Synthetic intelligence (AI) has grown quickly in the previous couple of years, and with that enhance, industries have been in a position to automate and enhance their effectivity in operations.
A characteristic article revealed in AIChE Journal identifies the challenges and advantages of utilizing Intelligence Augmentation (IA) in course of security techniques.
Contributors to this work are Dr. Faisal Khan, professor and chemical engineering division head at Texas A&M College, Dr. Stratos Pistikopoulos, professor and director of the Vitality Institute, Drs. Rajeevan Arunthavanathan, Tanjin Amin, and Zaman Sajid from the Mary Kay O’Connor Safety Middle.
Moreover, Dr. Yuhe Tian from West Virginia College contributed the novel perspective of utilizing AI in course of vegetation from a security perspective.
The analysis foundation is to make use of an AI method to course of security alongside people slightly than changing them in operational decision-making, in response to Khan.
“This analysis goals to develop a complete framework based mostly on IA that integrates AI and Human intelligence (HI) into course of security techniques, guaranteeing enhanced security and effectivity,” Arunthavanathan mentioned. “We purpose to offer a transparent understanding of the potential and limitations of AI, suggest IA methods for his or her efficient implementation to attenuate dangers and enhance security outcomes.”
Serving to People, Not Changing Them
Khan believes that AI and human intelligence could be mixed, dispelling the worry that AI might finally substitute people because it advances in its capability to carry out duties.
“The research examines the challenges in incorporating AI expertise in real-world industrial functions and the way IA can enhance course of monitoring, fault detection, and decision-making to enhance course of security,” Amin mentioned.
Khan contends that AI will enhance security by analyzing real-time information, predicting upkeep wants, and routinely detecting faults. Nonetheless, the IA method, utilizing human decision-making, can also be anticipated to cut back incident charges, decrease operational prices, and enhance reliability.
“The appliance of AI in chemical engineering presents vital challenges, which implies it’s not sufficient to make sure complete course of security,” Sajid mentioned. “To overcome these limitations, IA is launched to work alongside human experience slightly than substitute it.”
The analysis identifies a number of dangers related to implementing AI and IA in course of industries. AI dangers embody information high quality points, overreliance on AI, lack of contextual understanding, mannequin misinterpretation, and coaching and adaptation challenges. Alternatively, the dangers related to IA embody human error in suggestions, battle in AI-HI decision-making, biased judgment, complexity in implementation, and reliability points.
“The researchers are significantly within the challenges of AI and conceptualize IA to enhance human decision-making in course of security,” Tian mentioned. “They’re fascinated by how AI can present correct and immediate responses based mostly on information evaluation whereas human intelligence can provide broader insights and concerns, together with moral and social elements.”
Khan believes that this analysis emphasizes the significance of growing dependable, reliable, and secure AI techniques tailor-made to industrial functions.
“The collaboration between AI and human intelligence is seen as important for advancing course of security,” Khan mentioned. “Ongoing exploration of this synergy to satisfy the evolving calls for of business security will proceed to reinforce AI’s capabilities whereas guaranteeing strong danger administration frameworks are in place,” Pistikopoulos added.