C’s Dynamic Memory Allocation Assisting AI Model Training Dataset AI Embedded Systems use concepts of C’s Dynamic Memory Allocation
Authors
Arav Bansal
Founder & CEO AVAUIRK (OPC) Private Limited (IN)
Article Information
DOI: 10.51583/IJLTEMAS.2025.1412000116
Subject Category: AI Embedded Systems use concepts of C’s Dynamic Memory allocation
Volume/Issue: 14/12 | Page No: 1342-1350
Publication Timeline
Submitted: 2026-01-13
Published: 2026-01-12
Abstract
Embedded AI devices operate under tight resource constraints (limited RAM, CPU, and power), yet they need to run inference efficiently. Dynamic memory allocation and dynamic variables play a crucial role here. Embedded systems often use C for AI deployment, so dynamic memory management (malloc, calloc, realloc, free) is central for ‘Model Parameter Storage’, ‘Input Buffers for Sensor Data’, ‘Batch Processing and Streaming’, ‘Memory Pooling’, ‘Dynamic variables for adaptability’.
Keywords
C, Dynamic Memory Allocation, Dynamic Variables, AI Model Training dataset, Embedded Systems
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References
1. Below are the reference sites which I traversed to help build my understanding: [Google Scholar] [Crossref]
2. Inventor of C (books, articles) by Dennis MacAlistair Ritchie & Ken Thompson (Dennis Ritchie - Wikipedia) [Google Scholar] [Crossref]
3. Classic Data Structures by D. Samanta - Classic Data Structures - Google Books [Google Scholar] [Crossref]
4. Stanford Education : Scheduling Techniques for Concurrent Systems March 24, 2000 (10) [Google Scholar] [Crossref]
5. Dynamic Memory Allocation and Fragmentation – by Nikola Zlatanov (link) [Google Scholar] [Crossref]
6. OpenAI website - OpenAI (https://openai.com) [Google Scholar] [Crossref]
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