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This study explores challenges facing the applicability of deep learning (DL) in software-defined networks (SDN) based campus networks. The study intensively explains the automation problem that exists in traditional campus networks and how SDN and DL can provide mitigating solutions. It further highlights some challenges which need to be addressed in order to successfully implement SDN and DL in campus networks to make them better than traditional networks.

The study uses a systematic literature review. Studies on DL relevant to campus networks have been presented for different use cases. Their limitations are given out for further research.

Following the analysis of the selected studies, it showed that the availability of specific training datasets for campus networks, SDN and DL interfacing and integration in production networks are key issues that must be addressed to successfully deploy DL in SDN-enabled campus networks.

This study reports on challenges associated with implementation of SDN and DL models in campus networks. It contributes towards further thinking and architecting of proposed SDN-based DL solutions for campus networks. It highlights that single problem-based solutions are harder to implement and unlikely to be adopted in production networks.

Studies have shown that higher education institutions (HEIs) need to achieve deep organizational learning to develop and implement long-term strategies for responding to the climate crisis. This study aims to analyze the sustainability efforts of HEIs, in particular those who use the sustainability tracking, assessment and rating system (STARS), to ascertain what type of organizational learning is being achieved.

This paper does this by analyzing perceptions of learning amongst this group of HEIs. More specifically, it analyzes survey data regarding perceptions of types and system levels of organizational learning achieved by 116 HEIs in the USA that currently use or have used STARS in the past. The approach also aims to develop a macro view of the relationships between practicing campus sustainability, using sustainability reporting tools and learning as an organization.

An examination of the practice of campus sustainability and its relationship to organizational learning reveals that the use of sustainability reporting promotes broad learning, but deep learning at the level of the organization is seldom achieved.

Given the success of using sustainability reporting tools to diffuse knowledge and foster broad learning, this paper argues that such tools should incorporate more metrics relative to soft organizational characteristics of HEIs to shift organizational cultures and foster deeper organizational learning.

This work constitutes one of the few studies analyzing empirical data on campus sustainability, sustainability reporting and organizational learning for a large number of HEIs.

According to the importance of higher education institutions (HEIs) in meeting sustainable development goals (SDGs), the purpose of this study is to analyze how sustainability was implemented in Ecuadorian higher education. The case study of the Universidad Técnica del Norte (UTN) process was analyzed to show the advantages of implementing projects with SD approaches.

This study includes an analytic-synthetic method. In the case study, a longitudinal-documentary method was used to analyze the projects implemented in the UTN. The primary source of information corresponds to reports, minutes, publications, interviews and surveys from the academic staff of UTN, which can be found in the Postgraduate Institute of the UTN archives.

Projects implemented at UTN facilitated the development of skills in the participating university community and influenced the general organizational development of the university. Likewise, the potential benefits of the projects in each of the components are highlighted, so that social learning and the development of skills in students and teachers have been facilitated, focusing on internationalization.

The population analyzed corresponds to Ecuadorian universities and technical institutes, however, access to information from all HEIs is limited, due to processing time and economic resources.

This study presents implications for representatives of higher education and policymakers at the national level since the positive aspects can be rescued to promote the sustainable performance of HEIs.

HEIs train ethical professionals capable of transforming the world. The study shows successful experiences that can be used by other HEIs to have a positive impact on society, providing a sustainable future. In addition, UTN has prioritized the initiative of the students in several activities.

The primary information for the case study comes from the experiences obtained during the international cooperation projects of the UTN. Positive findings and limitations have been identified, which are published with the purpose of contributing to the scientific community.

This study aims to explore the alignment between strategic plans of the Portuguese public higher education institutions (HEIs) and their perception of the integration of sustainability in education and curricula.

The strategic plans from 15 institutions were selected for content analysis; data about the integration of sustainability in education and curricula, from these HEI, were collected with an online questionnaire (self-report survey). Qualitative and quantitative analyses were performed.

Strategic plans of the Portuguese public HEIs seem to not be sufficiently aligned with self-assessment integration of sustainability in education and curricula.

The classifications used in the content analysis were constructed and revised by the authors to reduce coder interpretation issues and subsequent bias in the results. However, some subjectivity could remain. The analysis of strategic plans and self-report surveys answered by top management, or a technician, does not assess the practices and sustainability implementation in education and curricula.

This study allows the self-report of already-implemented practices to be compared to the planned strategy of HEI governance in Portugal as stated in their strategic plans.

An analysis and respective insights on the lack of connection between strategic planning and self-report practices about sustainability implementation, using Portugal as a case study.

In recent decades, the student population in dormitories has increased notably, primarily attributed to the growing number of international students. Dormitories serve as pivotal environments for student development. The coordination and compatibility among students can significantly influence their overall success. This study aims to introduce an innovative method for roommate selection and room allocation within dormitory settings.

In this study, initially, using multi-attribute decision-making methods including the Bayesian best-worst method and weighted aggregated sum product assessment, the incompatibility rate among pairs of students is calculated. Subsequently, using a linear mathematical model, roommates are selected and allocated to dormitory rooms pursuing the twin objectives of minimizing the total incompatibility rate and costs. Finally, the grasshopper optimization algorithm is applied to solve large-sized instances.

The results demonstrate the effectiveness of the proposed method in comparison to two common alternatives, i.e. random allocation and preference-based allocation. Moreover, the proposed method’s applicability extends beyond its current context, making it suitable for addressing various matching problems, including crew pairing and classmate pairing.

This novel method for roommate selection and room allocation enhances decision-making for optimal dormitory arrangements. Inspired by a real-world problem faced by the authors, this study strives to offer a robust solution to this problem.

This paper aims to present insights on the governance of sustainability transitions in higher education in Africa. The authors interrogate the research literatures on the governance of socio-technical transitions in water, electricity, transport and waste management, and identify barriers and enabling factors that enhance transformative practices in universities.

The analytical framework proposed in this paper combines the elements of governance network theory (GNT) and transition topology. The framework of this study is grounded in an actor-centric approach using GNT to understand networks conducive to sustainability transitions. Events and governance networks were mapped on a transition topology to visualise organisational and institutional changes over time. The study engaged students, management, academic and administrative staff in building a community of practice towards sustainability. This research is based on qualitative content analysis grounded in interview data, focus group discussions, workshops, webinars and secondary data analysis.

The findings show that the university has consolidated a sustainability vision and targets, but several factors prevent the community from achieving these targets, including hierarchical decision-making processes, a multitude of disjointed committees and fragmentation in the campus community.

This research adds to an emerging body of literature in the field of sustainability in higher education with two contributions. Firstly, the study presents a novel perspective(s) on the governance of sustainability transitions by combining the literatures on governance and sustainability transitions using a new methodological approach of transition topology to show organisational and institutional changes. Secondly, the study presents new empirical evidence for improving the governance of sustainability transitions in a diverse and highly unequal African university community in the process of (de)colonisation of knowledge and governance.

Collaboration with student leaders is fundamental to the role of higher education in advancing the Sustainable Development Goals (SDG). In 2018, Millennium Campus Network (MCN) and the United Nations Academic Impact (UNAI) partnered to present the Millennium Fellowship. This semester-long leadership development program provides training, connections, and credentials to undergraduates advancing the SDGs. The Fellowship has rapidly expanded to draw over 25,000 applicants annually, with engagement on 136 campuses in 30 nations. This chapter unpacks how this program has grown through unique partnerships – with the United Nation (UN) and with universities. It also emphasizes best practices for how universities can support student leaders committed to the goals. Five best practices for collaboration will be shared:

Break down silos – Invite students to break out of their comfort zones, beyond campus, with discernment.

Prioritize mentorship (1:1 and peer to peer) – powerful faculty/staff–student relationships help students grow – and peer-to-peer mentorship builds robust communities of practice.

Align incentives for collaboration – from academic credit to seed funding, incentives can create an ideal environment for peer-to-peer collaboration.

Build virtual community – leverage technology to build cross-campus opportunities.

Centre-student voice – ensure students can co-create programs and opportunities.

To illuminate these points, we feature examples of Millennium Fellows’ experiences in the program. The prevailing theme that emerges: building processes that centre-students’ commitments and feedback builds trust and creates the foundation for dynamic partnerships to form.

This study aims to examine the mediating role of students’ knowledge of sustainable development (SD) in the relationship between green campus initiatives by higher education institutions (HEIs) and student proactivity.

The research, with a quantitative approach, was carried out with students linked to HEIs belonging to the Sustainable Campus Network – Portugal (RCS-PT).

It was concluded that communications of HEI SD initiatives, green campus operations and approach to SD in the classroom have a positive and significant effect on students’ proactivity toward SD. It was also concluded that SD-oriented student knowledge is a mediator in these relationships.

An underlying argument is that students with SD-oriented knowledge engage in proactive behaviors, taking the best HEI initiatives as a precedent among students of the HEIs belonging to the RCS-PT.

HEI initiatives can be drivers for proactive student behaviors regarding SD. Thus, this study brings guidance to university leaders and other stakeholders. The findings can also be useful for those involved in planning SD-oriented actions in HEIs.

Strengthen the role of higher education as co-creators of change by promoting the principles of SD in future professionals. Education is a strong instrument for behavioral change, so HEIs play a fundamental role here having a direct impact on society.

This research sought to expand the dialogue about SD in HEIs, especially in achieving sustainable development goals, intertwined with the idea of participation and engagement of students.

Higher education institutions have a critical role in creating and disseminating the knowledge required to address the complex global challenges faced by global society, as summarized in the Sustainable Development Goals (SDGs). This role of higher education is linked with the concept of internationalization, which has recently been called upon to help contribute to tackle the global challenges and meet the SDGs, particularly through more attention to “Internationalization at Home” (IaH). This paper aims to examine the role of higher education in addressing the SDGs, especially with respect to the links between IaH and the SDGs.

A case study of the International Campus of Zhejiang University (iZJU) is conducted to illustrate how iZJU, which is a pioneer of “Internationalization at Home” and an exemplar of sustainable campus in China, contributes to the value of the SDGs and makes an impact.

The authors examine the practice of IaH at iZJU in the dimensions of organization, curriculum, people and campus, and the authors find evidence from the iZJU model in addressing the value of the SDG4, 6, 7, 11, 13, 14, 15, 16 and 17.

First, the authors contribute to the literature on the role of higher education in addressing the SDGs, especially with respect to the links between IaH and the SDGs. Second, the authors contribute to the IaH literature by examining IaH from a Chinese perspective, as there has been little exploration of what IaH means beyond the European context. Third, the authors build on the analytical framework in the IaH literature in the dimensions of organization, curriculum and people and extend with a new dimension of campus. Fourth, the authors show that IaH is a comprehensive approach to include both curriculum internationalization and campus internationalization.

This study aims to identify a sustainable university’s key features. It is an essential step in tracing the topics discussed in the context of a sustainable university and their evolution in the scientific discourse.

This paper relies on a systematic literature review (SLR) conducted using two scholarly databases: Emerald and Scopus. The timeframe selected by the authors for reviewing the available sources spans from 2001 to 2021.

The analysis distinguished seven sustainable university categories, each revealing critical features of sustainable higher education. Each of these categories represents an intriguing area for in-depth analysis. The SLR reveals gaps requiring further scientific exploration.

The performed literature review was determined by the choice of entries (keywords) to identify the scientific papers in the selected databases. Moreover, as the authors aimed to focus on peer-reviewed sources, this SLR did not include books and doctoral dissertations dealing with the studied issues.

The results of the analysis can be used practically by both researchers and practitioners in the field of sustainable development (SD). Identified scientific gaps become a potential research field, and practitioners interested in the transition toward SD may contribute by accompanying universities in this journey. Collaboration and networking with business stakeholders are critical vectors for spreading the idea of SD.

Society’s growing concern for climate change requires accurate and specific actions from institutions. As entities educating future generations, universities have a unique role in transforming toward SD. The findings allow us to get acquainted with the existing main activities undertaken by higher education institutions in this field and understand the importance of this topic for researchers.

SLR is a cornerstone of research synthesis and helps integrate scientific evidence from qualitative and quantitative published studies. Conducted research presents knowledge about university sustainability and can help scientists find research gaps.