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Machine learning (ML) technologies are emerging in Mechanical Engineering, driven by the increasing availability of datasets, coupled with the exponential growth in computer performance. In fact, there has been a growing interest in evaluating the capabilities of ML algorithms to approach topics related to metal forming processes, such as: Classification, detection and prediction of forming defects; Material parameters identification; Material modelling; Process classification and selection; Process design and optimization. The purpose of this Special Issue is to disseminate state-of-the-art ML applications in metal forming processes, covering 10 papers about the abovementioned and related topics.

Technology: general issues --- History of engineering & technology --- Mining technology & engineering --- sheet metal forming --- uncertainty analysis --- metamodeling --- machine learning --- hot rolling strip --- edge defects --- intelligent recognition --- convolutional neural networks --- deep-drawing --- kriging metamodeling --- multi-objective optimization --- FE (Finite Element) AutoForm robust analysis --- defect prediction --- mechanical properties prediction --- high-dimensional data --- feature selection --- maximum information coefficient --- complex network clustering --- ring rolling --- process energy estimation --- metal forming --- thermo-mechanical FEM analysis --- artificial neural network --- aluminum alloy --- mechanical property --- UTS --- topological optimization --- artificial neural networks (ANN) --- machine learning (ML) --- press-brake bending --- air-bending --- three-point bending test --- sheet metal --- buckling instability --- oil canning --- artificial intelligence --- convolution neural network --- hot rolled strip steel --- defect classification --- generative adversarial network --- attention mechanism --- deep learning --- mechanical constitutive model --- finite element analysis --- plasticity --- parameter identification --- full-field measurements --- n/a

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Additive manufacturing (AM) is continuously improving and offering innovative alternatives to conventional manufacturing techniques. The advantages of AM (design freedom, reduction in material waste, low-cost prototyping, etc.) can be exploited in different sectors by replacing or complementing traditional manufacturing methods. For this to happen, the combination of design, materials and technology must be deeply analyzed for every specific application. Despite the continuous progress of AM, there is still a need for further investigation in terms of design and applications to boost AM's implementation in the manufacturing industry or even in other sectors where short and personalized series productions could be useful, such as the medical sector. This Special Issue gathers a variety of research articles (12 peer-reviewed papers) involving the design and application of AM, including innovative design approaches where AM is applied to improve conventional methods or currently used techniques, design and modeling methodologies for specific AM applications, design optimization and new methods for the quality control and calibration of simulation methods.

4D printing --- material extrusion --- shape changing behavior --- shape memory polymers --- print pattern --- infill density --- polylactic acid --- SLM --- defocusing --- IN 625 --- melt pool --- tensile testing --- density --- selective laser melting --- powder spreading defect --- machine vision --- classifier --- finite element thermal analysis --- model calibration --- thermographic image --- bead on plate test --- Bayesian optimization --- nickel-based superalloy --- tissue engineering --- scaffold --- material extrusion additive manufacturing --- 3D geometry modelling --- finite element analysis --- mechanical properties --- additive manufacturing --- closed impeller --- MPFL pumps --- balancing --- non-destructive testing --- triply periodic minimal surface --- 316 L stainless steel --- energy absorption --- deformation mechanism --- flexible pressure sensor --- microstructure --- 3D printing --- composite film --- stress shielding --- total hip replacement --- femoral component --- lattice --- 3d printing --- aseptic loosening --- bone remodelling --- internal structures --- biomimicry --- 15-5 PH stainless steel --- in-situ neutron diffraction --- low-cycle fatigue --- martensite transformation --- structural joints --- aging --- ABS --- PETG --- PLA --- aluminum --- polymer rheology --- thermal joining --- topological optimization --- hybrid technology --- investment casting --- n/a

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This book derives from the Special Issue of the Manufacturing Engineering Society (MES) that was launched as a Special Issue of the journal Materials. The 48 contributions, published in this book, explore the evolution of traditional manufacturing models toward the new requirements of the Manufacturing Industry 4.0 and present cutting-edge advances in the field of Manufacturing Engineering focusing on additive manufacturing and 3D printing, advances and innovations in manufacturing processes, sustainable and green manufacturing, manufacturing systems (machines, equipment and tooling), metrology and quality in manufacturing, Industry 4.0, product lifecycle management (PLM) technologies, and production planning and risks.

History of engineering & technology --- ultrasonic metal welding --- finite element analysis --- temperature distribution --- strength of the joint in tension --- heat flux --- friction --- plastic deformation --- thermocouple --- WEDM --- deep learning --- deep neural networks --- Industry 4.0 --- crash boxes --- joining by forming --- resistance spot-welding --- crashworthiness --- UNS A92024 --- WC–Co --- wear mechanism --- tribology --- adhesion --- laser --- additive manufacturing --- laser beam machining --- laser polishing --- waviness --- roughness --- Inconel 718 --- Ti6Al4V alloy --- chip geometry --- dry machining --- parametric models --- turning --- UNS A92024-T3 --- corrosion --- surface integrity --- Ra --- residual stress --- functional performance --- ultimate tensile strength --- wear --- drilling --- machining --- dry drilling --- stack --- FML --- CFRP --- UNS A97075 --- stepped shaft --- cross wedge rolling --- plastic flow kinetic theories --- variable cone angle billets --- near-net forming --- gear manufacturing --- roughness model --- multitasking machines/multiprocess machines --- NEXAFS --- soft X-rays SXR --- SXR absorption spectroscopy --- respiratory movement --- lung tumor --- radiotherapy --- arduino --- cancer treatment --- linear accelerator --- ultrasonic molding --- microchannel --- thin-wall plate --- replicability --- polystyrene --- medical devices --- FDM --- PLA --- material color --- pigmentation --- extrusion temperature --- humidity --- micro-manufacturing --- manufacturing systems --- production planning --- polylactide (PLA) --- acrylonitrile butadiene styrene (ABS) --- tensile behaviour --- layer height --- infill density --- layer orientation --- cybernetics --- system dynamics --- production management --- maintenance management --- Viable System Model --- automotive industry --- hybrid components stack --- titanium --- magnesium --- repair and maintenance operations --- roughness average (Ra) --- ANOVA --- in-process measurement --- geometric accuracy --- grinding process --- tapered roller bearings --- single --- point --- incremental --- forming --- thermoplastics --- biocompatible --- temperature --- process --- parameters --- 3D printing --- correlation coefficients --- fused deposition modeling --- non-parametric tests --- surface roughness --- LMD --- laser metal deposition --- shielding gas --- argon --- helium --- melt pool temperature --- synthetic polymer --- bioprinting --- multi-material microextrusion --- bioink --- Selective Laser Melting --- thermo fluidic --- phase change --- consolidation --- Arbitrary Lagrangean–Eulerian Method --- metallic powder --- basalt fiber reinforced plastic (BFRP) --- delamination --- edge trimming --- tool wear --- scaffold --- PCL --- RepRap --- fused filament fabrication --- three-dimensional --- cell culture --- design --- topological optimization --- cost --- stock --- spare parts --- free-form filament fabrication (FFF) --- robot-assisted polishing --- force signal --- end point detection --- WAAM --- GMAW --- cold metal transfer --- hardness --- mechanical properties --- thermal input --- microstructure --- Synchrotron X-rays --- lithography --- curved substrate --- microstructures --- computed tomography --- surface extraction --- Canny algorithm --- Deriche algorithm --- carbon fiber reinforced polymer --- hole quality characteristics --- geometrical parameters --- roughness parameters --- taper --- heat affected zone --- product lifecycle management (PLM) --- manufacturing problem solving (MPS) --- fault diagnosis --- smart factory --- process failure mode and effect analysis (PFMEA) --- case-based reasoning (CBR) --- hole making --- surface texture --- contact measurement --- optical measurement --- delphi prospection --- education --- employment --- feature-based modeling --- inspection planning --- dimensional and geometrical specification --- process specification --- collaborative and integrated product-process development --- modeling --- laser processing --- simulation --- pyrometer --- aluminum --- brain --- rapid prototyping --- atlas --- rat --- magnetic resonance imaging --- educative model --- scaffolds --- porosity --- pore size --- multiobjective optimization --- priority dispatching rules --- simulation optimization --- job shop scheduling --- flexible manufacturing systems --- service-oriented manufacturing systems --- maintenance --- aircrat engine repair and overhaul (MRO) --- incremental forming --- FEM --- force prediction --- numerical model --- semi-analytical model --- specific energy --- welding distortion --- LSND (low stress no distortion) --- htTTT --- model validation --- Compression-After-Impact testing --- Compression-After-Impact strength --- carbon fiber reinforced plastics --- flat specimen --- AA7075 --- risk assessment --- dangerous substance --- Directive 89/391/EEC --- Directive 2012/18/EU --- ISO 45001:2018 standard --- emerging risk --- major accident --- manufacturing --- occupational accident --- risk management --- manufacturing industry --- bow-tie analysis --- pallet mover accidents --- accident analysis --- safety barriers --- sheet metal forming --- flanging --- hole-flanging --- incremental sheet forming --- Single Point Incremental Forming (SPIF) --- thickness distribution --- additive manufacturing and 3D printing --- advances and innovations in manufacturing processes --- sustainable and green manufacturing --- manufacturing systems: machines --- equipment and tooling --- metrology and quality in manufacturing --- product lifecycle management (PLM) technologies --- risks

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• Reference Manager
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This book derives from the Special Issue of the Manufacturing Engineering Society (MES) that was launched as a Special Issue of the journal Materials. The 48 contributions, published in this book, explore the evolution of traditional manufacturing models toward the new requirements of the Manufacturing Industry 4.0 and present cutting-edge advances in the field of Manufacturing Engineering focusing on additive manufacturing and 3D printing, advances and innovations in manufacturing processes, sustainable and green manufacturing, manufacturing systems (machines, equipment and tooling), metrology and quality in manufacturing, Industry 4.0, product lifecycle management (PLM) technologies, and production planning and risks.

ultrasonic metal welding --- finite element analysis --- temperature distribution --- strength of the joint in tension --- heat flux --- friction --- plastic deformation --- thermocouple --- WEDM --- deep learning --- deep neural networks --- Industry 4.0 --- crash boxes --- joining by forming --- resistance spot-welding --- crashworthiness --- UNS A92024 --- WC–Co --- wear mechanism --- tribology --- adhesion --- laser --- additive manufacturing --- laser beam machining --- laser polishing --- waviness --- roughness --- Inconel 718 --- Ti6Al4V alloy --- chip geometry --- dry machining --- parametric models --- turning --- UNS A92024-T3 --- corrosion --- surface integrity --- Ra --- residual stress --- functional performance --- ultimate tensile strength --- wear --- drilling --- machining --- dry drilling --- stack --- FML --- CFRP --- UNS A97075 --- stepped shaft --- cross wedge rolling --- plastic flow kinetic theories --- variable cone angle billets --- near-net forming --- gear manufacturing --- roughness model --- multitasking machines/multiprocess machines --- NEXAFS --- soft X-rays SXR --- SXR absorption spectroscopy --- respiratory movement --- lung tumor --- radiotherapy --- arduino --- cancer treatment --- linear accelerator --- ultrasonic molding --- microchannel --- thin-wall plate --- replicability --- polystyrene --- medical devices --- FDM --- PLA --- material color --- pigmentation --- extrusion temperature --- humidity --- micro-manufacturing --- manufacturing systems --- production planning --- polylactide (PLA) --- acrylonitrile butadiene styrene (ABS) --- tensile behaviour --- layer height --- infill density --- layer orientation --- cybernetics --- system dynamics --- production management --- maintenance management --- Viable System Model --- automotive industry --- hybrid components stack --- titanium --- magnesium --- repair and maintenance operations --- roughness average (Ra) --- ANOVA --- in-process measurement --- geometric accuracy --- grinding process --- tapered roller bearings --- single --- point --- incremental --- forming --- thermoplastics --- biocompatible --- temperature --- process --- parameters --- 3D printing --- correlation coefficients --- fused deposition modeling --- non-parametric tests --- surface roughness --- LMD --- laser metal deposition --- shielding gas --- argon --- helium --- melt pool temperature --- synthetic polymer --- bioprinting --- multi-material microextrusion --- bioink --- Selective Laser Melting --- thermo fluidic --- phase change --- consolidation --- Arbitrary Lagrangean–Eulerian Method --- metallic powder --- basalt fiber reinforced plastic (BFRP) --- delamination --- edge trimming --- tool wear --- scaffold --- PCL --- RepRap --- fused filament fabrication --- three-dimensional --- cell culture --- design --- topological optimization --- cost --- stock --- spare parts --- free-form filament fabrication (FFF) --- robot-assisted polishing --- force signal --- end point detection --- WAAM --- GMAW --- cold metal transfer --- hardness --- mechanical properties --- thermal input --- microstructure --- Synchrotron X-rays --- lithography --- curved substrate --- microstructures --- computed tomography --- surface extraction --- Canny algorithm --- Deriche algorithm --- carbon fiber reinforced polymer --- hole quality characteristics --- geometrical parameters --- roughness parameters --- taper --- heat affected zone --- product lifecycle management (PLM) --- manufacturing problem solving (MPS) --- fault diagnosis --- smart factory --- process failure mode and effect analysis (PFMEA) --- case-based reasoning (CBR) --- hole making --- surface texture --- contact measurement --- optical measurement --- delphi prospection --- education --- employment --- feature-based modeling --- inspection planning --- dimensional and geometrical specification --- process specification --- collaborative and integrated product-process development --- modeling --- laser processing --- simulation --- pyrometer --- aluminum --- brain --- rapid prototyping --- atlas --- rat --- magnetic resonance imaging --- educative model --- scaffolds --- porosity --- pore size --- multiobjective optimization --- priority dispatching rules --- simulation optimization --- job shop scheduling --- flexible manufacturing systems --- service-oriented manufacturing systems --- maintenance --- aircrat engine repair and overhaul (MRO) --- incremental forming --- FEM --- force prediction --- numerical model --- semi-analytical model --- specific energy --- welding distortion --- LSND (low stress no distortion) --- htTTT --- model validation --- Compression-After-Impact testing --- Compression-After-Impact strength --- carbon fiber reinforced plastics --- flat specimen --- AA7075 --- risk assessment --- dangerous substance --- Directive 89/391/EEC --- Directive 2012/18/EU --- ISO 45001:2018 standard --- emerging risk --- major accident --- manufacturing --- occupational accident --- risk management --- manufacturing industry --- bow-tie analysis --- pallet mover accidents --- accident analysis --- safety barriers --- sheet metal forming --- flanging --- hole-flanging --- incremental sheet forming --- Single Point Incremental Forming (SPIF) --- thickness distribution --- additive manufacturing and 3D printing --- advances and innovations in manufacturing processes --- sustainable and green manufacturing --- manufacturing systems: machines --- equipment and tooling --- metrology and quality in manufacturing --- product lifecycle management (PLM) technologies --- risks

Choose an application

• Reference Manager
• EndNote
• RefWorks (Direct export to RefWorks)

This book derives from the Special Issue of the Manufacturing Engineering Society (MES) that was launched as a Special Issue of the journal Materials. The 48 contributions, published in this book, explore the evolution of traditional manufacturing models toward the new requirements of the Manufacturing Industry 4.0 and present cutting-edge advances in the field of Manufacturing Engineering focusing on additive manufacturing and 3D printing, advances and innovations in manufacturing processes, sustainable and green manufacturing, manufacturing systems (machines, equipment and tooling), metrology and quality in manufacturing, Industry 4.0, product lifecycle management (PLM) technologies, and production planning and risks.

History of engineering & technology --- ultrasonic metal welding --- finite element analysis --- temperature distribution --- strength of the joint in tension --- heat flux --- friction --- plastic deformation --- thermocouple --- WEDM --- deep learning --- deep neural networks --- Industry 4.0 --- crash boxes --- joining by forming --- resistance spot-welding --- crashworthiness --- UNS A92024 --- WC–Co --- wear mechanism --- tribology --- adhesion --- laser --- additive manufacturing --- laser beam machining --- laser polishing --- waviness --- roughness --- Inconel 718 --- Ti6Al4V alloy --- chip geometry --- dry machining --- parametric models --- turning --- UNS A92024-T3 --- corrosion --- surface integrity --- Ra --- residual stress --- functional performance --- ultimate tensile strength --- wear --- drilling --- machining --- dry drilling --- stack --- FML --- CFRP --- UNS A97075 --- stepped shaft --- cross wedge rolling --- plastic flow kinetic theories --- variable cone angle billets --- near-net forming --- gear manufacturing --- roughness model --- multitasking machines/multiprocess machines --- NEXAFS --- soft X-rays SXR --- SXR absorption spectroscopy --- respiratory movement --- lung tumor --- radiotherapy --- arduino --- cancer treatment --- linear accelerator --- ultrasonic molding --- microchannel --- thin-wall plate --- replicability --- polystyrene --- medical devices --- FDM --- PLA --- material color --- pigmentation --- extrusion temperature --- humidity --- micro-manufacturing --- manufacturing systems --- production planning --- polylactide (PLA) --- acrylonitrile butadiene styrene (ABS) --- tensile behaviour --- layer height --- infill density --- layer orientation --- cybernetics --- system dynamics --- production management --- maintenance management --- Viable System Model --- automotive industry --- hybrid components stack --- titanium --- magnesium --- repair and maintenance operations --- roughness average (Ra) --- ANOVA --- in-process measurement --- geometric accuracy --- grinding process --- tapered roller bearings --- single --- point --- incremental --- forming --- thermoplastics --- biocompatible --- temperature --- process --- parameters --- 3D printing --- correlation coefficients --- fused deposition modeling --- non-parametric tests --- surface roughness --- LMD --- laser metal deposition --- shielding gas --- argon --- helium --- melt pool temperature --- synthetic polymer --- bioprinting --- multi-material microextrusion --- bioink --- Selective Laser Melting --- thermo fluidic --- phase change --- consolidation --- Arbitrary Lagrangean–Eulerian Method --- metallic powder --- basalt fiber reinforced plastic (BFRP) --- delamination --- edge trimming --- tool wear --- scaffold --- PCL --- RepRap --- fused filament fabrication --- three-dimensional --- cell culture --- design --- topological optimization --- cost --- stock --- spare parts --- free-form filament fabrication (FFF) --- robot-assisted polishing --- force signal --- end point detection --- WAAM --- GMAW --- cold metal transfer --- hardness --- mechanical properties --- thermal input --- microstructure --- Synchrotron X-rays --- lithography --- curved substrate --- microstructures --- computed tomography --- surface extraction --- Canny algorithm --- Deriche algorithm --- carbon fiber reinforced polymer --- hole quality characteristics --- geometrical parameters --- roughness parameters --- taper --- heat affected zone --- product lifecycle management (PLM) --- manufacturing problem solving (MPS) --- fault diagnosis --- smart factory --- process failure mode and effect analysis (PFMEA) --- case-based reasoning (CBR) --- hole making --- surface texture --- contact measurement --- optical measurement --- delphi prospection --- education --- employment --- feature-based modeling --- inspection planning --- dimensional and geometrical specification --- process specification --- collaborative and integrated product-process development --- modeling --- laser processing --- simulation --- pyrometer --- aluminum --- brain --- rapid prototyping --- atlas --- rat --- magnetic resonance imaging --- educative model --- scaffolds --- porosity --- pore size --- multiobjective optimization --- priority dispatching rules --- simulation optimization --- job shop scheduling --- flexible manufacturing systems --- service-oriented manufacturing systems --- maintenance --- aircrat engine repair and overhaul (MRO) --- incremental forming --- FEM --- force prediction --- numerical model --- semi-analytical model --- specific energy --- welding distortion --- LSND (low stress no distortion) --- htTTT --- model validation --- Compression-After-Impact testing --- Compression-After-Impact strength --- carbon fiber reinforced plastics --- flat specimen --- AA7075 --- risk assessment --- dangerous substance --- Directive 89/391/EEC --- Directive 2012/18/EU --- ISO 45001:2018 standard --- emerging risk --- major accident --- manufacturing --- occupational accident --- risk management --- manufacturing industry --- bow-tie analysis --- pallet mover accidents --- accident analysis --- safety barriers --- sheet metal forming --- flanging --- hole-flanging --- incremental sheet forming --- Single Point Incremental Forming (SPIF) --- thickness distribution --- additive manufacturing and 3D printing --- advances and innovations in manufacturing processes --- sustainable and green manufacturing --- manufacturing systems: machines --- equipment and tooling --- metrology and quality in manufacturing --- product lifecycle management (PLM) technologies --- risks --- ultrasonic metal welding --- finite element analysis --- temperature distribution --- strength of the joint in tension --- heat flux --- friction --- plastic deformation --- thermocouple --- WEDM --- deep learning --- deep neural networks --- Industry 4.0 --- crash boxes --- joining by forming --- resistance spot-welding --- crashworthiness --- UNS A92024 --- WC–Co --- wear mechanism --- tribology --- adhesion --- laser --- additive manufacturing --- laser beam machining --- laser polishing --- waviness --- roughness --- Inconel 718 --- Ti6Al4V alloy --- chip geometry --- dry machining --- parametric models --- turning --- UNS A92024-T3 --- corrosion --- surface integrity --- Ra --- residual stress --- functional performance --- ultimate tensile strength --- wear --- drilling --- machining --- dry drilling --- stack --- FML --- CFRP --- UNS A97075 --- stepped shaft --- cross wedge rolling --- plastic flow kinetic theories --- variable cone angle billets --- near-net forming --- gear manufacturing --- roughness model --- multitasking machines/multiprocess machines --- NEXAFS --- soft X-rays SXR --- SXR absorption spectroscopy --- respiratory movement --- lung tumor --- radiotherapy --- arduino --- cancer treatment --- linear accelerator --- ultrasonic molding --- microchannel --- thin-wall plate --- replicability --- polystyrene --- medical devices --- FDM --- PLA --- material color --- pigmentation --- extrusion temperature --- humidity --- micro-manufacturing --- manufacturing systems --- production planning --- polylactide (PLA) --- acrylonitrile butadiene styrene (ABS) --- tensile behaviour --- layer height --- infill density --- layer orientation --- cybernetics --- system dynamics --- production management --- maintenance management --- Viable System Model --- automotive industry --- hybrid components stack --- titanium --- magnesium --- repair and maintenance operations --- roughness average (Ra) --- ANOVA --- in-process measurement --- geometric accuracy --- grinding process --- tapered roller bearings --- single --- point --- incremental --- forming --- thermoplastics --- biocompatible --- temperature --- process --- parameters --- 3D printing --- correlation coefficients --- fused deposition modeling --- non-parametric tests --- surface roughness --- LMD --- laser metal deposition --- shielding gas --- argon --- helium --- melt pool temperature --- synthetic polymer --- bioprinting --- multi-material microextrusion --- bioink --- Selective Laser Melting --- thermo fluidic --- phase change --- consolidation --- Arbitrary Lagrangean–Eulerian Method --- metallic powder --- basalt fiber reinforced plastic (BFRP) --- delamination --- edge trimming --- tool wear --- scaffold --- PCL --- RepRap --- fused filament fabrication --- three-dimensional --- cell culture --- design --- topological optimization --- cost --- stock --- spare parts --- free-form filament fabrication (FFF) --- robot-assisted polishing --- force signal --- end point detection --- WAAM --- GMAW --- cold metal transfer --- hardness --- mechanical properties --- thermal input --- microstructure --- Synchrotron X-rays --- lithography --- curved substrate --- microstructures --- computed tomography --- surface extraction --- Canny algorithm --- Deriche algorithm --- carbon fiber reinforced polymer --- hole quality characteristics --- geometrical parameters --- roughness parameters --- taper --- heat affected zone --- product lifecycle management (PLM) --- manufacturing problem solving (MPS) --- fault diagnosis --- smart factory --- process failure mode and effect analysis (PFMEA) --- case-based reasoning (CBR) --- hole making --- surface texture --- contact measurement --- optical measurement --- delphi prospection --- education --- employment --- feature-based modeling --- inspection planning --- dimensional and geometrical specification --- process specification --- collaborative and integrated product-process development --- modeling --- laser processing --- simulation --- pyrometer --- aluminum --- brain --- rapid prototyping --- atlas --- rat --- magnetic resonance imaging --- educative model --- scaffolds --- porosity --- pore size --- multiobjective optimization --- priority dispatching rules --- simulation optimization --- job shop scheduling --- flexible manufacturing systems --- service-oriented manufacturing systems --- maintenance --- aircrat engine repair and overhaul (MRO) --- incremental forming --- FEM --- force prediction --- numerical model --- semi-analytical model --- specific energy --- welding distortion --- LSND (low stress no distortion) --- htTTT --- model validation --- Compression-After-Impact testing --- Compression-After-Impact strength --- carbon fiber reinforced plastics --- flat specimen --- AA7075 --- risk assessment --- dangerous substance --- Directive 89/391/EEC --- Directive 2012/18/EU --- ISO 45001:2018 standard --- emerging risk --- major accident --- manufacturing --- occupational accident --- risk management --- manufacturing industry --- bow-tie analysis --- pallet mover accidents --- accident analysis --- safety barriers --- sheet metal forming --- flanging --- hole-flanging --- incremental sheet forming --- Single Point Incremental Forming (SPIF) --- thickness distribution --- additive manufacturing and 3D printing --- advances and innovations in manufacturing processes --- sustainable and green manufacturing --- manufacturing systems: machines --- equipment and tooling --- metrology and quality in manufacturing --- product lifecycle management (PLM) technologies --- risks