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  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>Approaching to the Fourth Agricultural Revolution: Analysis of Needs for the Profitable Introduction of Smart Farming in Rural Areas</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Stefania Lombardo</string-name>
          <email>stefania.lombardo@unifi.it</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Daniele Sarri</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Luigi Corvo</string-name>
          <email>luigi.corvo@uniroma2.it</email>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Marco Vieri</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Department Agricultural, Food Production and Forest Management, University of Florence</institution>
          ,
          <country country="IT">Italy</country>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>Department of management and law, University of Rome</institution>
          ,
          <country country="IT">Italy</country>
        </aff>
      </contrib-group>
      <fpage>521</fpage>
      <lpage>532</lpage>
      <abstract>
        <p>Innovation in rural areas depends upon several factors. One of the most important of those is the technology transfer and how it takes place. Referring to the “long waves” theory on the technological revolutions, since the first agricultural revolution to the one we are experiencing today, some indicators, held together, can establish the relevance of innovations for each revolution. This approach, based on a comparison between agricultural systems, starts from a SWOT analysis to make a matrix table created and inspired to the smart specialization strategies on high technology farming of European Commission on research and innovation on the Agrofood sector. The aim of this work was to build a conceptual framework to understand if the frenzy period of precision agriculture could be a chance mostly in terms of sustainability. This paper highlights on a first approach to delineate some guidelines in order to provide feasible technological transferring for every kind of agriculture system.</p>
      </abstract>
      <kwd-group>
        <kwd>agricultural revolution</kwd>
        <kwd>rural social innovation</kwd>
        <kwd>precision farming</kwd>
        <kwd>technology transfer</kwd>
        <kwd>smart farming</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>1 Introduction</title>
      <p>Nowadays it is possible to make an evaluation of what and how innovation and
technologies in rural areas spread through industrializes centuries. There are different
economic theories that explain the dissemination of innovation through industrial
revolution, but it is difficult to find specific comparisons in the agricultural field.</p>
      <p>
        Organize ideas and innovation and comparing different technologies for the same
kind of agronomic activity, is an essential requirement to understand in this age and
even in the future, where and how precision agriculture could help the agriculture
systems. To deal with this challenge, on the one hand it is necessary to refer to
conceptual framework known as the “Long wave” theory of Kondratiev (neo–
Schumpeterian theory), which stated that radical technological revolutions influence
innovation and markets above social and economic changes. On the other hand, we
need to take into account the “Transition theory”, that try to explain technological
revolution emphasizing the spreading of niches. On these frameworks, it can be
resume that the two conceptual frameworks have similar targets and adopt
evolutionary economics with social change as a process of co-evolution of societal
sub-systems but with different historical coverage. Lastly, it is also important to bear
in mind that the Transition theory consider the sustainability, as opposed in the
neoSchumpeterian theory, therefore it could be important for future evaluations. In order
to evaluate agricultural systems in their complexity, can be helpful the SWOT
analysis that allows to evaluate ex-ante or ex-post systems or policy programs as
Common Agricultural Policy (CAP) as well as to focalize points of strength or
weakness and to underline opportunity or threats. This methodology is necessary to
defining differences between agricultural systems, characterized by different
innovations, and those which are now developing with the new approach named
“precision agriculture”. In the larger part of agro industrial farms the high tech
farming (HTF) is becoming a reality. The question to be resolved, therefore, is the
following: is it possible to assert the same for other farming system? Farmers will
have initial economical efforts, but for some agricultural operations, there are
immediate effects for environmental and economic sustainability. There are
severalexamples of technologytransferring to farmers in Europe inside
Mediterraneanregionsasproject “Mare, Ruralità e Terra: potenziare l’unitarietà
strategica” MARS + (Tirrò et al, 2013), “Vivaismo sostenibile” VIS
        <xref ref-type="bibr" rid="ref10">(Recchia et al,
2013)</xref>
        , “Valorizzazione della filiera vitivinicola attraverso la tracciabilità elettronica e
le applicazioni della viticoltura di precisione.” TRA.PRE.VIT
        <xref ref-type="bibr" rid="ref11">(Sarri et al, 2015)</xref>
        and
“innovazioni per il miglioramento della viticoltura Toscana” IMVITO
        <xref ref-type="bibr" rid="ref14">(Vieri et al,
2013)</xref>
        . These projects documented that there are in addition initial barriers as in the
learning in using the software or to understand the usefulness of collecting field data
to deal with precision agriculture. Additionally, it must also be taken into account
that precision agriculture solutions is becoming commercially achievable and is
estimated that from 2014 to 2020 the precision agriculture market will grow every
year by 12%, more less 50% in 4 years
        <xref ref-type="bibr" rid="ref2 ref3">(EC, 2016a)</xref>
        . Finally, it is important to
measure the differences between old system and new one to let farmers choose
consciously what type of system adopt in order of economic, social and
environmental efforts and sustainability.
2
      </p>
    </sec>
    <sec id="sec-2">
      <title>Materials and Methods</title>
      <p>2.1</p>
      <sec id="sec-2-1">
        <title>Technological Revolution Models</title>
        <p>
          A first approach to delineate some guidelines in order to provide feasible
technological transferring to the different kind of agriculture systems requires an
initial reference to the theories that have been point out about technological
revolutions. Kondratiev wave theory describes technology revolutions and how
innovation irrupts through economy and markets. The also called “long wave”
theory, revised and discussed by many economist has many contact points with the
“Transition” theory that mainly analyses processes of radical change in society
connected with big changes in socio-technical system. Kondratiev theory
(neoSchumpeterian theory) is not usually associated with sustainability instead,
“Transition” theory is it and is limited in its debate of how to influence social and
economic opportunity. Within this theory, “the advantages of the new technology
are so great that policy and institution accompany the development of the new
industry” (Köhler, 2012). There are several modern economist which have been tried
to describe long waves as Freeman and Louçã
          <xref ref-type="bibr" rid="ref5">(Freeman and Louçã, 2001)</xref>
          that have
summarized in six phases the life cycle of a techno-economic paradigm i.e. 1, the
laboratory/invention phase, 2 decisive demonstration(s) of radical technical
improvement and commercial feasibility, 3 Explosive, turbulent growth,
characterized by heavy investment and many business start-ups and failures., The
phase 4 refers to continued high growth, as the new technology system becomes the
defining characteristic of economy, with impacts on most, if not all sectors of the
economy. The ‘regulatory regime’ is therefore reconfigured to support the new
technologies and industries’ products. Then the 5 step "Slowdown" as the technology
is challenged by new technologies, finally the 6 stage "Maturity" leading to a
(smaller) continuing role of the technology in the economy or slow disappearance.
Therefore, the innovation trajectories in long waves theory for technological
revolutions defined by Perez
          <xref ref-type="bibr" rid="ref9">(Perez, 2010)</xref>
          are based on the diffusion of the
technological revolution and time and can be identified in four phases defined by a
first irruption phase followed by a frenzy period then by a synergy period and finally
a maturity period (figure 1).
        </p>
        <p>Generally, the discussion on technological revolution is on industrial field, but it
can be borrowed also on agricultural revolutions that usually deduce from industrial
ground.</p>
        <p>Lastly, if the larger part of economist agree with the “Schumpeter-Freeman-Perez”
paradigm that identify five waves for agricultural sector, innovations that bring new
waves can be compared with industrial revolution waves as showed in the table 1.</p>
        <p>
          Technological revolutions in the industrial sector and also in the agriculture sector
occurred along the same years. Nevertheless, it must be noticed that for the main tool
of the green revolution i.e. the tractor, and specifically for the T tractor have elapsed
only few years, while it is just a fact to find the first microprocessor on tractor have
spent many years. Consequently, the first approach with CAN-bus was made only in
1988
          <xref ref-type="bibr" rid="ref1">(Biondi, 1999)</xref>
          .
        </p>
      </sec>
      <sec id="sec-2-2">
        <title>2.2 SWOT Analysis Method</title>
        <p>
          In order to evaluate each agricultural revolution that generated different agricultural
systems, a SWOT analysis was carried out to assess ex-ante or ex-post the systems
with the objective to focalize points of strength or weakness from internal and to
underlines opportunity or threats from external (Table 2).
A matrix that compares agrarian revolution with a system based on the precision
agriculture method was made with the target to make order in this frenzy period and
in order to compare it with other known systems. This system, inspired to the smart
specialization strategies on high technology farming of European Commission on
research and innovation on the Agrofood sector, splits different
mechanized/notmechanized field operations divided in technology oriented (eyes, touch, arms, mind)
and in service oriented (memory, experience, identity) (table 3). Under each
operation are shown the unit used
          <xref ref-type="bibr" rid="ref13">(Vieri, 2016)</xref>
          .
        </p>
        <p>These operations were defined for the precision farming (but they can be
explained also for the others technological revolution) as follow:</p>
        <p>EYES &amp; TOUCH to monitor the single element on wide area (sensors and digital
layer) and recognise the effects in each element treated (on board, proximal and
remote sensors)</p>
        <sec id="sec-2-2-1">
          <title>ARMS to do huge and precise tasks (automation, robot)</title>
          <p>MIND to be aware of what, where and when to act in each single productive step
(Modelling and Decision Support Systems)
MEMORY to be aware on what has been done (telemetrics, traceability, data
store)</p>
        </sec>
        <sec id="sec-2-2-2">
          <title>EXPERIENCE (Data Management &amp; Prescriptions) 525</title>
          <p>IDENTITY of agricultural resources and sustainable use at Local &amp; Regional
level (territorial complexity, TRL of tools &amp; services, Know-how, CoPs).
In the tables 3 and 4, clearly show how technology have influenced since the first to
the fourth agricultural revolution the different operations. Moreover, it is possible to
highlight as in the green revolution, (the second agricultural revolution) farmers did
not carry on decisions on many operations.</p>
        </sec>
      </sec>
    </sec>
    <sec id="sec-3">
      <title>Discussion &amp; Results</title>
      <p>In the first agrarian revolution thanks to innovations in the design and efficiency
of ploughs, human strength increased even though there were less people employed
in farming because of industrial revolution and wars. In the second agrarian
revolution mechanization played a key role allowing everyone, more profits and
production. Thanks to this, although the increasing number of people, the born of
agroindustry resolved the hunger problem, with mechanization and chemicals. On the
other hand, the system loses its complexity in terms of territorial knowledge and
peculiarity. In the third agrarian revolution, times of innovation reduced in bias of
more complexity of systems and technologies used. Knowing this, a first approach,
committing the neo-Schumpeterian theory of technological revolutions and applying
the SWOT analysis to the fourth agricultural revolution can be discussed and
resumed as follows: (Table 5).</p>
      <p>The table above summarize the state of the art of what is the fourth agricultural
revolution.</p>
      <p>
        Thebiggest difference between the fourth agricultural revolution and the others is
that the former happens during the era of the digital revolution. This opens to the
opportunity of changing radically the value distribution and allows the re-thinking of
the local products (and local producers) as the core of a new value system based on
the triple bottom line approach (people, planet, profit). This paradigm has been
defined “rural social innovation”, and is aimed at investigating the pathways for a
Mediterranean social innovation initiative
        <xref ref-type="bibr" rid="ref6">(Giordano, A. and Arvidsson, A., 2015)</xref>
        .
Referring to the SWOT analysis, this means that threats can become opportunities for
medium and small agricultural companies and this represents a challenge for the
territories in which these companies play a significant role for the social and
economic development of the communities.
      </p>
      <p>Trying to realize it, we should also consider that there are different actors turning
in this system, discovering who exactly they are and how they act.</p>
      <p>The main actors of this system are:
- government (local or central), as the actor in charge for the policies
- farmers, as the actor in charge for the supply
- people, as the actor in charge for the final consumption demand</p>
      <p>In this scenario, policies should take in consideration the real need of rural
communities, taking care of the important role played by them for maintenance of
landscape, water regulation, traditions, food quality and finally, of all the dimensions
that can generate positive social and environmental impacts.</p>
      <p>
        The last European Policies (CAP) and the Declaration of Cork 2.0 claim this path
well signed
        <xref ref-type="bibr" rid="ref2 ref3">(EC, 2016b)</xref>
        .
      </p>
      <p>
        Furthermore, the SWOT analysis risks realizing a static vision of the reality. In
fact, it is not possible to effect on strengths and weaknesses but it is possible to have
a deeper vision of the SWOT analysis working on and convert treats in opportunities.
In this case, referring to the table 5 there are two key variables, the value chain
(strength-weaknesses related) and the level of empowerment-exploitation of rural
communities and we intend to show how guidelines can influence the evolution of
the new agricultural paradigm, in terms of technological shifting, and their related
effects. This dynamic framework can develop (if the factors on the axis go to the
upside and the right) in a Community Supported Agriculture system (CSA), a digital
innovation hub, or other online and offline networks that fulfil the rural social
innovation approach, which include a digital approach
        <xref ref-type="bibr" rid="ref8">(Lombardo, 2017 in press)</xref>
        .
      </p>
      <p>Every action took by actors, in other directions, cannot realize completely the
innovations needed in rural areas for farmers. In fact, turning threats in opportunities
means that the access to technology allows little and medium companies to use
environmental peculiarities (i.e. biodiversity or landscape) as levers for marketing.
For this reasons instead, those peculiarities can be the lever of a new value
distribution.</p>
      <sec id="sec-3-1">
        <title>3.1 A First Approach to Comparison Between Precision Agriculture and Other</title>
      </sec>
      <sec id="sec-3-2">
        <title>Agricultural Revolutions</title>
        <p>
          Whilst it has been considered the policies and a different innovation approach in
rurality, on the other side arises the necessity to compare operational data in order to
understand that filling the gap of technologies innovation in agriculture is a real need.
As an evaluation example of agricultural working stages, the ploughing was
considered. The reference unit analysed was the working capacity expressed as m3
h1 ploughed considering a soil furrow slice with a 0,2 m deep and 0,4 m width, for a
total surface of 8 dm2 worked by a man with a shovel. The time required was set to
800 hours per hectare as documented by CosimoRidolfi
          <xref ref-type="bibr" rid="ref4">(Faucci, 2008)</xref>
          and further a
yard efficiency of 0,85 was set. In view of these parameters, it follows that the
amount of soil to plow was 2000 m3 per hectare and that a man with a shovel was
able to work around 2,5 m3 per hour. This reference unit yard was compared with the
horse with plough, to the tractor coupled with single plow, a tractor with a five
ploughshare plows and finally with a tractor equipped with a five ploughshare plows
and automatic drive. The yard working capacity was calculated multiplying the
forward speed by the soil furrow slice surface. Then the resulting value was
multiplied by the yard efficiency.
The results showed, referring to the unit m3 h-1and taking as reference unit the man
work, the huge differences between the productivity of a tractor (like that one of the
2ndth and 3th agricultural revolution and the more used kind of tractor), compared to
the productivity of a tractor with automatic drive. The difference encountered
between the productivity of the tractor with ploughshare 336 m3 h-1 and the tractor
with five ploughshare 1680 m3 h-1 is attributable to the increasing number of
ploughshares and not to the technology used. It is important to underline, the relevant
difference if the technology used changing. In fact, a tractor with five ploughshare
has a productivity of 1680 m3 h-1, but a tractor with five ploughshare and automatic
drive has a productivity of 2.160 m3 h-1 that is 1,3 times more.
4
        </p>
      </sec>
    </sec>
    <sec id="sec-4">
      <title>Conclusions</title>
      <p>Approaching to the fourth agricultural revolution and trying to understand
emerging needs, in both operational and policies it could be a chance to introduce
profitable innovations in agriculture to have a sustainable managing of the natural
resource. The highlight on one field operation, comparing through different kind of
technology used, is the first step to underline the necessity of a technology
introduction also for small and medium agricultural enterprises. In this contest, it is
important to remember the feasibility of a technology and the cost to effort for every
kind of company. The challenge for the policy makers in the framework of a
technological revolution, such as precision farming, is boosting knowledge and
technological transfer also for those farmers who can’t have all the capital needed.
For this reasons, it is desirable to design and implement an economic and social
ecosystem able in supporting this kind of policy. Only in this way, it will possible to
shift from a extractive business as usual value, to a community supported agriculture
system (CSA), where the value generation and redistribution is coherent with the
effective value contribution given by the actors involved in the process.In
conclusion, these kind of policies allow us to consider a new SWOT analysis that
faces the challenge of the rural social innovation approach.
techno-economic</p>
    </sec>
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