TY - GEN
T1 - Open - Source Low-Cost Vaping Machine for Laboratory Testing of Electronic Nicotine Delivery Systems
AU - Fassler, Brett
AU - Hawk, Larry
AU - Goniewicz, Maciej
AU - Sazonov, Edward
N1 - Publisher Copyright:
© 2025 IEEE.
PY - 2025
Y1 - 2025
N2 - Electronic Nicotine Delivery Systems (ENDS, vapes, or e-cigarettes) are becoming increasingly popular, gradually replacing traditional cigarettes as a public health concern. ENDS use an electrically heated atomizer to produce an aerosol inhaled by the user. To study vaping patterns of users in real-life settings, we designed Flexible Robust Instrumentation for Electronic Nicotine Delivery System (FRIENDS), an electronic sensor that attaches to the body of an ENDS and monitors the vaping by detecting the changes in a near-field electromagnetic field. This paper describes an electromechanical Vaping Machine for laboratory testing of FRIENDS sensors (VM-FRIENDS) that can produce programmable vaping patterns, providing control of the number of puffs, puff duration, puff flow rate, and inter-puff interval, thus allowing flexible, human-like puffing for experimentation on ENDS devices. The vaping machine was validated in laboratory experiments. In the timing validation, VM-FRIENDS achieved an average error of 1.1% with a standard deviation of 0.5%. For the puff volume validation, an average percentage error of 4.34% was found. The hardware and software of VM-FRIENDS design are publicly available and may be used by other researchers in the field.
AB - Electronic Nicotine Delivery Systems (ENDS, vapes, or e-cigarettes) are becoming increasingly popular, gradually replacing traditional cigarettes as a public health concern. ENDS use an electrically heated atomizer to produce an aerosol inhaled by the user. To study vaping patterns of users in real-life settings, we designed Flexible Robust Instrumentation for Electronic Nicotine Delivery System (FRIENDS), an electronic sensor that attaches to the body of an ENDS and monitors the vaping by detecting the changes in a near-field electromagnetic field. This paper describes an electromechanical Vaping Machine for laboratory testing of FRIENDS sensors (VM-FRIENDS) that can produce programmable vaping patterns, providing control of the number of puffs, puff duration, puff flow rate, and inter-puff interval, thus allowing flexible, human-like puffing for experimentation on ENDS devices. The vaping machine was validated in laboratory experiments. In the timing validation, VM-FRIENDS achieved an average error of 1.1% with a standard deviation of 0.5%. For the puff volume validation, an average percentage error of 4.34% was found. The hardware and software of VM-FRIENDS design are publicly available and may be used by other researchers in the field.
KW - aerosol production
KW - electronic cigarette
KW - electronic nicotine delivery system
KW - puff topography
KW - vaping machine
KW - wearable sensors
UR - https://www.scopus.com/pages/publications/105016005285
U2 - 10.1109/ICMISI65108.2025.11115183
DO - 10.1109/ICMISI65108.2025.11115183
M3 - Conference contribution
AN - SCOPUS:105016005285
T3 - 2025 International Conference on Machine Intelligence and Smart Innovation, ICMISI 2025 - Proceedings
SP - 231
EP - 235
BT - 2025 International Conference on Machine Intelligence and Smart Innovation, ICMISI 2025 - Proceedings
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2025 International Conference on Machine Intelligence and Smart Innovation, ICMISI 2025
Y2 - 10 May 2025 through 12 May 2025
ER -