Jurnal Ecotipe (Electronic, Control, Telecommunication, Information, and Power Engineering)
Vol 13 No 1 (2026): Jurnal Ecotipe, April 2026

Design of Sepic Converter as Battery Charger with Artificial Neural Network - PID Method for Load Variation

Endro Wahjono (Unknown)
Suryono (Unknown)
Pribadi, R. Nur Alfian (Unknown)



Article Info

Publish Date
30 Apr 2026

Abstract

More$ adaptable$ charging me$thods are$ re$quire$d as a re$sult of the$ growing varie$ty of e$le$ctronic gadge$ts that use$ re$charge$able$ batte$rie$s brought about by te$chnological advance$me$nts. Whe$n trying to charge$ diffe$re$nt batte$ry type$s with a same$ charge$r, diffe$re$nce$s in batte$ry parame$te$rs, like$ voltage$ and capacity, pre$se$nt difficultie$s. This study sugge$sts an adaptive$ charging syste$m that can charge$ se$ve$ral batte$ry type$s using a single$ port conne$ction in orde$r to solve$ this proble$m. To transform a 24 V DC input into an output voltage$ appropriate$ for the$ particular batte$ry re$quire$me$nts, the$ syste$m use$s a SE$PIC conve$rte$r whose$ duty cycle$ is controlle$d by a microproce$ssor. The$ duty cycle$ rise$s until a spe$cific curre$nt le$ve$l is me$asure$d whe$n a batte$ry is attache$d and the$ limit switch is activate$d. The$ me$asure$d voltage$ and curre$nt data are$ the$n proce$sse$d by an Artificial Ne$ural Ne$twork (ANN) algorithm to de$te$rmine$ the$ batte$ry type$ and se$t the$ appropriate$ charging voltage$ se$tpoint. Afte$r that, a PID controlle$r is use$d to ke$e$p the$ charging conditions ste$ady. LiFe$PO4 (12.8 V, se$tpoint 14.6 V), Li-ion (14.8 V, se$tpoint 16.8 V), and Le$ad Acid (12 V, se$tpoint 14.4 V) batte$rie$s we$re$ use$d to te$st the$ syste$m. The$ syste$m succe$ssfully charge$d all thre$e$ batte$ry type$s with an ave$rage$ e$rror of 0.174%, according to e$xpe$rime$ntal findings, de$monstrating pre$cise$ and re$liable$ control pe$rformance$.

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Journal Info

Abbrev

ecotipe

Publisher

Subject

Computer Science & IT Control & Systems Engineering Electrical & Electronics Engineering Engineering

Description

This scientific journal is called Jurnal Ecotipe (Electronic, Control, Telcommunication, Information, and Power Engineering) with clusters of science in the field of Electrical Engineering covering the field of Electronics, Control, Telecommunications, Information/Informatics, and Power Electricity. ...