Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-03T22:23:32.468615Z
Paper Citation Record · LEDGER
As of 10 August 2026, this Paper Citation Record lists 41 of 41 outbound references and 1 inbound Pith citation observation for arXiv:2511.10852.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-03T22:23:32.468615Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-01T15:53:53.365643Z
A source-named dated measurement, never combined with another source.
Source: cited_works
41 of 41 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 32c69584-9113-421b-96e3-2127291070c5 · outbound
Adaptive Digital Twin of Sheet Metal Forming via Proper Orthogonal Decomposition-Based Koopman Operator with Model Predictive Control An optimization-centric review on integrating artificial intelligence and digital twin technologies in manufacturing
Reference 1
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Observation 5fd3f6ac-26a3-4a00-8b1b-99005a70baaa · outbound
Adaptive Digital Twin of Sheet Metal Forming via Proper Orthogonal Decomposition-Based Koopman Operator with Model Predictive Control A probabilistic graphical model foundation for enabling predictive digital twins at scale
Reference 2
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Observation 0094bdd0-6b2d-4941-a062-bf84531e52fa · outbound
Adaptive Digital Twin of Sheet Metal Forming via Proper Orthogonal Decomposition-Based Koopman Operator with Model Predictive Control Energy digital twin technology for industrial energy management: Classification, challenges and future
Reference 3
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Observation f809e564-caa8-4626-971c-425d7831d03c · outbound
Adaptive Digital Twin of Sheet Metal Forming via Proper Orthogonal Decomposition-Based Koopman Operator with Model Predictive Control Leveragingaiforenergy-efficientmanufacturing systems: Review and future prospectives
Reference 4
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Observation e9a6b5fe-d11f-4956-ac88-f4951d15690a · outbound
Adaptive Digital Twin of Sheet Metal Forming via Proper Orthogonal Decomposition-Based Koopman Operator with Model Predictive Control Towards a digital twin framework in additive manufacturing: Machine learning and bayesian optimization for time series process optimization
Reference 5
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Observation 9e21fa75-7924-42b1-bdf8-8cf367b83f36 · outbound
Adaptive Digital Twin of Sheet Metal Forming via Proper Orthogonal Decomposition-Based Koopman Operator with Model Predictive Control Real-time decision-making for digital twin in additive manufacturing with model predictive control using time-series deep neural networks
Reference 6
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Observation a09d8916-75d2-4f96-9d1c-3e8e79441342 · outbound
Adaptive Digital Twin of Sheet Metal Forming via Proper Orthogonal Decomposition-Based Koopman Operator with Model Predictive Control Uncertainty-awaredigitaltwins: Robustmodelpredictive control using time-series deep quantile learning
Reference 7
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Observation 8180d413-d4c9-4867-8f79-183356bb6a86 · outbound
Adaptive Digital Twin of Sheet Metal Forming via Proper Orthogonal Decomposition-Based Koopman Operator with Model Predictive Control Digitaltwin-enabledmulti-generationcontrolco-design with deep reinforcement learning
Reference 8
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Observation ed032333-ced7-49f4-aabf-d22aa5348633 · outbound
Adaptive Digital Twin of Sheet Metal Forming via Proper Orthogonal Decomposition-Based Koopman Operator with Model Predictive Control Machine learning-assistedin-situadaptivestrategiesforthecontrolofdefectsandanomaliesinmetaladditivemanufacturing
Reference 9
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Observation d1c44c52-5cc6-4e92-9f41-30b648786de5 · outbound
Adaptive Digital Twin of Sheet Metal Forming via Proper Orthogonal Decomposition-Based Koopman Operator with Model Predictive Control An attention-based spatio-temporal neural operator for evolving physics
Reference 10
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Observation 5fd1b873-86ac-42d3-a281-81cdd6e5cc57 · outbound
Adaptive Digital Twin of Sheet Metal Forming via Proper Orthogonal Decomposition-Based Koopman Operator with Model Predictive Control Sheet metal market size, share & growth report, 2035.https://www
Reference 11
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Observation 6bcdefd8-3e54-43f9-9f18-bf55c09591d4 · outbound
Adaptive Digital Twin of Sheet Metal Forming via Proper Orthogonal Decomposition-Based Koopman Operator with Model Predictive Control From art to part: Learning from the traditional smith in developing flexible sheet metal forming processes
Reference 12
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Observation 8bf957c3-f893-4f16-8ae6-5ad680bb7d7e · outbound
Adaptive Digital Twin of Sheet Metal Forming via Proper Orthogonal Decomposition-Based Koopman Operator with Model Predictive Control Flexibility in metal forming
Reference 13
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Observation 87a895c7-55ab-4711-80d7-73ab4bb14da6 · outbound
Adaptive Digital Twin of Sheet Metal Forming via Proper Orthogonal Decomposition-Based Koopman Operator with Model Predictive Control A forging technology first: Integrating industry 4.0 into an autonomous cnc forging machine
Reference 14
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Observation eda13e60-450e-46fa-b90c-c2ddb9958a0c · outbound
Adaptive Digital Twin of Sheet Metal Forming via Proper Orthogonal Decomposition-Based Koopman Operator with Model Predictive Control On the feasability of an integrated english wheel system
Reference 15
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Observation b1fcaada-4737-4a5e-af9a-94d091d3b769 · outbound
Adaptive Digital Twin of Sheet Metal Forming via Proper Orthogonal Decomposition-Based Koopman Operator with Model Predictive Control In-process part tracking and shape measurement using vision-based motion capture for automated english wheeling
Reference 16
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Observation 75a42b21-eed2-46a5-bf1a-b8304bef79b2 · outbound
Adaptive Digital Twin of Sheet Metal Forming via Proper Orthogonal Decomposition-Based Koopman Operator with Model Predictive Control Closed-loop control of product properties in metal forming
Reference 17
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Observation dadc6aa0-908a-42fc-9df1-18c6d5359574 · outbound
Adaptive Digital Twin of Sheet Metal Forming via Proper Orthogonal Decomposition-Based Koopman Operator with Model Predictive Control Reinforcement learning in free-form stamping of sheet-metals
Reference 18
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Observation 747eed02-4dda-4b98-a3f2-4a6c24428e13 · outbound
Adaptive Digital Twin of Sheet Metal Forming via Proper Orthogonal Decomposition-Based Koopman Operator with Model Predictive Control Areviewofcharacterization and modelling approaches for sheet metal forming of lightweight metallic materials
Reference 19
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Observation 8a8c3034-1fda-4e6e-9a3c-13abe556f5a8 · outbound
Adaptive Digital Twin of Sheet Metal Forming via Proper Orthogonal Decomposition-Based Koopman Operator with Model Predictive Control Model predictive control of incre- mental sheet forming for geometric accuracy improvement
Reference 20
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Observation d74373a2-2551-44f3-8e56-37e85939362a · outbound
Adaptive Digital Twin of Sheet Metal Forming via Proper Orthogonal Decomposition-Based Koopman Operator with Model Predictive Control Learning-based model predictive control for two-point incremental sheet forming
Reference 21
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Observation ea95b23f-ac23-46e2-8195-2ec1ca4985ca · outbound
Adaptive Digital Twin of Sheet Metal Forming via Proper Orthogonal Decomposition-Based Koopman Operator with Model Predictive Control Switched model predictive path control of incremental sheet forming for parts with varying wall angles
Reference 22
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Observation cb0a67de-ce9c-4a87-9d8f-70c52b70c7ee · outbound
Adaptive Digital Twin of Sheet Metal Forming via Proper Orthogonal Decomposition-Based Koopman Operator with Model Predictive Control Koopmaninvariantsubspacesandfinitelinear representations of nonlinear dynamical systems for control
Reference 23
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Observation bd802bd4-70c7-4361-8be3-acf30fd1781e · outbound
Adaptive Digital Twin of Sheet Metal Forming via Proper Orthogonal Decomposition-Based Koopman Operator with Model Predictive Control Notesonkoopmanoperatortheory
Reference 24
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Observation cd7d42fa-a620-46a8-91ac-f5ffddea55a7 · outbound
Adaptive Digital Twin of Sheet Metal Forming via Proper Orthogonal Decomposition-Based Koopman Operator with Model Predictive Control Active learning of dynamics for data-driven control using koopman operators
Reference 25
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Observation ed24bf71-8df2-4468-af38-cba9ae99de68 · outbound
Adaptive Digital Twin of Sheet Metal Forming via Proper Orthogonal Decomposition-Based Koopman Operator with Model Predictive Control Data-drivencontrolofsoftrobotsusing koopman operator theory
Reference 26
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Observation e08969f3-19ef-4cbf-bc55-7c46b9dde06b · outbound
Adaptive Digital Twin of Sheet Metal Forming via Proper Orthogonal Decomposition-Based Koopman Operator with Model Predictive Control Retrofit: Real-time control of time-dependent 3d point cloud profiles
Reference 27
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Observation 21babf10-5f96-4e28-8421-8b42b2734b08 · outbound
Adaptive Digital Twin of Sheet Metal Forming via Proper Orthogonal Decomposition-Based Koopman Operator with Model Predictive Control Efficient approximation of the koopman operator for large-scale nonlinear systems
Reference 28
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Observation f7be239c-1ebe-407f-8e67-05e754be9a49 · outbound
Adaptive Digital Twin of Sheet Metal Forming via Proper Orthogonal Decomposition-Based Koopman Operator with Model Predictive Control Analysisoftime-resolvedpivmeasurementsofaconfinedturbulent jet using pod and koopman modes
Reference 29
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Observation 3a248f95-456a-472d-905b-3f3fa48eabf1 · outbound
Adaptive Digital Twin of Sheet Metal Forming via Proper Orthogonal Decomposition-Based Koopman Operator with Model Predictive Control Unresolved cited work
Reference 30
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Observation fd7ddc17-c2cb-48ab-99a8-35079539db0f · outbound
Adaptive Digital Twin of Sheet Metal Forming via Proper Orthogonal Decomposition-Based Koopman Operator with Model Predictive Control Extended dynamic mode decompositionwithlearnedkoopmaneigenfunctionsforpredictionandcontrol
Reference 31
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Observation f13c3614-37f5-4b5f-9b5b-8f5083cfc6e3 · outbound
Adaptive Digital Twin of Sheet Metal Forming via Proper Orthogonal Decomposition-Based Koopman Operator with Model Predictive Control Deep learning for universal linear embeddings of nonlinear dynamics
Reference 32
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Observation a1cd74e2-4cb1-49d5-9d74-519d41b7b83e · outbound
Adaptive Digital Twin of Sheet Metal Forming via Proper Orthogonal Decomposition-Based Koopman Operator with Model Predictive Control Robust control co-design using tube-based model predictive control
Reference 33
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Observation e43517cf-7653-4c98-a01b-a5457f1f4242 · outbound
Adaptive Digital Twin of Sheet Metal Forming via Proper Orthogonal Decomposition-Based Koopman Operator with Model Predictive Control Reduced-orderadaptivecontrollersforfluidflowsusingpod
Reference 34
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Observation 9baf8953-b8d6-4812-becb-8a39c047ab24 · outbound
Adaptive Digital Twin of Sheet Metal Forming via Proper Orthogonal Decomposition-Based Koopman Operator with Model Predictive Control Unknown parameter excitation and estimation for complex systems with dynamic performances
Reference 35
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Observation d8eb604d-1153-4da3-b5e6-99207d4f47aa · outbound
Adaptive Digital Twin of Sheet Metal Forming via Proper Orthogonal Decomposition-Based Koopman Operator with Model Predictive Control C., and Handscomb, D
Reference 36
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Observation 263dae62-d24a-4847-9c9d-0bec665bf036 · outbound
Adaptive Digital Twin of Sheet Metal Forming via Proper Orthogonal Decomposition-Based Koopman Operator with Model Predictive Control Inception-v4,inception-resnetandtheimpactofresidual connections on learning
Reference 37
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Observation 47212637-0fbf-4828-80bb-713ca0a8703b · outbound
Adaptive Digital Twin of Sheet Metal Forming via Proper Orthogonal Decomposition-Based Koopman Operator with Model Predictive Control OSQP: an operator splitting solver for quadratic programs
Reference 38
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Observation f1d036c7-fab2-41b1-b349-fc3c2a989180 · outbound
Adaptive Digital Twin of Sheet Metal Forming via Proper Orthogonal Decomposition-Based Koopman Operator with Model Predictive Control Koopman operator-based model predictive control with recursive online update
Reference 39
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Observation 9a046abb-f290-4aea-bede-7e5f04c6861c · outbound
Adaptive Digital Twin of Sheet Metal Forming via Proper Orthogonal Decomposition-Based Koopman Operator with Model Predictive Control Local koopman operators for data-driven control of robotic systems
Reference 40
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Observation eea1d9f6-18f1-45ba-a90e-81cdaa03913f · outbound
Adaptive Digital Twin of Sheet Metal Forming via Proper Orthogonal Decomposition-Based Koopman Operator with Model Predictive Control Model Predictive Control of Nonlinear Dynamics Using Online Adaptive Koopman Operators
Reference 41
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Observation cd554f5b-2c54-41ef-805f-f903ab70afdd · inbound
A Continual Validation, Updating, and Decision-Making Framework for Self-Adaptive Digital Twins via Robust Model Predictive Control: A Case Study in Additive Manufacturing Adaptive Digital Twin of Sheet Metal Forming via Proper Orthogonal Decomposition-Based Koopman Operator with Model Predictive Control
Reference 12
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