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The Differentiated Creative Search (DCS): Leveraging differentiated knowledge-acquisition and creative realism to address complex optimization problems

https://doi.org/10.1016/j.eswa.2024.123734
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Outgoing claims: the papers this work cites, builds on, or argues with.

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Incoming claims: where this work appears in other papers’ reference lists and arguments.

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MSFPSO: Multi-algorithm integrated particle swarm optimization with novel strategies for solving complex engineering design problems
inferred← citeshttps://doi.org/10.1016/j.cma.2025.118491openalex-snapshot
Centered Collision Optimizer: A novel and efficient physics-based metaheuristic optimization algorithm for solving complex real-world engineering optimization problems
inferred← citeshttps://doi.org/10.1016/j.cnsns.2025.109337openalex-snapshot
Wave Optics Optimizer: A novel meta-heuristic algorithm for engineering optimization
inferred← citeshttps://doi.org/10.1016/j.comnet.2026.112579openalex-snapshot
Integrated FAS and RIS configuration in next-generation wireless systems via Differentiated Creative Search algorithm
inferred← citeshttps://doi.org/10.1016/j.cscm.2025.e05097openalex-snapshot
Probabilistic prediction of unconfined compressive strength for deep cement mixing piles using multi-head attention and convolutional neural networks
inferred← citeshttps://doi.org/10.1016/j.ecmx.2026.102043openalex-snapshot
Coordinated multi-time-scale control and adaptive capacity configuration of energy storage for power fluctuation mitigation and primary frequency regulation
inferred← citeshttps://doi.org/10.1016/j.egyr.2025.12.001openalex-snapshot
Ultra-short-term power forecasting for photovoltaic cluster based on dynamic clustering of photovoltaic stations and optimized Ns-transformer combined model
inferred← citeshttps://doi.org/10.1016/j.ejrh.2025.102483openalex-snapshot
Uncertainty and driving factor analysis of streamflow forecasting for closed-basin and interval-basin: Based on a probabilistic and interpretable deep learning model
inferred← citeshttps://doi.org/10.1016/j.est.2025.116460openalex-snapshot
SOH estimation of lithium-ion batteries based on multi-feature extraction and improved DLEM
inferred← citeshttps://doi.org/10.1016/j.eswa.2024.124777openalex-snapshot
Parameters identification of photovoltaic models using Lambert W-function and Newton-Raphson method collaborated with AI-based optimization techniques: A comparative study
inferred← citeshttps://doi.org/10.1016/j.eswa.2024.125724openalex-snapshot
A day-ahead wind speed correction method: Enhancing wind speed forecasting accuracy using a strategy combining dynamic feature weighting with multi-source information and dynamic matching with improved similarity function
inferred← citeshttps://doi.org/10.1016/j.eswa.2025.131001openalex-snapshot
Multi-objective human-robot collaborative task planning for assembly lines balancing based on cooperative optimization
inferred← citeshttps://doi.org/10.1016/j.fuel.2024.134146openalex-snapshot
Improving the robustness of tree-based prediction model of oil/water relative permeability through hyperparameter optimization and re-ensemble algorithm
inferred← citeshttps://doi.org/10.1016/j.jer.2026.09.045openalex-snapshot
Risk-aware allocation of PV-STATCOM devices in distribution systems under solar uncertainty and shading conditions using differential creative search algorithm
inferred← citeshttps://doi.org/10.1016/j.jestch.2026.102291openalex-snapshot
IST-MSCNN-OXGBoost: An integrated model for accurate classification of complex power quality disturbances
inferred← citeshttps://doi.org/10.1016/j.knosys.2026.115767openalex-snapshot
Stochastic social learning optimization: Combining social learning and bucket theory for efficient optimization
inferred← citeshttps://doi.org/10.1016/j.nexres.2025.100787openalex-snapshot
CS-MI-PSVM: An efficient approach for leak identification in water supply pipelines
inferred← citeshttps://doi.org/10.1016/j.oceaneng.2025.122712openalex-snapshot
A meta-heuristic assisted path planning method for unmanned underwater vehicles and experimental validation
inferred← citeshttps://doi.org/10.1016/j.renene.2025.122764openalex-snapshot
A novel hybrid approach combining Differentiated Creative Search with adaptive refinement for photovoltaic parameter extraction
inferred← citeshttps://doi.org/10.1016/j.renene.2025.123666openalex-snapshot
A pyramidal attention-based transformer model based on improved differential innovation search algorithm and feature extraction for solar radiation prediction considering relevant factors
inferred← citeshttps://doi.org/10.1016/j.rineng.2026.109261openalex-snapshot
A learning and sampling strategies collaborative aided differential evolution algorithm and application in hydrodynamic optimization
inferred← citeshttps://doi.org/10.1016/j.rser.2025.115603openalex-snapshot
An efficient framework for proton exchange membrane fuel cell parameter estimation using numerous MH algorithms
inferred← citeshttps://doi.org/10.1016/j.solener.2026.114786openalex-snapshot
Improved secondary decomposition and deep error correction for photovoltaic power forecasting
inferred← citeshttps://doi.org/10.1016/j.swevo.2026.102380openalex-snapshot
DSPDE: A synergistic integration of dynamic stratification and probabilistic escape for enhanced differential evolution optimization
inferred← citeshttps://doi.org/10.1016/j.swevo.2026.102505openalex-snapshot
Mechanism-level coupling in evolutionary computation: Social learning control via Value Shaping and Decision Biasing
inferred← citeshttps://doi.org/10.1016/j.tust.2025.107068openalex-snapshot
Data-driven evacuation time prediction for train passengers under floods: A differentiated deep learning framework
inferred← citeshttps://doi.org/10.1016/j.ymssp.2025.113413openalex-snapshot
Computationally efficient UAV fault diagnosis with adaptive vibration denoising: A signal processing approach for rotorcraft systems
inferred← citeshttps://doi.org/10.1038/s41598-025-00076-5openalex-snapshot
Dynamic gold rush optimizer: fusing worker adaptation and salp navigation mechanism for enhanced search
inferred← citeshttps://doi.org/10.1038/s41598-025-01678-9openalex-snapshot
Application of a novel metaheuristic algorithm inspired by Adam gradient descent in distributed permutation flow shop scheduling problem and continuous engineering problems
inferred← citeshttps://doi.org/10.1038/s41598-025-05477-0openalex-snapshot
Basketball team optimization algorithm (BTOA): a novel sport-inspired meta-heuristic optimizer for engineering applications
inferred← citeshttps://doi.org/10.1038/s41598-025-31703-wopenalex-snapshot
Optimized cascaded regulation strategy for robust automatic generation control in renewable-integrated power networks
inferred← citeshttps://doi.org/10.1038/s41598-025-88080-7openalex-snapshot
Improved snow geese algorithm for engineering applications and clustering optimization
inferred← citeshttps://doi.org/10.1038/s41598-025-96559-6openalex-snapshot
A new human-based offensive defensive optimization algorithm for solving optimization problems
inferred← citeshttps://doi.org/10.1038/s41598-026-46999-5openalex-snapshot
Optimizing green hydrogen production: a comparative analysis of MPPT control strategies for PV-powered PEM electrolyzers using differentiated creative search optimization algorithm
inferred← citeshttps://doi.org/10.1080/00387010.2025.2450055openalex-snapshot
Rapid identification of Liubao tea vintage based on terahertz spectroscopy combined with improved differentiated creative search algorithm
inferred← citeshttps://doi.org/10.1088/1361-6501/ae6c4fopenalex-snapshot
Automated indoor construction inspection platform based on source-level non-redundant point cloud
inferred← citeshttps://doi.org/10.1093/jcde/qwaf050openalex-snapshot
Heterogeneous Dimensional Learning Search Algorithm guided by interaction effects for gene selection
inferred← citeshttps://doi.org/10.1109/access.2025.3643193openalex-snapshot
BIO-CANDi: Coalition and Nested Differentiated Intelligence for Interpretable Multi-Omics Biomarker Discovery
inferred← citeshttps://doi.org/10.1109/icaisisas64483.2025.11051849openalex-snapshot
A Multi-Strategy Improved Artemisinin Algorithm For UAV 3-D Path Planning
inferred← citeshttps://doi.org/10.1109/iccc62609.2024.10942281openalex-snapshot
Comparative Analysis of the Performance of Recent Optimization Algorithms in Solving Engineering Problems
inferred← citeshttps://doi.org/10.1109/icsec62781.2024.10770710openalex-snapshot
An Adaptive Smell Agent Optimization with Binomial Crossover and Linnik Flight for Engineering Optimization Problems
inferred← citeshttps://doi.org/10.1109/ijcnn64981.2025.11228934openalex-snapshot
Quantile Interval Prediction of Power Load Based on DCS-Optimized TCN-BiLSTM-Attention Model
inferred← citeshttps://doi.org/10.1109/irce66030.2025.11202980openalex-snapshot
Study on Daily Optimal Scheduling and Economic Operation of Slurry Transportation Pumping Station
inferred← citeshttps://doi.org/10.1109/isssr65654.2025.00061openalex-snapshot
Multi-Scenario Performance Simulation and Engineering Applications of Novel Swarm Intelligence Algorithms
inferred← citeshttps://doi.org/10.1109/itnec60942.2024.10733233openalex-snapshot
A Sparrow Search Algorithm Based on Linnik Flight Improvements
inferred← citeshttps://doi.org/10.1109/jsen.2025.3590370openalex-snapshot
Online Error Parameter Identification of Gyroscope Based on SMO in Drilling
inferred← citeshttps://doi.org/10.1109/pges66344.2025.11193623openalex-snapshot
On the Falult Diagnosis Method of Photovltaic Arrays Based on DCS-XGBoost
inferred← citeshttps://doi.org/10.1109/tgrs.2025.3531941openalex-snapshot
Hyperspectral Image Intensity Adaptive Destriping Method Based on Reference Image-Guided Pixel Clustering
inferred← citeshttps://doi.org/10.1109/tim.2025.3545507openalex-snapshot
Cross-Domain Diagnostic Method of Rolling Bearings Based on Refined Composite Zoom Multiscale Weighted Permutation Entropy-Ensemble Feature Transfer Learning
inferred← citeshttps://doi.org/10.1109/tim.2025.3635325openalex-snapshot
A Heuristic 2-D–3-D Point Set Registration Method With Multimember Differentiated Collaborative Evolution
inferred← citeshttps://doi.org/10.1117/12.3058208openalex-snapshot
A remaining useful life prediction method based on DCS-optimized BiTCN-BiGRU
inferred← citeshttps://doi.org/10.1155/jom/6018044openalex-snapshot
A Novel Improved Gradient‐Based Optimizer for Single‐Sensor Global MPPT of PV System
inferred← citeshttps://doi.org/10.1177/14727978251323073openalex-snapshot
Auxiliary system of media content creation based on natural language processing and reinforcement learning
inferred← citeshttps://doi.org/10.12677/csa.2026.165176openalex-snapshot
Artemisinin Optimization Based on Differential Collaboration and Stable Growth Strategies and Its Application in High-Dimensional Medical Feature Selection Problems
inferred← citeshttps://doi.org/10.12677/sa.2025.144102openalex-snapshot
Data Attribute Noise Repair Method Based on Differential Creative Search Algorithm and Its Applications
inferred← citeshttps://doi.org/10.15244/pjoes/219359openalex-snapshot
Carbon Emission Interval Prediction Based on the Difference Creative Search-Convolutional Neural Network-Bidirectional Long Short-Term Memory- Attention-Kernel Density Estimation Model
inferred← citeshttps://doi.org/10.23919/ccc63176.2024.10662030openalex-snapshot
Load Balance Algorithm for Heterogeneous Server Cluster
inferred← citeshttps://doi.org/10.3390/bioengineering12111154openalex-snapshot
Automatic Tuning Method for Quadrupole Mass Spectrometer Based on Improved Differential Evolution Algorithm
inferred← citeshttps://doi.org/10.3390/biomimetics10050260openalex-snapshot
An Innovative Differentiated Creative Search Based on Collaborative Development and Population Evaluation
inferred← citeshttps://doi.org/10.3390/biomimetics10060356openalex-snapshot
A Hybrid Multi-Strategy Differential Creative Search Optimization Algorithm and Its Applications
inferred← citeshttps://doi.org/10.3390/biomimetics10070471openalex-snapshot
ACIVY: An Enhanced IVY Optimization Algorithm with Adaptive Cross Strategies for Complex Engineering Design and UAV Navigation
inferred← citeshttps://doi.org/10.3390/biomimetics10080496openalex-snapshot
A Novel Adaptive Superb Fairy-Wren (Malurus cyaneus) Optimization Algorithm for Solving Numerical Optimization Problems
inferred← citeshttps://doi.org/10.3390/biomimetics10090620openalex-snapshot
Improved Multi-Strategy Aquila Optimizer for Engineering Optimization Problems
inferred← citeshttps://doi.org/10.3390/biomimetics10110767openalex-snapshot
Arctic Puffin Optimization Algorithm Integrating Opposition-Based Learning and Differential Evolution with Engineering Applications
inferred← citeshttps://doi.org/10.3390/buildings15111814openalex-snapshot
A Novel Performance Evaluation Framework for Sponge City Construction
inferred← citeshttps://doi.org/10.3390/info17090855openalex-snapshot
Secure Beamforming Optimization for STAR-RIS-Assisted SWIPT Networks Using Modified Differentiated Creative Search Algorithm
inferred← citeshttps://doi.org/10.3390/machines12090591openalex-snapshot
Agricultural UAV Path Planning Based on a Differentiated Creative Search Algorithm with Multi-Strategy Improvement
inferred← citeshttps://doi.org/10.46793/aeletters.2025.10.4.2openalex-snapshot
Bto: a barrel theory-based optimizer for engineering design problems
inferred← citeshttps://doi.org/10.69725/raida.v1i3.171openalex-snapshot
Learning Orientation, Firm Performance, and Market Dynamism: Evidence from Polish MSMEs in Technology Parks
inferred← citeshttps://doi.org/10.7717/peerj-cs.3006openalex-snapshot
Enhanced Convolutional Neural Network (CNN)-Long Short-Term Memory (LSTM) attention model with adaptive loss for lithium-ion battery state of health estimation
Editorial review for independent work. ICSAC — the Institute for Complexity Science and Advanced Computing — runs a structured editorial panel for researchers publishing outside journals, and publishes on CiteStamp rails. Submission is free and goes through ORCID: icsacinstitute.org/submit.