human-centric values of Industry 5.0.

2026

Hybrid Human-AI Collaborative Networks

Authors
Camarinha-Matos, LM; Ortiz, A; Boucher, X; Lucas Soares, A;

Publication
IFIP Advances in Information and Communication Technology

Abstract