Paper Title
A TRAJECTORY ASSESSMENT SURVEY FOR PREDICTING FUTURE DISTRIBUTION USING CLUSTERED DATA
Article Identifiers
Registration ID: IJNRD_204443
Published ID: IJNRD2308393
: http://doi.one/10.1729/Journal.35978
About Hard Copy and Transparent Peer Review Report
Authors
Keywords
Real-time prediction, large-scale trajectory data, recurrent neural network, long-term trajectory prediction;
Abstract
The growth of apps for location-based services has had a significant impact on the domain. The use of smart mobile terminals and the quick advancement of global positioning technology has made data on trajectories available. Location-based services to be offered like automobile scheduling and estimations of the state of the roads, the majority of technology companies will employ trajectory data. This method uses a partial trajectory query to estimate a vehicle’s-entire source-to-destination route. Regarding the complex road network, the suggested framework is capable of handling incredibly enormous amounts of data. Temporal data was analyzed and the full trajectory was predicted using a deep learning model called Long Short Term Memory (LSTM). Quick update times, high dimensionality, and a significant amount of information can be mined based on this kind of data. The grouping of comparable utilization of trajectory data to handle vast amounts of data, which aids in limiting the search space. Using measures like one-step forecast accuracy and average distance error, the favored strategy is contrasted with other published studies. When compared to other published results, the Clustered LSTM technique we present outperforms them in both parameters. A clustering-based prediction model is suggested as the best way to handle more amounts of data accurately. The findings of this work contribute to the advancement of route prediction, traffic control, and location-based recommendation systems are examples of navigation systems.
Downloads
How To Cite (APA)
D.S.Eunice Little Dani & Dr.R. Shalini (August-2023). A TRAJECTORY ASSESSMENT SURVEY FOR PREDICTING FUTURE DISTRIBUTION USING CLUSTERED DATA. INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT, 8(8), d704-d707. http://doi.one/10.1729/Journal.35978
Issue
Volume 8 Issue 8, August-2023
Pages : d704-d707
Other Publication Details
Paper Reg. ID: IJNRD_204443
Published Paper Id: IJNRD2308393
Research Area: Computer Science & TechnologyÂ
Author Type: Indian Author
Country: CHENNAI, TAMILNADU, INDIA
Published Paper PDF: https://ijnrd.org/papers/IJNRD2308393.pdf
Published Paper URL: https://ijnrd.org/viewpaperforall?paper=IJNRD2308393
Crossref DOI: http://doi.one/10.1729/Journal.35978
About Publisher
Journal Name: INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT(IJNRD)
UGC CARE JOURNAL PUBLICATION | ISSN: 2456-4184 | IMPACT FACTOR: 8.76 Calculated By Google Scholar | ESTD YEAR: 2016
An International UGC CARE JOURNAL PUBLICATION, Low Cost, Scholarly Open Access, Peer-Reviewed, Refereed Journal Impact Factor 8.76 Calculate by Google Scholar and Semantic Scholar | AI-Powered Research Tool, Multidisciplinary, Monthly, Multilanguage Journal Indexing in All Major Database & Metadata, Citation Generator
Publisher: IJNRD (IJ Publication) Janvi Wave | IJNRD.ORG | IJNRD.COM | IJPUB.ORG
Copyright & License
© 2026 - Authors hold the copyright of this article. This work is licensed under a Creative Commons Attribution 4.0 International License. and The Open Definition.
This article is distributed under the terms of the Creative Commons Attribution 4.0 International License (CC BY 4.0).
🛡️ Disclaimer: The content, data, and findings in this article are based on the authors’ research and have been peer-reviewed for academic purposes only. Readers are advised to verify all information before practical or commercial use.
The journal and its editorial board are not liable for any errors, losses, or consequences arising from its use.
Publication Timeline
Article Preview: View Full Paper
Call For Paper
IJNRD is a Scholarly Open Access, Peer-Reviewed, Refereed, and UGC CARE Journal Publication with a High Impact Factor of 8.76 (calculated by Google Scholar & Semantic Scholar | AI-Powered Research Tool). It is a Multidisciplinary, Monthly, Low-Cost, and Transparent Peer Review Journal Publication that adheres to the New UGC CARE Transparent Peer-Reviewed Journal Policy and aligns with Scopus Journal Publication standards to ensure the highest level of research quality and credibility.
IJNRD offers comprehensive Journal Publication Services including indexing in all major databases and metadata repositories, Digital Object Identifier (Crossref DOI) assignment for each published article with additional fees, citation generation tools, and full Open Access visibility to enhance global research reach and citation impact.
The INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT (IJNRD) aims to advance applied, theoretical, and experimental research across diverse academic and professional fields. The journal promotes global knowledge exchange among researchers, developers, academicians, engineers, and practitioners, serving as a trusted platform for innovative, peer-reviewed journal publication and scientific collaboration.
Indexing Coverage: Google Scholar, SSRN, ResearcherID-Publons, Semantic Scholar (AI-Powered Research Tool), Microsoft Academic, Academia.edu, arXiv.org, ResearchGate, CiteSeerX, ResearcherID (Thomson Reuters), Mendeley, DocStoc, ISSUU, Scribd, and many other recognized academic repositories.
Transparent Peer Review Journal Publication: IJNRD operates a strict double-blind peer review system managed by 3000+ expert reviewers, ensuring ethical, unbiased, and high-quality review for every research paper.
For Indian Authors : Get a transparent peer review report from Scholar9.com for just ₹1000. View Sample Report
For Foreign Authors : A detailed peer review report is available through Scholar9.com for $20 USD. View Sample Report
Transparent Peer Review Journal Publication
⭐ Transparent Peer Review | 🕵️♂️ Double-Blind | 👨🏫 3000+ Expert Reviewers | 🇮🇳 Report for India Author ₹1000 | 🌐 Report for Foreign Author $20 | 📄 Sample Reports on Scholar9.com | 🌍 High Credibility | ⚖️ Ethical & Unbiased Evaluation
How to submit the paper?
By Our website
Click Here to Submit Paper Online
Recently, the UGC discontinued the UGC-CARE Journal List and introduced new parameters that allow publication in Transparent Peer-Reviewed (Refereed) Journals. IJNRD is Transparent Peer Review Journal Valid As per New UGC Notification.
You can now publish your research paper in IJNRD.ORG. IJNRD is a Transparent Peer-Reviewed Open Access (Refereed Journal), UGC and UGC CARE Approved, Crossref DOI, Multidisciplinary, Impact Factor calculate by Google Scholar. As an International, open-access, and online journal, Publishing with us ensures wider reach, academic credibility, and enhanced recognition for your work.
For more details, refer to the official notice: UGC Public Notice
⭐ Low Cost ₹1570 | 📚 UGC CARE Approved | 🔍 Peer-Reviewed | 🌐 Open Access | 🔗 Crossref DOI & Global Indexing | 📊 Google Scholar Impact Factor | 🧪 Multidisciplinary
Submit Paper Online Call for Paper About IJNRD UGC CARE Approval
Important Dates for Current issue
Paper Submission Open For: April 2026
Current Issue: Volume 11 | Issue 4 | April 2026
Impact Factor: 8.76
Last Date for Paper Submission: Till 30-Apr-2026
Notification of Review Result: Transparent peer review process - your paper is evaluated by experts, and you receive acceptance or rejection updates via email and SMS.
Publication of Paper: Once all documents are submitted, your paper is published without delay, and you can instantly download your certificate and confirmation letter online.
Frequency: Monthly (12 issue Annually).
Journal Type: IJNRD is an international open-access journal offering Low Cost Journal Publication, transparent Peer Review Journal Publication, Crossref DOI, and multidisciplinary research visibility under UGC CARE Approved Journal Publication.
Subject Category: Research Area
Approval, Licenses and Indexing: More Details
Call For Paper - Volume 11 | Issue 4 | April 2026
IJNRD.org offers low-cost journal publication starting at ₹1570 with UGC CARE Approved, refereed, peer-reviewed, open-access publishing. This multidisciplinary monthly journal, available in both online and print formats, features a strong Google Scholar-based impact factor of 8.76, Transparent Peer Review, CrossRef DOI, global indexing, fast publication, and complete metadata for maximum research visibility and citation impact across multidisciplinary domains.
Volume 11 | Issue 4 | April 2026 | IJNRD Transparent Peer Review Certificate | Submit Paper Online
⭐ UGC CARE Approved Refereed Journal | 🔍 Transparent Peer Review | 🌐 Open Access Publishing | 💰 Low-Cost ₹1570 | 🔗 CrossRef DOI & Global Indexing | 📊 Google Scholar Impact Factor 8.76 | 🧪 Multidisciplinary | Online & Print
Submit Paper Online
