Scalability in Complex Systems
Research gap analysis derived from 2 engineering papers in our local library.
The gap
The scalability of deep learning and physics-informed methods to higher-dimensional systems and more complex scenarios remains unexplored.
Consensus across the literature
Papers collectively establish the need for scalable solutions but leave open their practical implementation and evaluation.
Research trend
Emerging — attention growing, methods still coalescing.
Supporting evidence — 2 representative gaps
- Deep Physics Corrector: A physics enhanced deep learning architecture for solving stochastic differential equations (2023) · doi
Scalability of the proposed DPC approach to higher-dimensional systems and more complex SDEs with multiple coupled equations has not been thoroughly explored.
Keywords: scalability proposed approach higher dimensional systems complex sdes multiple coupled equations thoroughly explored - Procedural Animation Techniques Based on Mathematical Modelling of Human Movement (2026) · doi
The scalability of the proposed system to handle multiple characters with complex interactions in real-time is not thoroughly addressed.
Keywords: scalability proposed system handle multiple characters complex interactions real time thoroughly addressed
Explore this gap further
Search “Scalability in Complex Systems” across open scholarly engines for the latest related literature.
Working on this gap? Publish with us.
Science AI Journal reviews manuscripts in under 15 minutes with 8 specialised AI reviewers calibrated on 23,000+ real peer reviews. Open access, CC BY 4.0.
Free tools for your next paper
Related gaps in Engineering
- Originality/value – The study contributes to the scarce literature on social responsibility disclosures by financial institutions in Central and Eastern Europe; it also discusses a new integrated repoOriginality/value – The study contributes to the scarce literature on social responsibility disclosures by financial institutions in Central…
- When summarizing research results, the authors conclude that the ancient maps showing European Sarmatia are true historical witnesses helping to understand a long and complicated formation process ofWhen summarizing research results, the authors conclude that the ancient maps showing European Sarmatia are true historical witnesses helpin…
- Originality/value – The research focus is unique because it examines this phenomenon in a public library setting rather than in academic libraries, an area that is rarely examined in the literature.Originality/value – The research focus is unique because it examines this phenomenon in a public library setting rather than in academic lib…
- Although several studies have found that adult psychopathy is a robust predictor of future criminal offending, research exploring the predictive utility of CU traits and future offending are lacking.Although several studies have found that adult psychopathy is a robust predictor of future criminal offending, research exploring the predic…