Creating Smart Cities: A Review for Holistic Approach
Abstract
:1. Introduction
2. Research Questions, Significance and Outcome
- What is the proportion of distribution in the academic/scholarly publications related to smart cities among infrastructure engineering, IT and management?
- What concerns can arise due to possible disproportionate distribution in publications, in the understanding of the concept of smart cities?
3. Literature Review
3.1. Review Approach
3.1.1. Information Technology
3.1.2. Infrastructure Engineering
3.1.3. Management—People/Business
3.2. Theoretical Framework
4. Research Methodology
4.1. Database and Keywords for Search
4.2. Search and Sampling Process
title-abs-key (‘smart cities’) and (limit-to (srctype, ‘j’)) and (limit-to (pubstage, ‘final’)) and (limit-to (language, ‘english’))
4.3. Data Collection Strategies and Analysis Techniques
4.4. Preparing and Processing Data
Data Entry, Coding, Editing and Missing Data
4.5. Limitations in the Analysis
4.6. Research Neutrality, Reliability and Validity
5. Analysis and Findings
6. Discussion
7. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Appendix A
Word | Count | Weighted (%) | Similar Words/Themes |
---|---|---|---|
smartness | 2177 | 6.45 | smart, smartness |
internet | 776 | 2.30 | internet |
things | 708 | 2.10 | thing, things |
networks | 665 | 1.97 | network, networked, networking, networks |
cities | 651 | 1.93 | cities |
systems | 563 | 1.67 | system, systems |
computing | 505 | 1.50 | computation, computational, computationally, computer, computers, computing |
learning | 305 | 0.90 | learning |
sensors | 303 | 0.90 | sensor, sensors |
mobility | 278 | 0.82 | mobile, mobilities, mobility |
security | 268 | 0.79 | secure, security |
energy | 258 | 0.76 | energy |
intelligent | 253 | 0.75 | intelligence, intelligent |
urbanisation | 252 | 0.75 | urban, urbanism, urbanisation |
management | 252 | 0.75 | management |
model | 251 | 0.74 | model, modeling, modelling, models |
service | 244 | 0.72 | service, services |
cloud | 227 | 0.67 | cloud, clouds |
vehicle | 194 | 0.57 | vehicle, vehicles |
communication | 188 | 0.56 | communication, communications, communities, community |
information | 187 | 0.55 | informal, informality, information, informational, informed |
wireless | 173 | 0.51 | wireless |
transportation | 169 | 0.50 | transport, transportation |
machine | 163 | 0.48 | machine, machines |
technology | 162 | 0.48 | technological, technologically, technologies, technology |
analysis | 154 | 0.46 | analysi, analysis |
traffic | 152 | 0.45 | traffic |
governance | 145 | 0.43 | governance, government |
social | 129 | 0.38 | social, socially |
optimised | 128 | 0.38 | optimal, optimality, optimisation, optimised, optimiser |
applications | 126 | 0.37 | application, applications |
multi | 126 | 0.37 | multi |
distributed | 124 | 0.37 | distributed, distribution, distributional |
based | 124 | 0.37 | based |
algorithm | 123 | 0.36 | algorithm, algorithmic, algorithmisation, algorithms |
privacy | 122 | 0.36 | privacy |
control | 120 | 0.36 | control, controlled, controller, controllers, controlling, controls |
detection | 118 | 0.35 | detection |
processing | 118 | 0.35 | process, processes, processing |
sensing | 117 | 0.35 | sense, sensed, sensing |
public | 106 | 0.31 | public, publication |
digitisation | 98 | 0.29 | digital, digitalisation, digitally, digitisation |
analytics | 98 | 0.29 | analytic, analytical, analytics |
sustainability | 95 | 0.28 | sustainability, sustainable |
architectures | 91 | 0.27 | architectural, architecture, architectures |
monitoring | 91 | 0.27 | monitor, monitoring |
quality | 91 | 0.27 | quality |
neural | 88 | 0.26 | neural |
plans | 88 | 0.26 | planned, planning, plans |
efficiency | 87 | 0.26 | efficiency, efficient |
routing | 87 | 0.26 | route, routing |
clustering | 86 | 0.25 | cluster, clustering, clusters |
blockchain | 84 | 0.25 | blockchain, blockchains |
mining | 82 | 0.24 | mining |
software | 79 | 0.23 | software, softwarisation |
predictive | 77 | 0.23 | predictable, predicted, predicting, prediction, predictive |
vehicular | 76 | 0.23 | vehicular |
design | 74 | 0.22 | design |
environment | 72 | 0.21 | environment, environments |
innovation | 71 | 0.21 | innovation, innovations, innovative, innovativeness |
power | 69 | 0.20 | power, powered |
resource | 69 | 0.20 | resource, resources |
decision | 68 | 0.20 | decision, decisions |
parking | 65 | 0.19 | parked, parking, parks |
artificial | 64 | 0.19 | artificial |
cyber | 63 | 0.19 | cyber |
health | 62 | 0.18 | health |
human | 61 | 0.18 | human, humane, humanizing |
citizen | 59 | 0.17 | citizen, citizens, citizens’, citizens’ |
electric | 59 | 0.17 | electric, electrical, electricity |
aware | 59 | 0.17 | aware, awareness |
building | 58 | 0.17 | building, buildings |
dynamics | 58 | 0.17 | dynamic, dynamical, dynamicity, dynamics |
physical | 58 | 0.17 | physical, physically, physics |
platform | 57 | 0.17 | platform, platforms |
access | 57 | 0.17 | access, accessibility |
crowdsourcing | 57 | 0.17 | crowdsourced, crowdsourcing |
protocol | 57 | 0.17 | protocol, protocols |
authentication | 56 | 0.17 | authentication |
imaging | 55 | 0.16 | image, images, imaging |
simulation | 55 | 0.16 | simulated, simulation, simulations, simulator |
device | 53 | 0.16 | device, devices |
semantic | 53 | 0.16 | semantic, semantics |
infrastructure | 52 | 0.15 | infrastructure, infrastructures |
performance | 52 | 0.15 | performance, performances, performativity |
video | 52 | 0.15 | video, videos |
surveillance | 51 | 0.15 | surveillance |
theory | 51 | 0.15 | theory |
context | 50 | 0.15 | context |
agent | 49 | 0.15 | agent, agents |
development | 49 | 0.15 | developed, developing, development |
sharing | 49 | 0.15 | share, shared, sharing |
virtual | 49 | 0.15 | virtual, virtualisation, virtualised |
integrity | 49 | 0.15 | integral, integrals, integrated, integrating, integration, integrity |
visualisation | 48 | 0.14 | visual, visualisation, visually |
classification | 47 | 0.14 | classification |
fuzzy | 47 | 0.14 | fuzzy |
healthcare | 47 | 0.14 | healthcare |
localisation | 47 | 0.14 | local, localism, localisation, locally |
collection | 47 | 0.14 | collection, collective |
industrial | 46 | 0.14 | industrial, industry |
location | 46 | 0.14 | location, locational, locations, locative |
pattern | 46 | 0.14 | pattern, patterns |
encryption | 44 | 0.13 | encrypted, encryption |
policy | 44 | 0.13 | policies, policy |
crowd | 43 | 0.13 | crowd, crowded |
evaluation | 43 | 0.13 | evaluation |
recognition | 43 | 0.13 | recognition |
lights | 42 | 0.12 | light, lighting, lights |
stream | 42 | 0.12 | stream, streaming, streams |
autonomous | 42 | 0.12 | autonomic, autonomous |
cognitive | 42 | 0.12 | cognition, cognitive |
defined | 41 | 0.12 | define, defined |
collaborative | 41 | 0.12 | collaboration, collaborative |
object | 41 | 0.12 | object, objective, objectives, objectivity, objects |
spatial | 40 | 0.12 | spatial |
waste | 40 | 0.12 | waste |
trust | 40 | 0.12 | trust, trusted, trusts |
making | 39 | 0.12 | making |
adaptive | 39 | 0.12 | adaptability, adaptation, adaptive |
scheduling | 39 | 0.12 | scheduler, schedulers, scheduling |
vanet | 39 | 0.12 | vanet, vanets |
framework | 38 | 0.11 | framework, frameworks |
radios | 38 | 0.11 | radio, radios |
emerging | 37 | 0.11 | emergence, emergency, emergent, emerging |
fusion | 36 | 0.11 | fusion |
knowledge | 36 | 0.11 | knowledge |
media | 36 | 0.11 | media |
positioning | 35 | 0.10 | position, positioning, positive |
value | 35 | 0.10 | value, valued, values |
business | 35 | 0.10 | business, businesses |
connected | 35 | 0.10 | connected, connection, connections, connectivity |
green | 35 | 0.10 | green |
identification | 35 | 0.10 | identification |
safety | 35 | 0.10 | safety |
support | 35 | 0.10 | support, supported, supportive |
water | 35 | 0.10 | water |
convolutional | 34 | 0.10 | convolution, convolutional |
environmental | 34 | 0.10 | environmental |
ontology | 34 | 0.10 | ontological, ontologies, ontology |
participation | 33 | 0.10 | participant, participation |
space | 33 | 0.10 | space, spaces |
allocation | 32 | 0.09 | allocation |
function | 32 | 0.09 | function, functional, functions |
interaction | 32 | 0.09 | interaction, interactions, interactive, interactivity |
tracking | 32 | 0.09 | tracking |
operations | 32 | 0.09 | operating, operation, operational, operations, operator |
chain | 31 | 0.09 | chain, chains |
middleware | 31 | 0.09 | middleware, middlewares |
signal | 31 | 0.09 | signal, signaling, signalling, signals |
attack | 30 | 0.09 | attack, attacker, attacks |
crowdsensing | 30 | 0.09 | crowdsensing |
structural | 30 | 0.09 | structural, structuration, structure, structured, structures |
consumption | 29 | 0.09 | consumption |
intrusion | 29 | 0.09 | intrusion, intrusive |
pricing | 29 | 0.09 | price, pricing |
temporal | 29 | 0.09 | temporal |
charging | 28 | 0.08 | charging |
complex | 28 | 0.08 | complex, complexity |
embedding | 28 | 0.08 | embedded, embedding |
engineering | 28 | 0.08 | engine, engineering, engines |
event | 28 | 0.08 | event, events |
pervasive | 28 | 0.08 | pervasive |
preserving | 28 | 0.08 | preservation, preserving |
smartphone | 28 | 0.08 | smartphone, smartphones |
supply | 28 | 0.08 | supply |
transformation | 28 | 0.08 | transform, transformation, transformations, transformative |
behavior | 27 | 0.08 | behavior, behavioral, behaviors |
congestion | 27 | 0.08 | congested, congestion |
interoperability | 27 | 0.08 | interoperability, interoperation |
pollution | 27 | 0.08 | pollution, pollutions |
programming | 27 | 0.08 | program, programming |
selection | 27 | 0.08 | selection, selections, selective |
series | 27 | 0.08 | series |
ubiquitous | 27 | 0.08 | ubiquitous |
center | 26 | 0.08 | center, centered, centers |
delay | 26 | 0.08 | delay |
indoor | 26 | 0.08 | indoor |
multimedia | 26 | 0.08 | multimedia |
point | 26 | 0.08 | point, points |
ecosystem | 25 | 0.07 | ecosystem, ecosystems |
genetic | 25 | 0.07 | genetic |
global | 25 | 0.07 | global |
index | 25 | 0.07 | index, indexing |
layer | 25 | 0.07 | layer, layered, layering, layers |
problem | 25 | 0.07 | problem, problems |
aerial | 24 | 0.07 | aerial |
economy | 24 | 0.07 | economies, economy |
estimation | 24 | 0.07 | estimated, estimation |
experience | 24 | 0.07 | experience, experiment |
generator | 24 | 0.07 | generated, generation, generations, generative, generator |
geographic | 24 | 0.07 | geographic, geographical, geographics |
graphs | 24 | 0.07 | graph, graphs |
methods | 24 | 0.07 | method, methods |
oriented | 24 | 0.07 | orientation, oriented, orienteering |
measurements | 24 | 0.07 | measure, measurement, measurements, measures |
centric | 23 | 0.07 | centric, centricity |
demand | 23 | 0.07 | demand |
filter | 23 | 0.07 | filter, filtering, filters |
future | 23 | 0.07 | future, futures |
hybrid | 23 | 0.07 | hybrid, hybridism, hybridity, hybridised |
living | 23 | 0.07 | living |
logic | 23 | 0.07 | logic |
participatory | 23 | 0.07 | participatory |
scale | 23 | 0.07 | scale, scaling |
street | 23 | 0.07 | street |
approach | 22 | 0.07 | approach, approaches |
arduino | 22 | 0.07 | arduino, arduinos |
automation | 22 | 0.07 | automated, automation |
channel | 22 | 0.07 | channel, channels |
feature | 22 | 0.07 | feature, features |
heterogeneous | 22 | 0.07 | heterogeneity, heterogeneous |
indicators | 22 | 0.07 | indicator, indicators, indices |
parallel | 22 | 0.07 | parallel, parallelism, parallelised |
study | 22 | 0.07 | studies, study |
travel | 22 | 0.07 | travel, traveler, travelers, traveling |
unmanned | 22 | 0.07 | unmanned |
mechanisms | 22 | 0.07 | mechanical, mechanics, mechanism, mechanisms |
assessment | 21 | 0.06 | assessment |
cooperative | 21 | 0.06 | cooperation, cooperative |
online | 21 | 0.06 | online |
personalised | 21 | 0.06 | person, personal, personalised, persons |
attribute | 21 | 0.06 | attribute, attributes |
cryptography | 20 | 0.06 | cryptography |
raspberry | 20 | 0.06 | raspberry |
reinforcement | 20 | 0.06 | reinforcement |
source | 20 | 0.06 | source, sources, sourcing |
storage | 20 | 0.06 | storage |
utilisation | 20 | 0.06 | utilities, utility, utilisation |
discovery | 19 | 0.06 | discovery |
large | 19 | 0.06 | large |
matching | 19 | 0.06 | matching |
production | 19 | 0.06 | product, production, productivity, products |
random | 19 | 0.06 | random, randomised |
reality | 19 | 0.06 | realities, reality |
research | 19 | 0.06 | research |
standards | 19 | 0.06 | standard, standardisation, standardised, standards |
stations | 19 | 0.06 | station, stations |
strategy | 19 | 0.06 | strategies, strategy |
tolerant | 19 | 0.06 | tolerance, tolerant |
trajectory | 19 | 0.06 | trajectories, trajectory |
ambient | 19 | 0.06 | ambient, ambients |
anomaly | 19 | 0.06 | anomalies, anomaly |
augmented | 19 | 0.06 | augmentation, augmented |
content | 19 | 0.06 | content, contention |
metering | 19 | 0.06 | meter, metering, meters |
contract | 18 | 0.05 | contract, contracts |
database | 18 | 0.05 | database, databases |
forecasting | 18 | 0.05 | forecast, forecasting |
reliability | 18 | 0.05 | reliability, reliable |
robot | 18 | 0.05 | robot, robotic, robotics, robots |
camera | 18 | 0.05 | camera, cameras |
interface | 18 | 0.05 | interface, interfaces |
linear | 18 | 0.05 | linear, linearisation |
renewable | 18 | 0.05 | renewable, renewal |
response | 18 | 0.05 | response, responsive |
science | 18 | 0.05 | science, sciences |
stochastic | 18 | 0.05 | stochastic |
vision | 18 | 0.05 | vision |
activity | 17 | 0.05 | activation, active, activities, activity |
anonymity | 17 | 0.05 | anonymity, anonymous |
hierarchical | 17 | 0.05 | hierarchal, hierarchical |
level | 17 | 0.05 | level, levels |
representation | 17 | 0.05 | representation, representational |
search | 17 | 0.05 | search, searching |
agreement | 17 | 0.05 | agreement |
decentralised | 17 | 0.05 | decentralisation, decentralised |
driven | 17 | 0.05 | driven |
engagement | 17 | 0.05 | engagement |
harvesting | 17 | 0.05 | harvest, harvester, harvesting |
markov | 17 | 0.05 | markov |
multiplication | 17 | 0.05 | multiple, multiplication |
noise | 17 | 0.05 | noise |
offloading | 17 | 0.05 | offloading |
query | 17 | 0.05 | queries, query |
sparse | 17 | 0.05 | sparse |
states | 17 | 0.05 | state, stateful, states |
compressive | 16 | 0.05 | compressed, compression, compressive |
forwarding | 16 | 0.05 | forward, forwarding |
identity | 16 | 0.05 | identity |
metric | 16 | 0.05 | metric, metrics |
navigation | 16 | 0.05 | navigation |
opportunistic | 16 | 0.05 | opportunistic |
deployment | 16 | 0.05 | deploy, deployment |
logistics | 16 | 0.05 | logistic, logistics |
review | 16 | 0.05 | review, reviews |
swarm | 16 | 0.05 | swarm, swarms |
bluetooth | 15 | 0.04 | bluetooth |
challenges | 15 | 0.04 | challenges |
coverage | 15 | 0.04 | coverage |
cultural | 15 | 0.04 | cultural, culture |
direct | 15 | 0.04 | direct, directed, directing, direction, directional, directionally, directions, directivity |
dissemination | 15 | 0.04 | dissemination, disseminations |
enhanced | 15 | 0.04 | enhanced, enhancement, enhancements, enhancing |
gamification | 15 | 0.04 | gamification |
language | 15 | 0.04 | language, languages |
placement | 15 | 0.04 | placement |
protection | 15 | 0.04 | protection |
zigbee | 15 | 0.04 | zigbee |
benchmarking | 14 | 0.04 | benchmark, benchmarking |
recommendation | 14 | 0.04 | recommendation, recommendations, recommender |
aggregation | 14 | 0.04 | aggregate, aggregates, aggregation, aggregator |
assisted | 14 | 0.04 | assistance, assistants, assisted, assistive |
density | 14 | 0.04 | density |
disaster | 14 | 0.04 | disaster |
electronic | 14 | 0.04 | electronic, electronically, electronics |
factors | 14 | 0.04 | factor, factors |
field | 14 | 0.04 | field, fields |
group | 14 | 0.04 | group, groups |
lightweight | 14 | 0.04 | lightweight |
linked | 14 | 0.04 | linked, linking |
people | 14 | 0.04 | people |
regression | 14 | 0.04 | regression |
remote | 14 | 0.04 | remote |
scheme | 14 | 0.04 | scheme, schemes |
short | 14 | 0.04 | short |
transmission | 14 | 0.04 | transmission, transmissions |
relations | 13 | 0.04 | related, relation, relational, relations |
cellular | 13 | 0.04 | cellular |
drone | 13 | 0.04 | drone, drones |
education | 13 | 0.04 | education, educational |
grids | 13 | 0.04 | grids |
literature | 13 | 0.04 | literature |
medical | 13 | 0.04 | medical |
motion | 13 | 0.04 | motion |
requirements | 13 | 0.04 | requirement, requirements |
spatiotemporal | 13 | 0.04 | spatiotemporal |
spectrum | 13 | 0.04 | spectrum |
statistical | 13 | 0.04 | statistical, statistics |
survey | 13 | 0.04 | survey |
transfer | 13 | 0.04 | transfer, transferred |
transit | 13 | 0.04 | transit, transition, transitions |
vector | 13 | 0.04 | vector |
world | 13 | 0.04 | world, worlds |
balancing | 12 | 0.04 | balance, balancing |
bayesian | 12 | 0.04 | bayesian |
colony | 12 | 0.04 | colony |
constrained | 12 | 0.04 | constrained |
critical | 12 | 0.04 | critic, critical, criticality |
differential | 12 | 0.04 | differential, differentiation |
driving | 12 | 0.04 | driving |
extraction | 12 | 0.04 | extracted, extraction |
fault | 12 | 0.04 | fault, faults |
interest | 12 | 0.04 | interest, interests |
market | 12 | 0.04 | market, marketing, markets |
retrieval | 12 | 0.04 | retrieval |
scalability | 12 | 0.04 | scalability, scalable |
signature | 12 | 0.04 | signature, signatures |
similarity | 12 | 0.04 | similarities, similarity |
society | 12 | 0.04 | societies, society |
spark | 12 | 0.04 | spark |
strength | 12 | 0.04 | strength |
target | 12 | 0.04 | target, targets |
regulations | 12 | 0.04 | regulating, regulation, regulations |
agriculture | 11 | 0.03 | agricultural, agriculture |
android | 11 | 0.03 | android |
change | 11 | 0.03 | change, changing |
coding | 11 | 0.03 | codes, coding |
cybersecurity | 11 | 0.03 | cybersecurity |
delivery | 11 | 0.03 | delivery |
evolutionary | 11 | 0.03 | evolutionary |
forensics | 11 | 0.03 | forensic, forensics |
geospatial | 11 | 0.03 | geospatial |
impact | 11 | 0.03 | impact, impacts |
incentive | 11 | 0.03 | incentive, incentives |
inclusion | 11 | 0.03 | inclusion, inclusive |
inference | 11 | 0.03 | inference |
latency | 11 | 0.03 | latency |
lifetime | 11 | 0.03 | lifetime |
lpwan | 11 | 0.03 | lpwan |
mapping | 11 | 0.03 | mapping |
memory | 11 | 0.03 | memory |
moving | 11 | 0.03 | moving |
range | 11 | 0.03 | range |
reduction | 11 | 0.03 | reduction |
reference | 11 | 0.03 | reference, references |
relay | 11 | 0.03 | relay, relays |
resilience | 11 | 0.03 | resilience, resiliency, resilient |
server | 11 | 0.03 | server |
situations | 11 | 0.03 | situated, situation, situational, situations |
spatio | 11 | 0.03 | spatio |
systematic | 11 | 0.03 | systematic |
techniques | 11 | 0.03 | technique, techniques |
university | 11 | 0.03 | universal, universities, university |
advanced | 11 | 0.03 | advance, advanced, advancement |
cross | 11 | 0.03 | cross, crossing |
domain | 11 | 0.03 | domain, domains |
forest | 11 | 0.03 | forest, forests |
message | 11 | 0.03 | message, messages |
module | 11 | 0.03 | module, modules |
antenna | 10 | 0.03 | antenna, antennas |
conditional | 10 | 0.03 | condition, conditional, conditions |
consensus | 10 | 0.03 | consensus |
constraint | 10 | 0.03 | constraint, constraints |
creation | 10 | 0.03 | creation |
decomposition | 10 | 0.03 | decomposition |
driver | 10 | 0.03 | driver |
everything | 10 | 0.03 | everything |
frequency | 10 | 0.03 | frequency |
hadoop | 10 | 0.03 | hadoop |
library | 10 | 0.03 | libraries, library |
means | 10 | 0.03 | means |
methodology | 10 | 0.03 | methodologies, methodology |
orchestration | 10 | 0.03 | orchestration |
organisation | 10 | 0.03 | organicity, organisation, organizing |
particle | 10 | 0.03 | particle |
passenger | 10 | 0.03 | passenger |
perceived | 10 | 0.03 | perceived |
queuing | 10 | 0.03 | queuing |
regional | 10 | 0.03 | region, regional, regions |
reputation | 10 | 0.03 | reputation |
segmentation | 10 | 0.03 | segmentation |
tourism | 10 | 0.03 | tourism |
transparency | 10 | 0.03 | transparency, transparent |
administration | 10 | 0.03 | administration, administrative |
distance | 10 | 0.03 | distance, distancing |
enterprise | 10 | 0.03 | enterprise, enterprises |
accident | 9 | 0.03 | accident, accidents |
behaviour | 9 | 0.03 | behaviour, behavioural |
broadcast | 9 | 0.03 | broadcast, broadcasting |
cycle | 9 | 0.03 | cycle, cycles, cycling |
dependent | 9 | 0.03 | dependability, dependence, dependencies, dependency, dependent |
emission | 9 | 0.03 | emission, emissions |
ensemble | 9 | 0.03 | ensemble, ensembles |
fingerprinting | 9 | 0.03 | fingerprint, fingerprinting, fingerprints |
gateway | 9 | 0.03 | gateway, gateways |
homomorphic | 9 | 0.03 | homomorphic, homomorphism |
practices | 9 | 0.03 | practical, practicality, practice, practices |
provisioning | 9 | 0.03 | provision, provisioning |
wearable | 9 | 0.03 | wearable, wearables |
battery | 9 | 0.03 | battery |
block | 9 | 0.03 | block, blocks |
correlation | 9 | 0.03 | correlation |
hardware | 9 | 0.03 | hardware |
heritage | 9 | 0.03 | heritage |
heuristic | 9 | 0.03 | heuristic, heuristics |
lorawan | 9 | 0.03 | lorawan |
micro | 9 | 0.03 | micro |
occupancy | 9 | 0.03 | occupancy, occupants, occupational |
perception | 9 | 0.03 | perception |
project | 9 | 0.03 | project, projected, projection, projects |
received | 9 | 0.03 | received, receiver |
recurrent | 9 | 0.03 | recurrent |
small | 9 | 0.03 | small |
solar | 9 | 0.03 | solar |
solid | 9 | 0.03 | solid |
uncertainty | 9 | 0.03 | uncertainty |
areas | 8 | 0.02 | areas |
assignment | 8 | 0.02 | assignment |
biometrics | 8 | 0.02 | biometric, biometrics |
coordination | 8 | 0.02 | coordinate, coordinated, coordination |
enabled | 8 | 0.02 | enabled, enablement, enabling |
experimentation | 8 | 0.02 | experimental, experimentation |
fiware | 8 | 0.02 | fiware |
games | 8 | 0.02 | games, gaming |
kalman | 8 | 0.02 | kalman |
manet | 8 | 0.02 | manet |
microservice | 8 | 0.02 | microservice, microservices |
migration | 8 | 0.02 | migration |
mutual | 8 | 0.02 | mutual |
natural | 8 | 0.02 | natural |
private | 8 | 0.02 | private |
probabilistic | 8 | 0.02 | probabilistic |
probability | 8 | 0.02 | probability |
publish | 8 | 0.02 | publish, publishing |
retailing | 8 | 0.02 | retail, retailers, retailing |
saving | 8 | 0.02 | saving, savings |
synthetic | 8 | 0.02 | synthetic |
testbed | 8 | 0.02 | testbed, testbeds |
testing | 8 | 0.02 | testing |
thinking | 8 | 0.02 | thinking |
tools | 8 | 0.02 | tools |
topological | 8 | 0.02 | topological, topology |
ultrasonic | 8 | 0.02 | ultrasonic |
weight | 8 | 0.02 | weight, weighted, weighting |
automatic | 8 | 0.02 | automatic, automatically, automaticity |
concept | 8 | 0.02 | concept, concepts |
crime | 8 | 0.02 | crime, crimes |
effect | 8 | 0.02 | effect, effective, effectiveness, effects |
intersection | 8 | 0.02 | intersection, intersections |
sensitivity | 8 | 0.02 | sensitive, sensitivity, sensitisation |
threat | 8 | 0.02 | threat, threats |
actuators | 7 | 0.02 | actuation, actuator, actuators |
caching | 7 | 0.02 | cache, caching |
cloudlet | 7 | 0.02 | cloudlet, cloudlets |
facility | 7 | 0.02 | facilities, facility |
federation | 7 | 0.02 | federal, federated, federation |
profile | 7 | 0.02 | profile, profiles, profiling |
store | 7 | 0.02 | store, stores |
synchronisation | 7 | 0.02 | synchronisation, synchronous |
trading | 7 | 0.02 | trade, trading |
lowpan | 7 | 0.02 | lowpan |
acquisition | 7 | 0.02 | acquisition |
apache | 7 | 0.02 | apache |
availability | 7 | 0.02 | availability, available |
avispa | 7 | 0.02 | avispa, avispas |
background | 7 | 0.02 | background |
capacity | 7 | 0.02 | capacity |
carbon | 7 | 0.02 | carbon |
competitive | 7 | 0.02 | competition, competitive, competitiveness |
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Subject Area | Journal Articles 1997–2021 | Journal Articles 2011–2020 |
Engineering | 3666 | 3081 |
Environmental Science | 1193 | 753 |
Energy | 942 | 700 |
Earth and Planetary Sciences | 275 | 209 |
Infrastructure Engineering | 6076 | 4743 |
Computer Science | 3633 | 3323 |
Decision Sciences | 269 | 210 |
Information Technology | 3902 | 3533 |
Social Sciences | 2438 | 1714 |
Business, Management and Accounting | 843 | 634 |
Arts and Humanities | 214 | 149 |
Psychology | 119 | 95 |
Management of People/Business | 3614 | 2592 |
Words/Themes | Count N | Weighted % >1% | Group |
---|---|---|---|
smart, smartness | 2177 | 6.45 | IT |
internet | 776 | 2.30 | IT |
thing, things | 708 | 2.10 | IT |
network, networked, networking, networks | 665 | 1.97 | IT |
cities | 651 | 1.93 | IT |
system, systems | 563 | 1.67 | IT |
computation, computational, computationally, computer, computers, computing | 505 | 1.50 | IT |
smart, smartness | 2639 | 6.85 | Eng. |
cities, cities’ | 837 | 2.17 | Eng. |
network, networked, networking, networks | 636 | 1.65 | Eng. |
system, systemic, systems | 636 | 1.65 | Eng. |
energies, energy | 594 | 1.54 | Eng. |
internet, ‘internet | 581 | 1.51 | Eng. |
urban, urbanism, urbanization | 564 | 1.46 | Eng. |
thing, things, things’ | 533 | 1.38 | Eng. |
sustainabilities, sustainability, sustainable | 423 | 1.1 | Eng. |
sensor, sensorized, sensors | 420 | 1.09 | Eng. |
Words/Themes | Count N | Weighted % | Group |
---|---|---|---|
smart, smartness | 1993 | 9.05 | Mgmt. |
cities, cities’ | 750 | 3.41 | Mgmt. |
* urban, urbanism, urbanization | 697 | 3.16 | Mgmt. |
* sustainabilities, sustainability, sustainable | 442 | 2.01 | Mgmt. |
governance, government, governments’ | 301 | 1.37 | Mgmt. |
* technological, technologically, | 249 | 1.13 | Mgmt. |
* system, systemic, systems | 235 | 1.07 | Mgmt. |
* developers, developing, development | 197 | 0.89 | Mgmt. |
* planned, planning, plans | 196 | 0.89 | Mgmt. |
* internet, ‘internet | 183 | 0.83 | Mgmt. |
management, manager, managing | 183 | 0.83 | Mgmt. |
* network, networked, networking, networks | 176 | 0.80 | Mgmt. |
* innovation, innovations, innovativeness | 163 | 0.74 | Mgmt. |
public, publication, publicness, publics | 156 | 0.71 | Mgmt. |
informal, informality, information, | 148 | 0.67 | Mgmt. |
* digital, digitalization, digitization | 137 | 0.62 | Mgmt. |
* mobile, mobilities, mobility, mobilization | 135 | 0.61 | Mgmt. |
* communication, communications, communicative, communities, community | 129 | 0.59 | Mgmt. |
social, sociality | 128 | 0.58 | Mgmt. |
policies, policy | 119 | 0.54 | Mgmt. |
service, services, services’ | 118 | 0.54 | Mgmt. |
learning | 116 | 0.53 | Mgmt. |
citizen, citizens, citizens’, citizens’ | 108 | 0.49 | Mgmt. |
intelligence, intelligences, intelligent | 102 | 0.46 | Mgmt. |
* computation, computational, computer, | 87 | 0.40 | Mgmt. |
participation | 72 | 0.33 | Mgmt. |
economies, economy | 55 | 0.25 | Mgmt. |
knowledge | 54 | 0.25 | Mgmt. |
collaboration, collaborative | 44 | 0.20 | Mgmt. |
quality | 44 | 0.20 | Mgmt. |
tourism | 44 | 0.20 | Mgmt. |
environmental, environmentality, | 43 | 0.20 | Mgmt. |
green, greening | 43 | 0.20 | Mgmt. |
share, shared, sharing | 42 | 0.19 | Mgmt. |
strategies, strategy | 41 | 0.19 | Mgmt. |
value, values | 41 | 0.19 | Mgmt. |
efficiency, efficient | 40 | 0.18 | Mgmt. |
performance, performativity | 40 | 0.18 | Mgmt. |
future, futures, futuring | 39 | 0.18 | Mgmt. |
process, processes, processing | 39 | 0.18 | Mgmt. |
change, changes | 39 | 0.18 | Mgmt. |
integrated, integrating, integration, integrative, integrity | 38 | 0.17 | Mgmt. |
local, localization | 38 | 0.17 | Mgmt. |
media | 38 | 0.17 | Mgmt. |
business, businesses | 37 | 0.17 | Mgmt. |
engagement | 37 | 0.17 | Mgmt. |
human, ‘human’, humanism, humanities, humanizing, humans | 37 | 0.17 | Mgmt. |
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Rozario, S.D.; Venkatraman, S.; Marimuthu, M.; Khaksar, S.M.S.; Subramani, G. Creating Smart Cities: A Review for Holistic Approach. Appl. Syst. Innov. 2021, 4, 70. https://doi.org/10.3390/asi4040070
Rozario SD, Venkatraman S, Marimuthu M, Khaksar SMS, Subramani G. Creating Smart Cities: A Review for Holistic Approach. Applied System Innovation. 2021; 4(4):70. https://doi.org/10.3390/asi4040070
Chicago/Turabian StyleRozario, Sophia Diana, Sitalakshmi Venkatraman, Malliga Marimuthu, Seyed Mohammad Sadegh Khaksar, and Gopi Subramani. 2021. "Creating Smart Cities: A Review for Holistic Approach" Applied System Innovation 4, no. 4: 70. https://doi.org/10.3390/asi4040070