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Hire Fasikaw K.

Ethiopia

USD 15 /hr

Mechanical Engineering Researcher | Scientific Manuscript Writing | Scientific Writing & Proofreading

Profile Summary

I am a Mechanical Engineering researcher with a PhD in Mechanical Design, with extensive expertise in artificial intelligence, machine learning, vibration signal analysis, fault diagnosis of rotating machinery, and scientific research support. I have authored and co-authored more than 20 scholarly publications, including peer-reviewed review articles, original research papers, book chapters, and conference proceedings. My research focuses on intelligent fault diagnosis of rotating machines using deep learning, transfer learning, multisensor data fusion, vibration signal processing, generative AI, prognostics, and remaining useful life estimation. I also have research experience in design optimization, composite materials, and experimental stress mechanics, particularly Digital Image Correlation (DIC). I have strong experience developing AI-driven solutions using Python for engineering research and industrial applications. I provide high-quality research and consulting services for researchers, graduate students, and industry professionals, including: • Scientific manuscript writing and editing • Proofreading and technical language improvement • Literature reviews and systematic review writing • Journal article formatting and submission support • Reviewer response preparation and revision support • Research proposal and grant writing • AI/ML model development for engineering applications • Python-based data analysis, visualization, and predictive modeling • Signal processing and fault diagnosis of rotating machinery I am deeply passionate about advancing technology and improving industrial processes through innovative, data-driven solutions. I highly value collaboration, as working with others often leads to creative ideas and impactful solutions. I am committed to delivering technically rigorous, publication-ready work with clear communication, strong attention to detail, and on-time delivery. Whether you need support with research design, data analysis, manuscript preparation, or technical consulting, I can help transform complex ideas into high-quality scientific output.

Subject Matter Expertise

• ☆ Composite Materials
• ☆ Signal Processing
• ☆ Mechanical Engineering
• ☆ Tribology
• ☆ Mechanical Design
• ☆ Machine Learning
• ☆ Neural Networks
• ☆ Artificial Intelligence
• ☆ Python

Services

• Writing
• Research
• Data & AI
• Product Development

Writing Technical Writing, General Proofreading & Editing

Research User Research, Meta-Research, Gap Analysis, Scientific and Technical Research, Systematic Literature Review

Data & AI Predictive Modeling, Statistical Analysis, Image Processing, Image Analysis, Algorithm Design-Non ML, Algorithm Design-ML, Data Visualization, Big Data Analytics, Data Processing

Product Development Manufacturing, Concept Development, Prototyping, Reverse Engineering

Work Experience

Assistant professor of mechanical engineering

University of Gondar

October 2025 - Present

lecturer

University of Gondar

October 2021 - December 2022

Assitant Lecturer and Lecturer

Wollo University

July 2016 - October 2021

Education

PhD in Mechanical Design

Addis Ababa Science and Technology University

December 2022 - October 2025

MSc in Mechanical Design

Bahir Dar University

October 2017 - February 2020

BSc in Mechanical Engineering

Wollo University

November 2011 - June 2016

Certifications

• Digital Industries CIDTA Summer School Certificate

  Carnegie Mellon University Africa

  July 2024 - Present

• Higher Diploma Program (HDP)

  Wollo University

  October 2016 - Present

Publications

JOURNAL ARTICLE

Fasikaw Kibrete, Dereje Engida Woldemichael, Hailu Shimels Gebremedhen, Orhan Çakar, Erman Çelik, Natt Makul (2026). Generative Adversarial Networks for Vibration Data Generation in Fault Diagnosis of Rotating Machines . Journal of Engineering.

Fasikaw Kibrete, Dereje Engida Woldemichael, Hailu Shimels Gebremedhen, Sohini Basu Roy (2026). MPHLDAE‐1DCNN: A Novel Denoising Method for Improved Fault Diagnosis . International Journal of Rotating Machinery.

Temesgen Tadesse Feisa, Hailu Shimels Gebremedhen, Fasikaw Kibrete, Dereje Engida Woldemichael, Solomon Dargie Ageze, Henok Dereje Nega (2025). A Comprehensive Review of Deep Transfer Learning for Intelligent Fault Diagnosis in Rotating Machines . Engineering Reports.

Fasikaw Kibrete, Dereje Engida Woldemichael, Hailu Shimels Gebremedhen, Temesgen Batu (2025). Free and Open‐Source Python‐Based Software Packages for Digital Image Correlation in Full‐Field Displacement and Strain Measurements . Strain.

Fasikaw Kibrete, Dereje Engida Woldemichael, Hailu Shimels Gebremedhen (2025). Transfer Learning‐Based Domain‐Adaptive One‐Dimensional Convolutional Neural Network for Fault Diagnosis of Rotating Machines . Engineering Reports.

Fasikaw Kibrete, Dereje Engida Woldemichael, Hailu Shimels Gebremedhen (2025). Hierarchical Adaptive Wavelet-Guided Adversarial Network with Physics-Informed Regularization for Generating Multiscale Vibration Signals for Deep Learning-Based Fault Diagnosis of Rotating Machines . Automation.

Fasikaw Kibrete, Dereje Engida Woldemichael, Hailu Shimels Gebremedhen (2025). Hierarchical Adaptive Wavelet-Guided Adversarial Network with Physics-Informed Regularization for Generating Multiscale Vibration Signals for Deep Learning-Based Fault Diagnosis of Rotating Machines . Automation.

Fasikaw Kibrete, Dereje Engida Woldemichael, Hailu Shimels Gebremedhen, Sohini Basu Roy (2025). A New Multisensor Data‐Level Fusion Method for Deep Learning–Based Fault Diagnosis of Rotating Machines: Considering Varying Sampling Frequencies and Different Sensor Mounting Directions in Vibration Signal Analysis . International Journal of Rotating Machinery.

Temesgen Tadesse Feisa, Hailu Shimels Gebremedhen, Fasikaw Kibrete, Dereje Engida Woldemichael, Getachew Getu Enyew, Hoon Sohn (2025). Artificial Intelligence in Fault Diagnosis of Industrial Machinery: A Comprehensive Review . Structural Control and Health Monitoring.

Fasikaw Kibrete, Dereje Engida Woldemichael, Hailu Shimels Gebremedhen, Yuanxin Zhou (2025). Fault Diagnosis of Rotating Machines Based on Combination of One‐Dimensional Convolutional Neural Network and Long Short‐Term Memory in Variable Working Conditions . Journal of Engineering.

Temesgen Tadesse Feisa, Hailu Shimels Gebremedhen, Fasikaw Kibrete, Dereje Engida Woldemichael, Francesc Pozo (2025). One‐Dimensional Deep Convolutional Neural Network‐Based Intelligent Fault Diagnosis Method for Bearings Under Unbalanced Health and High‐Class Health States . Structural Control and Health Monitoring.

Fasikaw Kibrete, Dereje Engida Woldemichael, Hailu Shimels Gebremedhen, Xavier Chiementin (2025). Optimization of Sample Size, Data Points, and Data Augmentation Stride in Vibration Signal Analysis for Deep Learning‐Based Fault Diagnosis of Rotating Machines . Shock and Vibration.

Kibrete, F., Engida Woldemichael, D., Shimels Gebremedhen, H.(2024). Multi-Sensor data fusion in intelligent fault diagnosis of rotating machines: A comprehensive review . Measurement: Journal of the International Measurement Confederation. 232.

Fasikaw Kibrete, Tomasz Trzepieciński, Hailu Shimels Gebremedhen, Dereje Engida Woldemichael (2023). Artificial Intelligence in Predicting Mechanical Properties of Composite Materials . Journal of Composites Science.

Fasikaw Kibrete, Tomasz Trzepieciński, Hailu Shimels Gebremedhen, Dereje Engida Woldemichael (2023). Artificial Intelligence in Predicting Mechanical Properties of Composite Materials . Journal of Composites Science.

Tomasz Trzepieciński, Temesgen Batu, Fasikaw Kibrete, Hirpa G. Lemu (2023). Application of Composite Materials for Energy Generation Devices . Journal of Composites Science.

Tomasz Trzepieciński, Temesgen Batu, Fasikaw Kibrete, Hirpa G. Lemu (2023). Application of Composite Materials for Energy Generation Devices . Journal of Composites Science.

Trzepieciński, T., Batu, T., Kibrete, F., Lemu, H.G.(2023). Application of Composite Materials for Energy Generation Devices . Journal of Composites Science. 7. (2).

Kibrete, F., Trzepieciński, T., Gebremedhen, H.S., Woldemichael, D.E.(2023). Artificial Intelligence in Predicting Mechanical Properties of Composite Materials . Journal of Composites Science. 7. (9).

BOOK CHAPTER

Temesgen Tadesse Feisa, Hailu Shimels Gebremedhen, Fasikaw Kibrete, Dereje Engida Woldemichael, Mulugeta Linger Tariku (2025). Intelligent Fault Diagnosis Method for Bearings Using Deep Transfer Learning on Time-Series Vibration Data Under Varying Load Conditions .

Fasikaw Kibrete, Dereje Engida Woldemichael, Hailu Shimels Gebremedhen, Temesgen Tadesse Feisa (2025). Parallel Hidden Layers Bidirectional Long Short-Term Memory Framework with Hierarchical Attention Mechanisms for Fault Diagnosis of Rotating Machines .

Fasikaw Kibrete, Dereje Engida Woldemichael, Hailu Shimels Gebremedhen (2025). Rotating Machinery Fault Diagnosis Using One-Dimensional Convolutional Neural Network .

Fasikaw Kibrete, Dereje Engida Woldemichael (2023). Applications of Artificial Intelligence for Fault Diagnosis of Rotating Machines: A Review .

Fasikaw Kibrete, Hailu Shimels(2021). Investigation on Damping Capability of Indigenous Wood Species in Ethiopia . Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering. Microsoft.AspNetCore.Mvc.Localization.LocalizedHtmlString 326--340. Springer International Publishing

CONFERENCE PAPER

@inproceedings{Kibrete_2023, doi = {10.1063/5.0174602}, url = {https://doi.org/10.1063%2F5.0174602}, year = 2023, publisher = {{AIP} Publishing}, author = {Fasikaw Kibrete and Ashenafi Abuye}, title = {Implementation of total productive maintenance ({TPM}) in a nail production process: A case study}, booktitle = {2ND {INTERNATIONAL} {CONFERENCE} {ON} {APPLIED} {RESEARCH} {AND} {ENGINEERING} ({ICARAE}2022)}} .

Kibrete, F., Woldemichael, D.E.(2023). Applications of Artificial Intelligence for Fault Diagnosis of Rotating Machines: A Review . Lecture Notes of the Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering, LNICST. 455 LNICST. Microsoft.AspNetCore.Mvc.Localization.LocalizedHtmlString 41-62.

Kibrete, F., Abuye, A.(2023). Implementation of Total Productive Maintenance (TPM) in a Nail Production Process: A Case Study . AIP Conference Proceedings. 2933. (1).

Kibrete, F., Shimels, H.(2021). Investigation on Damping Capability of Indigenous Wood Species in Ethiopia . Lecture Notes of the Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering, LNICST. 385. Microsoft.AspNetCore.Mvc.Localization.LocalizedHtmlString 326-340.