A Framework for Improving Intrusion Detection Systems by Combining Artificial Intelligence and Situational Awareness

The vast majority of companies do not have the requisite tools and analysis to make use of the data obtained from security incidents in order to protect themselves from attacks and lower their risk. Intrusion Detection Systems (IDS) are deployed by numerous businesses to lessen the impact of network attacks. This is mostly attributable to the fact that these systems are able to provide a situational picture of network traffic regardless of the method or technology that is used to generate alerts. In this paper, a framework is proposed for improving the performance of contemporary IDSs by incorporating Artificial Intelligence (AI) into multiple layers, presenting the appropriate abstraction and accumulation of information, and generating valuable logs and metrics for security analysts to use in order to make the most informed decisions possible. This is further enabled by including Situational Awareness (SA) at the fundamental levels of the framework. Keywords: Intrusion Detection System, Machine Learning, Deep Learning, Shallow Learning, Security Operation Center, Situational Awarenes

A Framework for Improving Intrusion Detection Systems by Combining Artificial Intelligence and Situational Awareness

The vast majority of companies do not have the requisite tools and analysis to make use of the data obtained from security incidents in order to protect themselves from attacks and lower their risk. Intrusion Detection Systems (IDS) are deployed by numerous businesses to lessen the impact of network attacks. This is mostly attributable to the fact that these systems are able to provide a situational picture of network traffic regardless of the method or technology that is used to generate alerts. In this paper, a framework is proposed for improving the performance of contemporary IDSs by incorporating Artificial Intelligence (AI) into multiple layers, presenting the appropriate abstraction and accumulation of information, and generating valuable logs and metrics for security analysts to use in order to make the most informed decisions possible. This is further enabled by including Situational Awareness (SA) at the fundamental levels of the framework. Keywords: Intrusion Detection System, Machine Learning, Deep Learning, Shallow Learning, Security Operation Center, Situational Awarenes

Designing an Architectural Model of Crisis Management Information System for Natural Disasters in Iran

Introduction: The crisis management information system (CMIS) is a mission-critical system that enables the crisis management team for understanding, diagnosing, interpreting, analyzing, structuring, and making decisions faster by providing timely and high-quality information at the right time. The purpose of this research is to provide an architectural model of a CMIS for managing natural disasters in the process of finding trapped victims and relieving them. Materials and Methods: This applied study was conducted in 2020 in two stages. First, data on CMIS used in selected countries were collected from electronic resources and digital libraries and were then analyzed. Next, a preliminary model of CMIS architecture including three aspects of informational content, applications, and technological requirements, was prepared using these systems and experts’ interviews. Finally, the architectural model of CMIS validated by the Delphi technique and the focus group. Results: The analysis of experts in three rounds of Delphi test for three aspects of informational content, applications and technological requirements in the architectural model was performed with the presence of experts at the national level and the consensus rate over 75% was obtained for 7 modules and 28 proposed components of the CMIS. Conclusion: The architecture of information systems has a direct impact on the performance of these systems. Using an appropriate architecture for CMIS can be an effective step towards reducing the costs and consequences of crises in Iran and countries with similar conditions and have a significant impact on saving human lives in emergency situations

Operational plan for responding to and rescuing works of art in the event of a fire: a case study for the Sacred Art Collection in Trogir, Croatia

Objective: To develop a model of an operational plan for rescuing cultural heritage on the example of the Sacred Art Collection in the city of Trogir, Croatia. Methods: We assessed the situation in the Sacred Art Collection, evaluated the existing safety measures, estimated the value of artifacts, made prioritization by value, measured each artifact, and developed grab sheets. Results: We produced an operational plan containing the general facility information, interior and exterior contacts’ list, the evacuation of people procedure, risk assessment, floor plans, list of priority artifacts, management structure, artifact evacuation procedure, triage room location, temporary storage areas, and grab sheets. Conclusion: The specific measurement for responding to and rescuing work of art in case of fire should be separate for each heritage micro and macro site in the historical cities. These measures differ from other similar measures because they take into consideration the material and non-material value of a work of art, which differ from case to case

AI Knowledge Transfer from the University to Society

AI Knowledge Transfer from the University to Society: Applications in High-Impact Sectors brings together examples from the "Innovative Ecosystem with Artificial Intelligence for Andalusia 2025" project at the University of Seville, a series of sub-projects composed of research groups and different institutions or companies that explore the use of Artificial Intelligence in a variety of high-impact sectors to lead innovation and assist in decision-making. Key Features Includes chapters on health and social welfare, transportation, digital economy, energy efficiency and sustainability, agro-industry, and tourism Great diversity of authors, expert in varied sectors, belonging to powerful research groups from the University of Seville with proven experience in the transfer of knowledge to the productive sector and agents attached to the Andalucía TECH Campu

Pandemic flu preparedness: ethical issues and recommendations to the Indiana State Department of Health

Four Recommendations are proposed: 1. the State must identify all healthcare workers who are deemed to be critically necessary during the pandemic; 2. the State and healthcare organizations should adopt a “high expectations, no punishment” approach to absenteeism; 3. the State should set and communicate expectations that healthcare institutions have adequate medical supplies and that these institutions ensure these supplies be made available to all personnel expected to interact with patients; and 4. the State should encourage healthcare institutions to establish clear policies for determining sanctions for noncompliance with expected responsibilities that are both fair and responsive to exceptional circumstances.The Indiana State Department of Healt

The Interactive Medical Emergency Department (iMED): Architectural Integration of Digital Systems into the Emergency Care Environment

In healthcare, the architectural response to the development of information technologies has largely been relegated to a reactive role, essentially waiting for systems to develop and simply accommodating them with appropriately sized spaces. Designing IT systems independently from, rather than integrally with, their environment impedes them from reaching their full potential as vital components in the delivery of care by creating a lack of flexibility, decelerating performance, and degrading the healing environment. The flexibility of the environment is compromised by fixed position, single user data systems which prevent it from actively adapting to changing conditions, especially during volumetric surges associated with mass casualty events. Additionally, the delivery of care is hindered by traditional data entry points which minimize the caregiver\u27s ability to utilize information effectively by increasing distances to, and wait times for, available platforms. Furthermore, the overall quality of the healing environment is degraded by the increasing amount of technological clutter which can be difficult to sanitize, intimidating to patients, and unsafe by frustrating care. Dissolving the disconnect between architectural environments and information technology can be achieved by devising architectural elements and treatment protocols which would fuse both entities together, creating a more holistic, digitally integrated setting in which to deliver care. Utilizing advances such as integrated wall interfaces and environmental sensor systems would improve the delivery of care by empowering users and architectural settings with the ability to effectively adapt to changing conditions, increase accessibility to information, and streamline care for improved patient outcomes. Replacing fixed position, single user data entry systems with environmentally integrated surface interfaces would improve flexibility and performance by creating a multitude of localized points to access data, as well as streamline and simplify the environment by eliminating technological clutter. The process in which to derive an architectural response to the thesis statement was initiated by performing a series of interviews with nationally prominent professionals in the fields of healthcare architecture and information technology, attending international design conferences, interning in health facilities, assembling a cross-disciplinary thesis committee, and conducting a thorough literature review. The thesis research phase began by studying the historical progression and significance of information technology in healthcare environments in order to discern the architectural role in the implementation of these systems. The research focus was then shifted to all areas of architecture, identifying applicable precedent studies in which the environmental integration of information technology had enhanced the quality of the setting, highlighting characteristics that would improve flexibility, performance, and outcomes in the field of healthcare. From this exploration, a series of typological selection criteria were developed in order to determine which area within the healthcare spectrum would best demonstrate the potentials of this union. The emergency care environment was selected as an appropriate vessel to implement the thesis, due to its need for flexibility in order to accommodate ever changing demographic needs, significant volumetric shifts, fast paced care delivery which is dependent on the rapid utilization of information, and high patient turnover rate requiring an efficient throughput processes. Specific problems relevant to contemporary emergency departments were then identified, including overcrowding, staffing issues, and inability to accommodate for volumetric surges, all of which stem from inadequate throughput methodologies. The thesis then explored how the fusion of digital modalities with architectural elements in the emergency care environment would remediate these problems by improving the throughput of the facility. To ensure the final design holistically satisfies the goal of improving the quality and effectiveness of emergency care through the environmental integration of information technology, a series of design principles were developed to serve as its basis. In order to optimize data flow, access to input areas must be maximized by conceiving the building as an interface, where spatial boundaries become digital connections. If integrated data systems are to be accessible from a universal architectural interface and respond in a safe and controlled manner, digital scanning technologies such as biometrics and RFID tagging must be fused with physical threshold conditions in order to enable the digital system\u27s recognition of its inhabitants. In an additional effort to maintain safety, maximize workability, and ensure a level of sterility in sensitive environments, the facility needs to be designed into layers of penetration, regulating access to only those users who meet proper security clearances. Furthermore, the facility needs to act like a sponge, easily expanding and contracting the layers of penetration in an effort to accommodate unpredictable volumetric increases during mass casualty events. In addition to increasing its capacity, the facility should also be prepared to appropriate adjacent, existing infrastructure for overflow shelter and staging operations during such events. The programmatic typology of a freestanding medical emergency department, in which there is no connection to an existing facility, was selected with the intention of deriving a pure condition which eliminated extraneous influences from diluting the focus of this thesis on the relationship between information technology and architecture. Although rare in the US, freestanding emergency care facilities are a viable option for expanding healthcare provider\u27s coverage, capturing areas with growing populations, and improving the regional capability to respond effectively during mass casualty events. The base program was derived from the Swedish Medical Issaquah Campus Freestanding Emergency Department in Seattle, Washington, and then modified to function as a Point of Distribution (POD) site during mass casualty events. A series of potential mass casualty event scenarios were then developed in order to effectively prepare conceptual simulations to test possible responses from the facility\u27s program. The thesis proposal consists of a freestanding, 40,000+ square foot Interactive Medical Emergency Department (iMED) located in Charleston, SC. The proposal is guided by an established set of design principles, aiming to improve the delivery of emergency care during daily operations and mass casualty surge events through the architectural integration of information technology. In order to provide a range of possible disaster response situations, the building was located in the densely populated peninsula area of Charleston, South Carolina, within a region which is susceptible to an assortment of mass casualty events (including hurricanes, earthquakes, and terrorist attacks). The final site within the urban context adheres to a set of established criteria, including placement on open, stable, elevated land adjacent to the major access arterials of I-26, Hwy 17, and Meeting Street. Additionally, the site was located within a rapidly expanding, non-historical sector of the city which is not part of an existing healthcare complex. By meeting regional and urban conditions defined in the criteria, the site\u27s location strengthens the facility\u27s ability to deliver care during both daily and surge conditions substantially