Farshid Mossaiby
Current Organizations / Institutes
The organizations/institutes from the scholar's latest article
Previous Organizations / Institutes
The organizations / institutes from the scholar's other articles in the past ten years
Research Subjects
Farshid Mossaiby has a total of 41 co-authors. Here are the top co-authors by number of shared publications:
- Arman Shojaei
Institute of Material Systems Modeling, Helmholtz-Zentrum Hereon, Geesthacht, Germany
10 shared publications - Hamed Haftbaradaran
Department of Civil Engineering, University of Isfahan, Isfahan, Iran
5 shared publications Arman Shojaei
Institute of Material Systems Modeling, Helmholtz-Zentrum Hereon, Geesthacht, Germany
4 shared publications- Bijan Boroomand
Department of Civil Engineering, Isfahan University of Technology, Isfahan, Iran
4 shared publications - Mirco Zaccariotto
Department of Industrial Engineering, University of Padova, Padova, Italy
4 shared publications - Riccardo Rossi
Universitat Politecnica de Catalunya
3 shared publications
Latest Publications
- Open Access
- 20 September 2026
- Published by Elsevier in SSRN Electronic Journal
Reads over Atom Spaces: A Mathematical View of Context, Retrieval, and Parameter Routing in Language Models
Attention, external retrieval, and parameter-expert routing all compute query-conditioned weighted reads. We provide a common analytical lens based on valued atom spaces $(\Om,\mathcal F,\nu,v)$ and the read operator $R(x;\Om)=\int_\Om v(\omega)\,d\mu_x(\omega)$, which reduces to a softmax-weighted value combination under a counting measure. First, we derive a Lipschitz-margin sufficient condition for an inserted record to enter top-$k$ retrieval. On 384-dimensional semantic embeddings, the condition is vacuous even when insertion succeeds. Second, we derive exact softmax-tail certificates and an error-budgeted truncation rule. On synthetic corpora with $N=25{,}000$, the certificate selects 52--86\% of atoms, confirming that it certifies approximation error but is not a sublinear retrieval method. Third, signed reference measures permit exact cancellation of a matched external record by an anti-atom; a 3,000-trial stress test shows that this cancellation is highly sensitive to key perturbations. On CounterFact-500, held-out ROC calibration of a frozen-MiniLM activation threshold ($\theta^*=0.55$; test AUC $0.829$) increases paraphrase activation from 38.2\% to 53.2\%, while neighborhood false activation rises from 9.6\% to 16.1\%. Matched-scale GPT-2 experiments place this gated retrieval beside a rank-one parametric reference and GRACE, revealing a generalization--locality trade-off associated with their key spaces. Controlled routing and first-token steering experiments are reported as diagnostics, with their limitations stated explicitly. We do not propose a new editing method or claim superiority; rather, we offer a shared vocabulary and empirical calibrations of what retrieval, metric, and tail arguments can certify.- 20 September 2026
- Published by Elsevier in SSRN Electronic Journal
Open AccessReads over Atom Spaces: A Mathematical View of Context, Retrieval, and Parameter Routing in Language Models
Attention, external retrieval, and parameter-expert routing all compute query-conditioned weighted reads. We provide a common analytical lens based on valued atom spaces $(\Om,\mathcal F,\nu,v)$ and the read operator $R(x;\Om)=\int_\Om v(\omega)\,d\mu_x(\omega)$, which reduces to a softmax-weighted value combination under a counting measure. First, we derive a Lipschitz-margin sufficient condition for an inserted record to enter top-$k$ retrieval. On 384-dimensional semantic embeddings, the condition is vacuous even when insertion succeeds. Second, we derive exact softmax-tail certificates and an error-budgeted truncation rule. On synthetic corpora with $N=25{,}000$, the certificate selects 52--86\% of atoms, confirming that it certifies approximation error but is not a sublinear retrieval method. Third, signed reference measures permit exact cancellation of a matched external record by an anti-atom; a 3,000-trial stress test shows that this cancellation is highly sensitive to key perturbations. On CounterFact-500, held-out ROC calibration of a frozen-MiniLM activation threshold ($\theta^*=0.55$; test AUC $0.829$) increases paraphrase activation from 38.2\% to 53.2\%, while neighborhood false activation rises from 9.6\% to 16.1\%. Matched-scale GPT-2 experiments place this gated retrieval beside a rank-one parametric reference and GRACE, revealing a generalization--locality trade-off associated with their key spaces. Controlled routing and first-token steering experiments are reported as diagnostics, with their limitations stated explicitly. We do not propose a new editing method or claim superiority; rather, we offer a shared vocabulary and empirical calibrations of what retrieval, metric, and tail arguments can certify. - 3 November 2025
- Published by Springer Nature in Journal of Peridynamics and Nonlocal Modeling
- Vol. 7 (4) , 1-23
Hybrid Meshfree Discretization of Peridynamics: CPU–GPU Performance Comparison
- 3 November 2025
- Published by Springer Nature in Journal of Peridynamics and Nonlocal Modeling
- Vol. 7 (4) , 1-23
Hybrid Meshfree Discretization of Peridynamics: CPU–GPU Performance Comparison
- 23 July 2025
- Published by Springer Nature in Computational Mechanics
- Vol. 76 (6) , 1659-1687
On efficient numerical integration for peridynamic modeling
- 23 July 2025
- Published by Springer Nature in Computational Mechanics
- Vol. 76 (6) , 1659-1687
On efficient numerical integration for peridynamic modeling
- Open Access
- 8 March 2025
- Published by Elsevier in Computer Methods in Applied Mechanics and Engineering
- Vol. 439
On efficient simulation of self-assembling diblock copolymers using a peridynamic-enhanced Fourier spectral method
- 8 March 2025
- Published by Elsevier in Computer Methods in Applied Mechanics and Engineering
- Vol. 439
Open AccessOn efficient simulation of self-assembling diblock copolymers using a peridynamic-enhanced Fourier spectral method
- Open Access
- 9 June 2023
- Published by Springer Nature in International Journal of Fracture
- Vol. 244 (1-2) , 1-24
Multi-adaptive spatial discretization of bond-based peridynamics
Peridynamic (PD) models are commonly implemented by exploiting a particle-based method referred to as standard scheme. Compared to numerical methods based on classical theories (e.g., the finite element method), PD models using the meshfree standard scheme are typically computationally more expensive mainly for two reasons. First, the nonlocal nature of PD requires advanced quadrature schemes. Second, non-uniform discretizations of the standard scheme are inaccurate and thus typically avoided. Hence, very fine uniform discretizations are applied in the whole domain even in cases where a fine resolution is per se required only in a small part of it (e.g., close to discontinuities and interfaces). In the present study, a new framework is devised to enhance the computational performance of PD models substantially. It applies the standard scheme only to localized regions where discontinuities and interfaces emerge, and a less demanding quadrature scheme to the rest of the domain. Moreover, it uses a multi-grid approach with a fine grid spacing only in critical regions. Because these regions are identified dynamically over time, our framework is referred to as multi-adaptive. The performance of the proposed approach is examined by means of two real-world problems, the Kalthoff–Winkler experiment and the bio-degradation of a magnesium-based bone implant screw. It is demonstrated that our novel framework can vastly reduce the computational cost (for given accuracy requirements) compared to a simple application of the standard scheme.
- 9 June 2023
- Published by Springer Nature in International Journal of Fracture
- Vol. 244 (1-2) , 1-24
Open AccessMulti-adaptive spatial discretization of bond-based peridynamics
Peridynamic (PD) models are commonly implemented by exploiting a particle-based method referred to as standard scheme. Compared to numerical methods based on classical theories (e.g., the finite element method), PD models using the meshfree standard scheme are typically computationally more expensive mainly for two reasons. First, the nonlocal nature of PD requires advanced quadrature schemes. Second, non-uniform discretizations of the standard scheme are inaccurate and thus typically avoided. Hence, very fine uniform discretizations are applied in the whole domain even in cases where a fine resolution is per se required only in a small part of it (e.g., close to discontinuities and interfaces). In the present study, a new framework is devised to enhance the computational performance of PD models substantially. It applies the standard scheme only to localized regions where discontinuities and interfaces emerge, and a less demanding quadrature scheme to the rest of the domain. Moreover, it uses a multi-grid approach with a fine grid spacing only in critical regions. Because these regions are identified dynamically over time, our framework is referred to as multi-adaptive. The performance of the proposed approach is examined by means of two real-world problems, the Kalthoff–Winkler experiment and the bio-degradation of a magnesium-based bone implant screw. It is demonstrated that our novel framework can vastly reduce the computational cost (for given accuracy requirements) compared to a simple application of the standard scheme.
- Open Access
- 1 February 2023
- Published by Academic World Research in Journal of Computational Methods In Engineering
- Vol. 41 (2) , 1-28
A Review of Peridynamics and its Applications; Part 2: Applications of Peridynamics to the Solution of Different Problems
In the published studies, peridynamics has been used to simulate crack growth in brittle and quasi-brittle materials, simulation of plastic behaviour and solution of differential equations. With such achievements, the extent of problems which can be solved using peridynamics is growing. Peridynamics was intended to analyze the impact and the wave propagation problems since its introduction. Due to existence of the characteristic length in peridynamics relations, it has been used to solve problems in various scales. Some researchers have also used peridynamics multiphysics models to analyze heat transfer, diffusion and fluid behavior problems. Analyzing the damage growth in composite materials and investigation of geomechanical problems are among other achievements of using peridynamics. In addition to all these cases, application of peridynamics to biological problems has also received attention in recent years. This paper reviews the studies on the applications of peridynamics in the solution of different problems.
- 1 February 2023
- Published by Academic World Research in Journal of Computational Methods In Engineering
- Vol. 41 (2) , 1-28
Open AccessA Review of Peridynamics and its Applications; Part 2: Applications of Peridynamics to the Solution of Different Problems
In the published studies, peridynamics has been used to simulate crack growth in brittle and quasi-brittle materials, simulation of plastic behaviour and solution of differential equations. With such achievements, the extent of problems which can be solved using peridynamics is growing. Peridynamics was intended to analyze the impact and the wave propagation problems since its introduction. Due to existence of the characteristic length in peridynamics relations, it has been used to solve problems in various scales. Some researchers have also used peridynamics multiphysics models to analyze heat transfer, diffusion and fluid behavior problems. Analyzing the damage growth in composite materials and investigation of geomechanical problems are among other achievements of using peridynamics. In addition to all these cases, application of peridynamics to biological problems has also received attention in recent years. This paper reviews the studies on the applications of peridynamics in the solution of different problems.
- 19 January 2023
- Published by Taylor & Francis in Mechanics of Advanced Materials and Structures
- Vol. 31 (13) , 2844-2858
Metaheuristic-based crack detection in beam-type structures using peridynamics theory: A comparative study
This study is a first attempt to provide an effective tool for crack prediction in beam-type structures using the peridynamics (PD) theory and metaheuristic-based optimization. The norm of the difference between the response of the tested beam and that of the trial model (analyzed using PD), is minimized to find the position and depth of crack. Model calibration is discussed thoroughly. Five well-known metaheuristics as well as an upgraded charged system search algorithm are considered. Results reveal that the proposed procedure can effectively localize and detect the crack severity, even in noise contaminated cases.
- 19 January 2023
- Published by Taylor & Francis in Mechanics of Advanced Materials and Structures
- Vol. 31 (13) , 2844-2858
Metaheuristic-based crack detection in beam-type structures using peridynamics theory: A comparative study
This study is a first attempt to provide an effective tool for crack prediction in beam-type structures using the peridynamics (PD) theory and metaheuristic-based optimization. The norm of the difference between the response of the tested beam and that of the trial model (analyzed using PD), is minimized to find the position and depth of crack. Model calibration is discussed thoroughly. Five well-known metaheuristics as well as an upgraded charged system search algorithm are considered. Results reveal that the proposed procedure can effectively localize and detect the crack severity, even in noise contaminated cases.
- Open Access
- 1 September 2022
- Published by Academic World Research in Journal of Computational Methods In Engineering
- Vol. 41 (1) , 1-35
A Review of Peridynamics and its Applications; Part1: The Models based on Peridynamics
- 1 September 2022
- Published by Academic World Research in Journal of Computational Methods In Engineering
- Vol. 41 (1) , 1-35
Open AccessA Review of Peridynamics and its Applications; Part1: The Models based on Peridynamics