Harmony Search Algorithm (Original)

Applications of Harmony Search

Algorithm Structures of Harmony Search

국문논문기반 하모니 서치 리뷰

Comparison with Other Algorithms

Comparison with Other Algorithms 2🆕②④

Harmony Search vs Genetic Algorithm

Harmony Search vs Genetic Algorithm 2🆕②④

Music Substitutes for Math (Leonardo, MIT Press)

Cited in Nature [Exoplanet], [Binary]

Sister Algorithm: Melody Search

Sister Algorithm: Method of Musical Composition

Novel Derivative of Harmony Search

Convergence of Harmony Search

Algorithm Parameter Guideline🆕②⑤

Effect of Identical Harmony

Ensembled Harmony Search

Stochastic Co-Derivative of HS

Continuous Harmony Search

Continuous Harmony Search 2 [Different Opinion]

Self-Regulated Fretwidth

Constraint Handling

Exploratory Power of HS

HS with Calculus Gradient

Parameter-Setting-Free (AKA Adaptive) HS

• Structural Design

• Water Network Design

• Flood Model Calibration

• Wastewater Treatment Planning

• Economic Load Dispatch

Distributed Harmony Search

Multi-Modal Harmony Search

HS with Combinatorial Interaction Testing🆕②⑤

Multi-Objective Harmony Search (Pareto Set)

Multi-Objective Harmony Search (Present Worth)

Large-Size Problem 1 (454 Discrete Variables)

Large-Size Problem 2 (441 Binary Variables)

Review: HS to Fuzzy

HS + GA

HS + SA

HS + TS

HS + TS + Fuzzy

HS + PSO [Different Opinion]

HS + PSO + Ant

HS+DE+Levy Flight🆕②⑤

HS+Bee (in German)🆕②④

HS + TLBO

HS + Quantum

HS + Chaos

HS + ANN

HS for ANN Dropout🆕②⑤

HS + DNN🆕②④

HS+DNN 2🆕②⑤

HS+RNN🆕②④

HS + Time Series

HS + ARIMA🆕②④

HS + SVM

HS + Reliability

HS + SQP

HS + Taguchi [Video Presentation]

HS + Solver (Ayvaz Version)

Project Scheduling

Timetabling

Travelling Salesman Problem

Tour Planning

Recommendation for Digital Tourism🆕②⑤

Test on Taillard Dataset🆕②⑤

Flow Shop Scheduling

Flow Shop Scheduling 2🆕②④

Job Shop Scheduling

Job Shop Scheduling 2🆕②⑤

Assembly Line Balancing and Energy Consumption Optimization🆕②⑤

Knapsack Problem🆕②⑤

Tools and Operators Assignment in Cellular Manufacturing🆕②⑤

Disassembly Line Balancing🆕②⑤

Commercial Complex Location🆕②⑤

Virtual Call Center Queue🆕②④

Elevator (Lift) Installation Scheduling

Automated Storage and Retrieval System

Multidimensional Knapsack Problem

Coal Mine Safety🆕②④

Weapon-Target Assignment

Multistage Rocket Trajectory

Stock Price Prediction

Investment Portfolio

Venture Capital Portfolio

Index Tracking Problem🆕②④

Corporate Credit Rating Prediction🆕②④

Bankruptcy Prediction🆕②⑤

Influencer Identification in Social Network🆕②⑤

Human Activity Patterns

Speech Detection in Social Media

Curie-Weiss Model

Language Revitalization

Low-Resource Language (Nahuatl) Transformer🆕②④

Law Enforcement

Music Composition [MIDI Files]

Music Composition 2

Automatic Mixing Speech Enhancement🆕②⑤

Algorithmic Composition for DJ Mix Pad

Chinese Opera Genre Classification

Theatre Acoustics Design

Picasso's Drawings

Color Picking

Sudoku Puzzle [Excel Code]

Nonogram (in Korean) [Excel Code]

Nonogram 2🆕②⑤

Magic Square

Tetris Game

Cloud Gaming

Exoplanet Observation (in Nature journal)

Outburst in Black-Hole (in Nature journal)

Prediction of Ionic Liquids Properties🆕②⑤

Analysis of Pharmaceutical Compounds Interaction🆕②⑤

Predicting Nanoparticle Size for Drug Delivery🆕②⑤

Phase Optimization of Wavefront Shaping (In Chinese)🆕②④

Optimal Reliability Allocation🆕②④

Noisy Landscape Optimization in Quantum Computing🆕②⑤

Missing Data Imputation🆕②⑤

Review: HS for Clustering

LLM Prompting🆕②④

Automatic Heuristic Design using LLM🆕②⑤

Comparison in Feature Selection Algorithms🆕②⑤

Digital Twin (VR)

Lane Detection in Self-Driving Car [Real-Time Video]

Comparison Study for Max-Cut Problem

Graph Coloring Problem🆕②④

Internet of Things

Hierarchical IoT Network🆕②⑤

Web Page Clustering

Classification Search for Career Site🆕②④

Numerical Association Rule Mining🆕②⑤

Text Summarization

Ontology Mapping

Speech Tagging

Word Sense Disambiguation

Internet Routing

QoS in Delay Tolerant Network🆕②⑤

Wireless Sensor Network🆕②④

Wireless Sensor Network 2🆕②④

Software Cost Estimation

Software Development Effort Estimation🆕②⑤

Security

• Public Key Cryptography in RSA

• IoT Attack Detection🆕②④

• Intrusion Detection in IoT 5G Network🆕②⑤

• Mobile Network Security

• Banking Fraud Detection

• Secure Data Transmission in Healthcare🆕②⑤

• Blockchain Security in Cloud Computing

• Video Watermarking using Facial Features🆕②⑤

Image Processing

• Image Segmentation

• Image Correspondence

• Visual Tracking

• Face Recognition

• Circle Detection

• Motion Estimation

• Scalable Video Streaming

• Copy-Move Forgery Detection🆕②④

Robotics

• Robotics (Biped)

• Robotics (Lower Limb)

• Robotics (Upper Limb)🆕②④

• Robotics (Manipulator)

• Robotics (Quad Wheels)

• Robotics (Industrial Delta)🆕②⑤

Cloud Computing

• Architecture in Cloud Computing

• Resource Scheduling in Cloud Computing

• Load Balancing in Cloud Computing🆕②④

• Cloud-based Load Balancing🆕②⑤

• Parallel Algorithm using Cloud Computing

Book: Electric Power System

Review: Power System Optimization🆕②⑤

Controller Design for Approximated Nonlinear System🆕②⑤

Maximum Power Point Tracking

Maximum Power Point Tracking 2🆕②⑤

Maximum Power Point Tracking 3🆕②⑤

Enhancement of Automatic Voltage Regulator🆕②④

Environmental Impact Inclusive Cost🆕②④

Photo-Electronic Detection

Multi-Level Inverter Optimization

Cell Phone Network

Revenue Maximization of mmWave Cell-Free Network🆕②④

Bit Allocation in Cell-Free Massive MIMO🆕②④

Wireless Sensor Network

Energy Efficiency in Wireless Sensor Networks🆕②⑤

Wireless Body Area Network🆕②④

Spectrum Allocation in Cognitive Radio Networks

Induction Motor Design🆕②④

Motor Control for Deep-Sea Submarines🆕②⑤

Indoor Localization🆕②⑤

HS Review on Energy Systems

Energy Management System

Optimal Control of Regional Power Grid🆕②⑤

Transmission Expansion under Renewable & Load Uncertainty🆕②⑤

Mitigation of Load Frequency Deviation🆕②⑤

PV-Based Microgrid Integration into Power Network🆕②⑤

Power Forecasting of Grid-Connected PV System🆕②⑤

Energy Management System in Apartment🆕②④

Energy Management Scheduling of Smart Factory🆕②⑤

도시에너지 사용량패턴 평탄화🆕②⑤

Smart Home Intrusion Detection🆕②④

Energy Autonomy of Greenhouses🆕②⑤

Internet of Energy

Power Wireless Sensor Networks🆕②④

Energy Efficiency in Wireless Sensor Network🆕②⑤

Carbon Emission Prediction

Heating Load Prediction

Packed Bed Latent Heat Storage🆕②⑤

Energy-Saving Glass Design

Scheduling of Energy Storage System (ESS)

Wind-based Power System

Blade Angle Control for Wind Generation

Hydropower Generation

Centrifugal Pump Design

Wave Energy Harvesting🆕②④

Heat Exchanger Design

Combined Heat and Power Economic Dispatch

Parameter Identification of PEM Fuel Cell Model

Voltage Degradation of Fuel Cell Bus

Design of Electric Vehicle Parking Lot🆕②⑤

PV-Biogas Energy System

PV-Diesel Energy System Sizing🆕②④

PWR Core Reloading Pattern

WWER Core Pattern Enhancement

Uranium Enrichment Cascades🆕②⑤

Cell Formation in Oil & Gas Megaprojects

Optimization Algorithms in Civil Engineering🆕②④

Construction Management

• Construction Site Layout

• Project Scheduling

• Interior Design in Construction Project🆕②⑤

• 5G MEC for Smart Construction Site🆕②⑤

• Legal Consulting in Construction Procurement🆕②⑤

Structural Engineering

• Structural Optimization and HS Algorithm

• Structural Design: Continuous Variable

• Structural Design: Discrete Variable

• Structural Design: Bridge Design

• Steel Cable-Stayed Bridge🆕②④

• Steel Arch Bridge Design🆕②⑤

• Steel–Concrete Footbridge Design🆕②⑤

• FRP Rebar-Reinforced Concrete

• CFRP 보강 콘크리트 단면설계🆕②⑤

• Reliability Prediction for Woven CMC Structure🆕②⑤

• Estimating Modulus of Elasticity in Masonry Structure🆕②⑤

Geotechnical Engineering

• Soil Stability Analysis

• Earthquake Motion

• Risk Assessment of Tunnel

• Anomalous Zone Prediction in Tunnel

• Prediction of Geological Transitions in Tunneling🆕②⑤

• Post-Stack Seismic Inversion🆕②⑤

• Soil Hydraulic Conductivity Prediction🆕②⑤

Water Engineering

• Water Network Design

• Water Network Design 2🆕②⑤

• Irrigation Network Design🆕②⑤

• Irrigation Network Design 2🆕②⑤

• Water Network Analysis

• Water Network Calibration

• Water Network Blockage

• Pump Switching

• Pump Scheduling🆕②⑤

• Water Resources Allocation

• Dam Scheduling

• Hydropower Generation for Storage System🆕②④

• Operation of Urban Drainage System🆕②④

• Parameter Calibration: Flood Model

• Parameter Calibration: Urban Drainage

• Parameter Calibration: Stormwater Management

• Groundwater Management

• Groundwater-Level Forecasting

• Groundwater Level Prediction🆕②⑤

• Groundwater Contaminant Remediation🆕②⑤

Vehicle Routing

Vehicle Routing with Time Windows🆕②④

Vehicle Routing for Medical Waste Collection🆕②④

Vehicle Routing for Frozen Seafood Transport🆕②④

Mobility-on-Demand🆕②⑤

Path Planning for Autonomous Vehicle🆕②⑤

Green Vehicular Supply Chain🆕②⑤

Traffic Light Control (Bogotá, Colombia)

Signal Control with Bus Priority🆕②⑤

Generative AI and Vehicular Networks🆕②④

Unmanned Surface Vehicle Routing🆕②④

Unmanned Surface Vessel Scheduling (Comparison)🆕②⑤

Unmanned Aerial Vehicle-assisted Mobile Edge Computing🆕②⑤

UAV Delivery Point Location Problem🆕②⑤

Restaurant Delivery Problem

Order Picking Problem🆕②④

Bus Dispatching Strategy

Aircraft Conflict-Free Routing🆕②④

Berth Location & Pathway

Scheduling for Pilgrimage Transportation🆕②④

Transport Energy Modeling

Estimation of Crash Frequency Model🆕②⑤

Determination of Road Properties

Groundwater Pollution

River Quality Control for Fish Migration

Ecological Conservation

Forest Monitoring🆕②④

Subway Ventilation

Crop Disease Identifcation🆕②⑤

Car Body Painting

Offshore Structure Mooring

Offshore Structure Fueling

Parameter Calibration: Face-Milling

Defect Identification in CNC Milling Robotics🆕②⑤

Steel Making

Manufacturing in Low-Carbon Environment🆕②⑤

Refrigerant Blending🆕②④

Liquid–Liquid Phase Equilibrium Modeling

Reliability Prediction for Ceramic Matrix Composite Structure🆕②⑤

HS Review on Healthcare System

Forecasting Influenza Season

COVID-19 Detection from CT Scan

Privacy and Copyright Protection of Medical Images🆕②④

Hearing Aids

Noise Sound Level

Magnetic Resonance Imaging (MRI)

Classification in Brain MRI🆕②⑤

Bone Age Estimation🆕②⑤

Cognitive Impairment Detection🆕②⑤

Alzheimer’s Disease Diagnosis

Parkinson’s Disease Rehabilitation

Detection of Alcoholic EEG🆕②④

Detection of Abnormal ECG Pattern🆕②④

Schizophrenia Prediction🆕②⑤

Diabetes Prediction🆕②④

Diabetes Diagnosis

Sarcopenia Diagnosis

Autism Spectrum Disorder Prediction🆕②⑤

Heart Disease Prediction🆕②⑤

Lung Nodule Detection🆕②④

Lung Disease Classification in Chest X-Ray🆕②⑤

Asthma Detection🆕②⑤

Parameter Estimation for Biological System

Estimation of Drug Solubility in Formulation🆕②⑤

Medical Waste Recycling Network Design

Security in Telecardiology🆕②④

Watermarking for Healthcare System🆕②⑤

Cancer & AIDS

• Cancer Classification

• Brain Tumor Detection

• Brain Tumor Detection 2🆕②④

• Breast Cancer Prediction🆕②④

• Breast Cancer Diagnosis

• Mammography-based Cancer Detection🆕②⑤

• Colon Cancer Detection

• Ovarian Cancer Detection🆕②④

• Skin Melanoma Imaging

• Medical Physics [Dissertation]

• Anti-HIV-1 Peptide Classification

Bioinformatics

• DNA Sequence Constraining

• RNA Multiple Sequence Alignment🆕②⑤

• RNA Structure Prediction 1

• RNA Structure Prediction 2

• Protein Complex Prediction

• Biological Motif

• Disease-Associated SNP Detection