Personal information

Verified email domains

nature inspired optimization, soft computing, machine learning
United Kingdom, Australia

Biography

Prof. Kusum Deep is full Professor (HAG), with the Department of Mathematics and Joint Faculty with the Mehta Family School of Data Science and Artificial Intelligence. She was awarded the University Gold Medal in M.Phil (Mathematics) from University of Roorkee in 1984. She was the first student and only student in 1984 in Mathematics Department to have qualified UGC-NET for pursuing PhD. She was awarded PhD in Mathematics from University of Roorkee in 1988. In 1981 she was awarded the Khosla Award by University of Roorkee. During her tenure as Scientist C, in Central Building Research Institute, (1988-1996), she was awarded the prestigious Post-Doctoral Bursary funded by Commission of European Communities, Brussels, at Department of Computer Studies, Loughborough University of Technology, Loughborough, U.K. from November 1993 to November 1994. In 1996, Kusum joined the University of Roorkee as an Assistant Professor, as Associate Professor in 2004 and Professor in 2012. In 2020 she moved to the HAG scale of Professor.
Kusum has won numerous national and international awards, namely: Career Research Award, UGC, 2002 – 2005; Star Performer, IIT Roorkee, 2001 – 02 & 2002–03, 2003 – 04, 2004 – 05; Special facilitation in memory of late Prof. M. C. Puri, during 40th Convention of ORSI, Golden Jubilee Celebrations, New Delhi, Dec. 2007; Best Technical Paper Award, Railway Bulletin of Indian Railways 2005; Nominated as EXPERT, Dept. of Science and Technology, New Delhi; Nominated as Senior Member, Operations Research Society of India; Nominated as Senior Life Member, Computer Society of India, 2010; Founding President, Soft Computing Research Society, New Delhi, 2014; Best Paper Award during 2nd International Conference on Harmony Search Algorithms, Seoul, Korea University, Korea, August 19-21, 2015; received Association of Inventory Academicians and Practitioners Excellence Award, 2018; Visiting Professor at Liverpool Hope University, UK, 2019; Visiting Professor, University of Technology Sydney, Australia, 2019; Visiting Professor, University of Wollongong, Australia, 2019; Best Paper Award during International Conference on Operations Research and Decision Sciences, IIM Visakhapatanam, December 28-30, 2019; Awarded Performance Based HAG, IIT Roorkee w.e.f. Jan 1, 2020; Appointed Joint Faculty, Mehta Family School of Data Science and Artificial Intelligence w.e.f. June 2, 2020 till date; awarded MOOC NPTEL lectures, Operations Research, 2019, 2020, 2021, 2022; One of the four women of IIT Roorkee to feature in the ebook “Women in STEM-2021” celebrating the contributions made by 50 Indian women in STEM published by Confederation of Indian Industries; enlisted among top 2% scientists in the world according to Stanford University Ranking; Awarded the prestigious 60 lakhs grant from SERB under Promoting Opportunities for Women in Exploratory Research (POWER), 2021; awarded consultancy Project by AI Academy, Deloitte, 2022.
Kusum has authored two books, supervised 20 PhDs, and published over 130 research papers. She is a Senior Member of ORSI, CSI, IMS and ISIM. She is the Executive Editor of International Journal of Swarm Intelligence, Inderscience. She is Associate Editor of Swarm and Evolutionary Algorithms, Elsevier and Associate Editor of Engineering Applications of Artificial Intelligence, and is on the editorial board of many reputed journals. She is the General Chair of series of International Conference on Soft Computing for Problems Solving (SocProS). She has a vast teaching experience in Mathematics, Operations Research, Numerical and Analytical Optimization, Parallel Computing, Computer Programming, Numerical Methods, etc. Her research interests are nature inspired optimization techniques, particularly Evolutionary Algorithms, and Swarm Intelligence Techniques and their applications to solve real life problems.
The target of Kusum’s research is to design efficient and reliable nature inspired optimization techniques with a view to solve real life optimization problems.

Her break through paper on real coded GA for integer and mixed integer optimization problems in 2009 continues to be the most downloadable paper of the Journal of Applied Mathematics and Computation, Elsevier. It is based on Laplace Crossover-a real coded crossover operator and Power mutation – a real coded mutation operator. Later, these operators were hybridized with numerous algorithms like, BBO, GSA, ALO and used to solve problems like: Management of multipurpose multi reservoir, Minimization of Molecular Potential Energy Function, Minimizing Lennard-Jones Potential, etc.

Kusum has designed and applied new PSO: e.g. shrinking hypersphere PSO, Co-Swarm PSO, novel Inertia Weight strategies in PSO; binary PSO for knapsack problems, Hybrid discrete PSO for trim loss, arthquake engineering, stereo camera calibration, Parameter Optimization of Multi-pass Turning[, Extraction Process of Bioactive Compounds from Gardenia, Cell-lik

Activities

Employment (2)

Indian Institute of Technology Roorkee: Roorkee, Uttarakhand, IN

1996-06-25 to present | Professor (Mathematics)
Employment
Source: Self-asserted source
Kusum Deep

Central Building Research Institute Roorkee: Roorkee, Uttarakhand, IN

1988-06-15 to 1996-06-24 | Scientist (Mathematical Modelling Group)
Employment
Source: Self-asserted source
Kusum Deep

Education and qualifications (5)

Loughborough University: Loughborough, Leicester, GB

1993 to 1994 | Post Doctorate under Commission of European Communities, Brussels (Computer Studies)
Education
Source: Self-asserted source
Kusum Deep

University of Roorkee: Roorkee, Uttarakhand, IN

1984 to 1988 | PhD (Mathematics)
Education
Source: Self-asserted source
Kusum Deep

University of Roorkee: Roorkee, Uttarakhand, IN

1983 to 1984 | M.Pkil (Mathematics)
Education
Source: Self-asserted source
Kusum Deep

Punjab University: Chandigarh, Punjab, IN

1982 to 1983 | M.Sc. Honours (Centre for Advanced Studies in Mathematics)
Education
Source: Self-asserted source
Kusum Deep

Punjab University: Chandigarh, Punjab, IN

1976 to 1979 | B.Sc Honours (Centre for Advanced Studies in Mathematics)
Education
Source: Self-asserted source
Kusum Deep

Professional activities (16)

Liverpool Hope University: Liverpool, Liverpool, GB

2019 to present | Visiting Professor
Invited position
Source: Self-asserted source
Kusum Deep

Jointly University of Delhi and Gujrat University: New Delhi, IN

2018 to 2018 | AIAP Excellence Award
Distinction
Source: Self-asserted source
Kusum Deep

Korea University: Seongbuk-gu, Seoul, KR

2015 to 2015 | Best Paper Award
Distinction
Source: Self-asserted source
Kusum Deep

Soft Computing Research Society: New Delhi, IN

2014 | President
Distinction
Source: Self-asserted source
Kusum Deep

Golden Jublee Celebrations of Operations Research Society of India: New Delhi, IN

2007 to 2007 | facilitation in memory of late Prof. M. C. Puri
Distinction
Source: Self-asserted source
Kusum Deep

Ministry of Human Resource Development: New Delhi, IN

2005 to 2007 | Sponsored Research Project under Thrust Area
Distinction
Source: Self-asserted source
Kusum Deep

Indian Railways: Lucknow, IN

2005 to 2005 | Best Paper Award
Distinction
Source: Self-asserted source
Kusum Deep

IIT Roorkee : Roorkee, IN

2004 to 2005 | Star Performer Faculty
Distinction
Source: Self-asserted source
Kusum Deep

IIT Roorkee : Roorkee, IN

2003 to 2004 | Star Performer Faculty
Distinction
Source: Self-asserted source
Kusum Deep

University Grants Commission: New Delhi, IN

2002 to 2005 | Career Research Award
Distinction
Source: Self-asserted source
Kusum Deep

IIT Roorkee: Roorkee, IN

2002 to 2003 | Star Performer Faculty
Distinction
Source: Self-asserted source
Kusum Deep

IIT Roorkee: Roorkee, IN

2001 to 2002 | Star Performer Faculty
Distinction
Source: Self-asserted source
Kusum Deep

University of Roorkee: Roorkee, Uttarakhand, IN

1993 to 1994 | University Gold Medal, M.Phil (Mathematics)
Distinction
Source: Self-asserted source
Kusum Deep

University of Roorkee: Roorkee, Uttarakhand, IN

1991 to 1991 | Khosla Research Award
Distinction
Source: Self-asserted source
Kusum Deep

University of Roorkee: Roorkee, Uttarakhand, IN

1984 to 1988 | UGC National Education Test Scholarship for PhD (Mathematics )
Distinction
Source: Self-asserted source
Kusum Deep

Punjab University : Chandigarh, Punjab, IN

1975 to 1978 | UGC National Merit Scholarship (Centre for Advanced Studies in Mathematics)
Distinction
Source: Self-asserted source
Kusum Deep

Works (50 of 171)

Items per page:
Page 1 of 4

Automatic centroid initialization in k-means using artificial hummingbird algorithm

Neural Computing and Applications
2025-02 | Journal article
Contributors: Preeti; Kusum Deep
Source: check_circle
Crossref

Structural bias in metaheuristic algorithms: Insights, open problems, and future prospects

Swarm and Evolutionary Computation
2025-02 | Journal article
Contributors: Kanchan Rajwar; Kusum Deep
Source: check_circle
Crossref

Impact of Structural Bias on the Sine Cosine Algorithm: A Theoretical Investigation Using the Signature Test

2024 | Book chapter
Contributors: Kanchan Rajwar; Kusum Deep; Muthu Mathirajan
Source: check_circle
Crossref

Installation of Smog-Free Towers Using Novel Real Coded Genetic Algorithm

IEEE Access
2024 | Journal article
Contributors: Yogesh Kumar; Kusum Deep; Atulya K. Nagar
Source: check_circle
Crossref

Density Peak Clustering Using Grey Wolf Optimization Approach

Journal of Classification
2024-07 | Journal article
Contributors: Preeti; Kusum Deep
Source: check_circle
Crossref

Investigating Structural Bias in Real-Coded Genetic Algorithms

2024-07-14 | Conference paper
Contributors: Kanchan Rajwar; Yogesh Kumar; Kusum Deep
Source: check_circle
Crossref

Performance of Beta Mutation on CEC 2017 and CEC 2022 Benchmarks

2024-06-30 | Conference paper
Contributors: Yogesh Kumar; Kusum Deep
Source: check_circle
Crossref

Q-Learning-Driven Framework for High-Dimensional Optimization Problems

2024-06-30 | Conference paper
Contributors: Kanchan Rajwar; Kusum Deep
Source: check_circle
Crossref

Analysis of Marine Predators Algorithm using BIAS toolbox and Generalized Signature Test

Alexandria Engineering Journal
2024-05 | Journal article
Contributors: Manish Kumar; Kanchan Rajwar; Kusum Deep
Source: check_circle
Crossref

Uncovering structural bias in population-based optimization algorithms: A theoretical and simulation-based analysis of the Generalized Signature Test

Expert Systems with Applications
2024-04 | Journal article
Contributors: Kanchan Rajwar; Kusum Deep
Source: check_circle
Crossref

Quadratic approximation salp swarm algorithm for function optimization

OPSEARCH
2024-03 | Journal article
Contributors: Prince Solanki; Kusum Deep
Source: check_circle
Crossref

Minimization of Molecular Potential Energy Function Using Laplacian Salp Swarm Algorithm (LX-SSA)

2023 | Book chapter
Contributors: Prince; Kusum Deep; Atulya K. Nagar
Source: check_circle
Crossref

A random walk Grey wolf optimizer based on dispersion factor for feature selection on chronic disease prediction

Expert Systems with Applications
2022-11 | Journal article
Contributors: Preeti; Kusum Deep
Source: check_circle
Crossref

A modified Sine Cosine Algorithm with novel transition parameter and mutation operator for global optimization

Expert Systems with Applications
2020-09 | Journal article
Contributors: Shubham Gupta; Kusum Deep; Seyedali Mirjalili; Joong Hoon Kim
Source: check_circle
Crossref

A hybrid self-adaptive sine cosine algorithm with opposition based learning

Expert Systems with Applications
2019 | Journal article
EID:

2-s2.0-85055985527

Contributors: Gupta, S.; Deep, K.
Source: Self-asserted source
Kusum Deep via Scopus - Elsevier

A novel CPU scheduling algorithm based on ant lion optimizer

Advances in Intelligent Systems and Computing
2019 | Book
EID:

2-s2.0-85058997018

Contributors: Dinkar, S.K.; Deep, K.
Source: Self-asserted source
Kusum Deep via Scopus - Elsevier

A novel Random Walk Grey Wolf Optimizer

Swarm and Evolutionary Computation
2019 | Journal article
EID:

2-s2.0-85040376442

Contributors: Gupta, S.; Deep, K.
Source: Self-asserted source
Kusum Deep via Scopus - Elsevier

An efficient Bi-level discrete PSO variant for multiple sequence alignment

Advances in Intelligent Systems and Computing
2019 | Book
EID:

2-s2.0-85053230957

Contributors: Lalwani, S.; Sharma, H.; Mohan, M.K.; Deep, K.
Source: Self-asserted source
Kusum Deep via Scopus - Elsevier

Artificial Bee Colony algorithm with improved search mechanism

Soft Computing
2019 | Journal article
EID:

2-s2.0-85061176143

Contributors: Singh, A.; Deep, K.
Source: Self-asserted source
Kusum Deep via Scopus - Elsevier

Hybrid Grey Wolf Optimizer with mutation operator

Advances in Intelligent Systems and Computing
2019 | Book
EID:

2-s2.0-85056257680

Contributors: Gupta, S.; Deep, K.
Source: Self-asserted source
Kusum Deep via Scopus - Elsevier

Improved grey wolf optimizer based on opposition-based learning

Advances in Intelligent Systems and Computing
2019 | Book
EID:

2-s2.0-85056253870

Contributors: Gupta, S.; Deep, K.
Source: Self-asserted source
Kusum Deep via Scopus - Elsevier

Improved sine cosine algorithm with crossover scheme for global optimization

Knowledge-Based Systems
2019 | Journal article
EID:

2-s2.0-85058679540

Contributors: Gupta, S.; Deep, K.
Source: Self-asserted source
Kusum Deep via Scopus - Elsevier

Minimization of makespan for parallel machines using PSO to enhance caching of MSA-based multi-query processes

Advances in Intelligent Systems and Computing
2019 | Book
EID:

2-s2.0-85056265694

Contributors: Lalwani, S.; Sharma, H.; Verma, A.; Deep, K.
Source: Self-asserted source
Kusum Deep via Scopus - Elsevier

Preface

Advances in Intelligent Systems and Computing
2019 | Book
EID:

2-s2.0-85056269501

Contributors: Bansal, J.C.; Das, K.N.; Nagar, A.; Deep, K.; Ojha, A.K.
Source: Self-asserted source
Kusum Deep via Scopus - Elsevier

Preface

Advances in Intelligent Systems and Computing
2019 | Book
EID:

2-s2.0-85059030041

Contributors: Bansal, J.C.; Das, K.N.; Nagar, A.; Deep, K.; Ojha, A.K.
Source: Self-asserted source
Kusum Deep via Scopus - Elsevier

Preface

Advances in Intelligent Systems and Computing
2019 | Book
EID:

2-s2.0-85053279205

Contributors: Yadav, N.; Yadav, A.; Bansal, J.C.; Deep, K.; Kim, J.H.
Source: Self-asserted source
Kusum Deep via Scopus - Elsevier

Solution of optimization problems in fuzzy background using HVPSO algorithm

Advances in Intelligent Systems and Computing
2019 | Book
EID:

2-s2.0-85056264446

Contributors: Pal, A.; Deep, K.; Singh, S.B.
Source: Self-asserted source
Kusum Deep via Scopus - Elsevier

Use of improved gravitational search algorithm for 3D reconstruction of space curves using NURBS

Advances in Intelligent Systems and Computing
2019 | Book
EID:

2-s2.0-85058997704

Contributors: Singh, A.; Deep, K.
Source: Self-asserted source
Kusum Deep via Scopus - Elsevier

A heuristic based harmony search algorithm for maximum clique problem

OPSEARCH
2018 | Journal article
EID:

2-s2.0-85047428572

Contributors: Assad, A.; Deep, K.
Source: Self-asserted source
Kusum Deep via Scopus - Elsevier

A Hybrid Harmony search and Simulated Annealing algorithm for continuous optimization

Information Sciences
2018 | Journal article
EID:

2-s2.0-85044450314

Contributors: Assad, A.; Deep, K.
Source: Self-asserted source
Kusum Deep via Scopus - Elsevier

An efficient opposition based Lévy Flight Antlion optimizer for optimization problems

Journal of Computational Science
2018 | Journal article
EID:

2-s2.0-85055542633

Contributors: Dinkar, S.K.; Deep, K.
Source: Self-asserted source
Kusum Deep via Scopus - Elsevier

An opposition-based chaotic Grey Wolf Optimizer for global optimisation tasks

Journal of Experimental and Theoretical Artificial Intelligence
2018 | Journal article
EID:

2-s2.0-85059035061

Contributors: Gupta, S.; Deep, K.
Source: Self-asserted source
Kusum Deep via Scopus - Elsevier

Cauchy Grey Wolf Optimiser for continuous optimisation problems

Journal of Experimental and Theoretical Artificial Intelligence
2018 | Journal article
EID:

2-s2.0-85053068267

Contributors: Gupta, S.; Deep, K.
Source: Self-asserted source
Kusum Deep via Scopus - Elsevier

Exploration–exploitation balance in Artificial Bee Colony algorithm: a critical analysis

Soft Computing
2018 | Journal article
EID:

2-s2.0-85053636795

Contributors: Singh, A.; Deep, K.
Source: Self-asserted source
Kusum Deep via Scopus - Elsevier

Harmony search based memetic algorithms for solving sudoku

International Journal of Systems Assurance Engineering and Management
2018 | Journal article
EID:

2-s2.0-85051131622

Contributors: Assad, A.; Deep, K.
Source: Self-asserted source
Kusum Deep via Scopus - Elsevier

Novel GA for metropolitan stations of Indian railways when modelled as a TSP

International Journal of Systems Assurance Engineering and Management
2018 | Journal article
EID:

2-s2.0-85048804157

Contributors: Deep, K.; Mebrahtu, H.; Nagar, A.K.
Source: Self-asserted source
Kusum Deep via Scopus - Elsevier

Protect botanical plants and pluck botanical products using robotics and image processing

International Journal of Systems Assurance Engineering and Management
2018 | Journal article
EID:

2-s2.0-85044339629

Contributors: Dubey, O.P.; Manisha, R.; Deep, K.
Source: Self-asserted source
Kusum Deep via Scopus - Elsevier

Random walk grey wolf optimizer for constrained engineering optimization problems

Computational Intelligence
2018 | Journal article
EID:

2-s2.0-85041915669

Contributors: Gupta, S.; Deep, K.
Source: Self-asserted source
Kusum Deep via Scopus - Elsevier

Soft computing for problem solving (SocProS 2015)

International Journal of Systems Assurance Engineering and Management
2018 | Journal article
EID:

2-s2.0-85044322934

Contributors: Pant, M.; Deep, K.; Bansal, J.C.; Das, K.N.; Nagar, A.K.
Source: Self-asserted source
Kusum Deep via Scopus - Elsevier

Special issue on swarm intelligence and its applications to engineering

International Journal of Systems Assurance Engineering and Management
2018 | Journal article
EID:

2-s2.0-85051064226

Contributors: Bansal, J.C.; Sharma, H.; Deep, K.; Das, K.N.; Nagar, A.
Source: Self-asserted source
Kusum Deep via Scopus - Elsevier

A new guiding force strategy for differential evolution

International Journal of Systems Assurance Engineering and Management
2017 | Journal article
EID:

2-s2.0-85037140198

Contributors: Zaheer, H.; Pant, M.; Kumar, S.; Monakhov, O.; Monakhova, E.; Deep, K.
Source: Self-asserted source
Kusum Deep via Scopus - Elsevier

A novel approach to accelerate calibration process of a k-nearest neighbours classifier using GPU

Journal of Parallel and Distributed Computing
2017 | Journal article
EID:

2-s2.0-85012288996

Contributors: Singh, A.; Deep, K.; Grover, P.
Source: Self-asserted source
Kusum Deep via Scopus - Elsevier

A two-phase harmony search algorithm for continuous optimization

Computational Intelligence
2017 | Journal article
EID:

2-s2.0-85029231082

Contributors: Assad, A.; Deep, K.
Source: Self-asserted source
Kusum Deep via Scopus - Elsevier

Cell-like P-systems using deterministic update rules to solve Sudoku

International Journal of Systems Assurance Engineering and Management
2017 | Journal article
EID:

2-s2.0-85035072963

Contributors: Singh, G.; Deep, K.
Source: Self-asserted source
Kusum Deep via Scopus - Elsevier

Constrained Laplacian biogeography-based optimization algorithm

International Journal of Systems Assurance Engineering and Management
2017 | Journal article
EID:

2-s2.0-85035000743

Contributors: Garg, V.; Deep, K.
Source: Self-asserted source
Kusum Deep via Scopus - Elsevier

Effectiveness of constrained Laplacian biogeography based optimization for solving structural engineering design problems

Advances in Intelligent Systems and Computing
2017 | Book
EID:

2-s2.0-85018376587

Contributors: Garg, V.; Deep, K.
Source: Self-asserted source
Kusum Deep via Scopus - Elsevier

Effectiveness of new Multiple-PSO based Membrane Optimization Algorithms on CEC 2014 benchmarks and Iris classification

Natural Computing
2017 | Journal article
EID:

2-s2.0-84976495294

Contributors: Singh, G.; Deep, K.
Source: Self-asserted source
Kusum Deep via Scopus - Elsevier

Handbook of research on soft computing and nature-inspired algorithms

Handbook of Research on Soft Computing and Nature-Inspired Algorithms
2017 | Book
EID:

2-s2.0-85027513602

Contributors: Shandilya, S.K.; Shandilya, S.; Deep, K.; Nagar, A.K.
Source: Self-asserted source
Kusum Deep via Scopus - Elsevier

Hybridized gravitational search algorithms with real coded genetic algorithms for integer and mixed integer optimization problems

Advances in Intelligent Systems and Computing
2017 | Book
EID:

2-s2.0-85014358396

Contributors: Singh, A.; Deep, K.
Source: Self-asserted source
Kusum Deep via Scopus - Elsevier

Hybridizing gravitational search algorithm with real coded genetic algorithms for structural engineering design problem

OPSEARCH
2017 | Journal article
EID:

2-s2.0-85026763867

Contributors: Singh, A.; Deep, K.
Source: Self-asserted source
Kusum Deep via Scopus - Elsevier
Items per page:
Page 1 of 4

Peer review (3 reviews for 3 publications/grants)

Review activity for Internet of things. (1)
Review activity for Mathematics and computers in simulation. (1)
Review activity for Neural computing & applications. (1)