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Design of a Soil Cutting Resistance Sensor for Application in Site-Specific Tillage

Abstract

One objective of precision agriculture is to provide accurate information about soil and crop properties to optimize the management of agricultural inputs to meet site-specific needs. This paper describes the development of a sensor equipped with RTK-GPS technology that continuously and efficiently measures soil cutting resistance at various depths while traversing the field. Laboratory and preliminary field tests verified the accuracy of this prototype soil strength sensor. The data obtained using a hand-operated soil cone penetrometer was used to evaluate this field soil compaction depth profile sensor. To date, this sensor has only been tested in one field under one gravimetric water content condition. This field test revealed that the relationships between the soil strength profile sensor (SSPS) cutting force and soil cone index values are assumed to be quadratic for the various depths considered: 0–10, 10–20 and 20–30 cm (r2 = 0.58, 0.45 and 0.54, respectively). Soil resistance contour maps illustrated its practical value. The developed sensor provides accurate, timely and affordable information on soil properties to optimize resources and improve agricultural economy

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Design of a Soil Cutting Resistance Sensor for Application in Site-Specific Tillage

Author: Agüera Vega, Juan; Carballido, Jacob; Gil, Jesús; Gliever, Chris J.; Pérez Ruiz, Manuel
Publisher: MDPI - Open Access Publishing
Year: 2013
DOI: 10.3390/s130505945
Source: https://idus.us.es/bitstreams/c24d1c3d-34cd-4fbd-9a63-cf4fd200cf17/download
Senso s 2013, 13, 5945-5957; doi:10.3390/s130505945
senso s
ISSN 1424-8220
www.mdpi.com/jou nal/senso s
A icle
Design o a Soil Cu ing Resis ance Senso o Applica ion in
Si e-Speci ic Tillage
Juan Agüe a 1, Jacob Ca ballido 1, Jesús Gil 1, Ch is J. Glie e 2 and Manuel Pe ez-Ruiz 3,*
1 Ru al Enginee ing Depa men , Uni e si y o Có doba, Campus de Rabanales, Edi . Leona do da Vinci,
C a. Nacional IV- km 396, 14014 Có doba, Spain; E-Mails: jague[email p o ec ed] (J.A.);
[email p o ec ed] (J.C.); [email p o ec ed] (J.G.)
2 Biological and Ag icul u al Enginee ing, Uni e si y o Cali o nia, Da is, One Shields A e, Da is,
CA 95616, USA; E-Mail: [email p o ec ed]
3 Ae ospace Enginee ing and Fluids Mechanics Depa men , Uni e si y o Se ille,
C a. Se illa-U e a km 1, 41013 Se ille, Spain
* Au ho o whom co espondence should be add essed; E-Mail: m[email p o ec ed];
Tel.: +34-955-481-389; Fax: +34-955-797-771.
Recei ed: 3 Ap il 2013; in e ised o m: 3 May 2013 / Accep ed: 3 May 2013 /
Published: 10 May 2013
Abs ac : One objec i e o p ecision ag icul u e is o p o ide accu a e in o ma ion abou
soil and c op p ope ies o op imize he managemen o ag icul u al inpu s o mee
si e-speci ic needs. This pape desc ibes he de elopmen o a senso equipped wi h
RTK-GPS echnology ha con inuously and e icien ly measu es soil cu ing esis ance a
a ious dep hs while a e sing he ield. Labo a o y and p elimina y ield es s e i ied he
accu acy o his p o o ype soil s eng h senso . The da a ob ained using a hand-ope a ed
soil cone pene ome e was used o e alua e his ield soil compac ion dep h p o ile senso .
To da e, his senso has only been es ed in one ield unde one g a ime ic wa e con en
condi ion. This ield es e ealed ha he ela ionships be ween he soil s eng h p o ile
senso (SSPS) cu ing o ce and soil cone index alues a e assumed o be quad a ic o he
a ious dep hs conside ed: 0–10, 10–20 and 20–30 cm ( 2 = 0.58, 0.45 and 0.54,
espec i ely). Soil esis ance con ou maps illus a ed i s p ac ical alue. The de eloped
senso p o ides accu a e, imely and a o dable in o ma ion on soil p ope ies o op imize
esou ces and imp o e ag icul u al economy.
Keywo ds: soil cu ing esis ance map; si e-speci ic managemen ; soil senso ; GNSS
OPEN ACCESS
Senso s 2013, 13 5946
1. In oduc ion
C op yield a iabili y wi hin a ield depends on soil p ope ies and en i onmen al condi ions.
To op imize he managemen o ag icul u al inpu s acco ding o si e-speci ic needs, geo- e e enced
in o ma ion abou he si e is equi ed [1]. Spa ial yield a ia ions p o ide oppo uni ies o explo ing
he cause wi h si e-speci ic echnology [2]. An impo an aspec o p ecision ag icul u e has been
he use o senso da a o ob ain accu a e in o ma ion ha help minimize c op yield a ia ion. This
geo e e enced da a is inco po a ed wi h mo e b oadly ela ed in o ma ion such as edaphic, me eo ological,
biological, an h opogenic and opog aphic ac o s. Si e-speci ic managemen is ex emely complica ed
because all o hese ac o s mus be conside ed. Resea che s and a me s mus o e come se e al
challenges, such as simpli ying he complexi ies ha delinea e si e-speci ic managemen zones based
on a single ac o ( o example, edaphic p ope ies), and de e mining he yield a ia ion ela ed o his
ac o [3]. Mouazen and Ramon [4] in es iga ed he use o an on-line measu emen sys em o soil
compac ion, he bulk densi y model, in di e en soil ex u es (i.e., loamy sand, loam, sil loam and sil ).
Some soil pa ame e s a y in space and ime. The e o e, logis ical and analy ical cos s a e o en
limi ing when add essing spa ial soil a iabili y, especially in la ge-scale applica ions [5]. The adi ional
me hod o explo ing ield soil a ia ion is h ough g id sampling, which is ime-consuming,
labo -in ensi e and cos ly. Ad anced echnologies and de elopmen s in p ecision ag icul u e applica ions
ha e allowed esea che s o sc u inize an on- he-go soil s eng h p o ile senso [6–8].
To de e mine he magni ude o he o e all compac ion o he dep h loca ion o he compac ed
laye s, soil s eng h p o ile senso s ha e been de eloped. Hemma e al. [9] e iewed and analyzed soil
p o ile senso s ha should be capable o accu a ely mapping bo h spa ial and e ical a ia ion in soil
mechanical esis ance. In his wo k, wo di e en app oaches, a ip-based and a ine-based senso ,
we e used o classi y he soil p o ile senso s.
Wi h ip-based senso s, soil compac ion is adi ionally analyzed by measu ing soil s eng h indices
such as he cone index (CI). This index is o en measu ed using an Ame ican Socie y o Ag icul u al
and Biological Enginee s (ASABE) s anda d cone pene ome e . The o ce pe uni a ea equi ed o
push he pene ome e h ough a speci ied small inc emen o soil dep h is measu ed. Howe e , a cone
index (CI) is a poin measu emen ha exhibi s high a iabili y, equi es a signi ican amoun o
manpowe and is ime-consuming o measu e because la ge amoun s o da a a e needed o map a ield.
Cu en guidelines in he ASAE S anda d EP542 [10] ecommend ha he sample size be based upon
isible he e ogenei y and ha a sample size o a leas 20 samples be used o cha ac e ize a si e.
Geo-s a is ical analysis has p o ed o be use ul o cha ac e izing soil spa ial a ia ion p ope ies [6,11,12].
Wo k a he Depa men o Biological and Ag icul u al Enginee ing a UC Da is has indica ed ha
a ia ion in wa e in il a ion a es caused by soil compac ion a iabili y wi hin a p ocessing oma o
ield was a majo ac o a ec ing oma o yield [13].
O e he las ew yea s, in e es in applying ine-based senso s o comme cial pu poses has isen.
Thei p oposed applica ions can be classi ied in o wo ypes: (1) using an a ay o s ain gauges
moun ed on a igid ine [14,15] and (2) mul iple ac i e cu ing edges [16]. An ins umen ed implemen
has also been de eloped using a load cell o de e mine soil esis ance in eal- ime o enable ield
mapping [17]. This sys em p oduced sa is ac o y esul s bu only a one dep h, which is a majo
cons ain . Hall and Rape [18] de eloped equipmen consis ing o a no el senso moun ed on he
Senso s 2013, 13 5947
leading edge o a ine and a ecip oca ing d i e o oscilla ing he ine e ically while i mo ed
ho izon ally h ough he soil. In his wo k, 30 sensing ips we e used and a wedge index de ined as he
measu ed o ce di ided by he a ea o he ip was used o ep esen soil cu ing s eng h. By inc easing
he base a ea o he ip om 6.25 o 25 cm2, he slope o he wedge index and he CI ela ed o he base
a ea inc eased om 1.52 ( 2 = 0.65) o 2.99 ( 2 = 0.83). These esul s indica e ha a di ec equa ion
desc ibing he ela ionship be ween he wedge index and he CI migh no be possible. This was due o
empi ical measu emen me hods ha may be a ec ed di e en ly by a ious soil ac o s.
Based on p e ious wo k [8], And ade-Sánchez e al. [12] de eloped a soil cu ing o ce p o ile
senso ha consis ed o i e 5.1-cm long, ac i e cu ing elemen s di ec ly connec ed o i e cus omized
oc agonal ing load-sensing uni s ha could measu e he cu ing esis ance o soil di ec ly ahead o he
cu ing elemen . This de ice was capable o measu ing soil cu ing esis ance o e he dep h p o ile o
7.5 o 45.7 cm. These load-sensing uni s we e cus om-designed based on hei ela i e loca ion along
he dep h and expec ed load a ha dep h o main ain simila sensi i i y le els among all i e sensing
uni s. A sub-me e accu acy Di e en ial Global Posi ioning Sys em (DGPS) ecei e ha used a
coas gua d beacon di e en ial co ec ion was employed wi h his sys em o p o ide posi ion
in o ma ion. In addi ion, ada (model Rada II, Dickey-John Co po a ion, Aubu n, IL, USA) was
employed o measu e g ound speed. The e ec o a elling speed on he cu ing o ce was no
signi ican be ween 0.65 and 1.25 m·s−1, and he senso ou pu could be exp essed as a unc ion o CI
and ope a ing dep h wi h a coe icien o mul iple de e mina ion o 0.985 [8].
The dynamic e ec s o an on- he-go senso mo ing h ough he g ound can include bo h ine ial
o ces, due o soil olume accele a ion, and changes in g ound s eng h a a high a e o shea . These
e ec s we e s udied in de ail by McKyes [19], who also indica ed ha he e ec o he shea a e was
no signi ican in simply ic ional soils bu was signi ican in clay soils and ou weighed he ine ial
o ces. The soil o ce on a ool is known o app oxima ely inc ease wi h he squa e o i s speed [20,21].
In he las decade, he in eg a ion o Global Na iga ion Sa elli e Sys ems (GNSS) wi h senso s o
o - oad ehicle sys ems and o he pla o ms has p o ided eal- ime sub-me e o cen ime e -le el
accu acy and signi ican ly enhanced he spa ial accu acy o da a needed o p ecision ag icul u e [22].
The GNSS ecei e s a e a key pa o he p ecision ag icul u e echnologies, as posi ion in o ma ion is
a p e equisi e o si e-speci ic c op managemen . Howe e , esea che s belie e ha no all o he asks
ha a e o can be pe o med in p ecision ag icul u e equi e he same le el o GNSS accu acy [22,23].
Some p ecision ag icul u e applica ions, such as yield moni o ing, soil samples o a iable a e
applica ions, a e pe o med su icien ly accu a ely wi h di e en ial GPS (DGPS) de ices wi h subme e
accu acy. Cu en ly, Real- ime Kinema ic-Global Posi ioning Sys em (RTK-GPS) echnology o e s
he possibili y o ansi ioning si e-speci ic echniques om sub-me e -le el p ecision o cen ime e -le el
p ecision. Al hough di e en ial co ec ion signals (DGPS) ha e been used o success ully geo-posi ion
elec omagne ic induc ion (EMI), ele a ion o compac ion soil measu emen s, accu acies o ±10 cm
should be insu icien . Gi en he opog aphy, he a el di ec ion and e ain i egula i ies/inclina ions,
senso measu emen s should be co ec ed. Accu a e measu emen s (±2 cm) o he e ain ele a ion o
DEM cons uc ion and geo- e e encing geophysical measu emen s allow o senso e o co ec ions.
The o e all objec i e o his esea ch was o de elop a soil s eng h p o ile senso equipped wi h
RTK-GPS echnology ha could pe o m measu emen s con inuously and e icien ly a a ious dep hs
while a e sing he ield. An a icula ed pa allel linkage sys em was used o ansmi he cu ing
Senso s 2013, 13 5948
esis ance om he blades o he load cell si ua ed abo e-g ound, which pe mi ed a educ ion in he
wid h o he blade and associa ed ene gy equi emen s in soil cu ing compa ed o p e iously epo ed
esea ch and makes i possible o use his senso in non- ill a ms. The speci ic objec i es o his
esea ch we e:
1. Design and cons uc a ield- eady s eng h p o ile senso .
2. Pe o m labo a o y and p elimina y ield es s o op imize he senso o eliable ope a ion.
3. Ob ain geo e e enced soil mechanical esis ance om comme cial ield and p oduce soil
s eng h p o ile a iabili y maps.
2. Ma e ials and Me hods
We ha e designed and buil a senso ha quan i ies he soil cu ing esis ance ee om he
in luence o he ic ion o ce exe ed by he g ound upon s eel blades. The cu ing o ce was
simul aneously ob ained a di e en dep hs. These measu emen s we e pe o med by making a
con inuous cu h ough he soil wi h ou s eel blades posi ioned one behind he o he . Each s eel blade
was a a di e en dep h wi h na ow cu ing wid hs. In his wo k, he sensing mechanism, which
u ilized an RTK-GPS ecei e o loca e he soil cu ing esis ance da a, was pulled by a con en ional
ac o and was success ully ope a ed in he labo a o y and in a comme cial ield in Spain. This senso
was speci ically designed o be economically easible o a iable- a e managemen compa ed o a
cone pene ome e g id-sampling senso [24].
2.1. Senso Desc ip ion
Fou blades we e each equipped wi h load senso s (Figu e 1(a,b)) simila o he p o o ype
de eloped by Sie ken e al. [25], excep he load cells ha suppo ed he blades we e si ua ed abo e
g ound. An implemen ame was designed, de eloped and assembled o ensu e ha he s eel blades
we e o ien a ed e ically du ing he ope a ion. The cu ing blades we e loca ed be ween wo
ho izon al pla es (1) o he ame. Ve ical suppo ba s (6) we e moun ed on each side o he cu ing
blades (2), (3), (4) and he ic ion blade (5) acco ding o Adamchuk e al. [15] and allowed
quad ila e al a icula ion. Each blade module consis ed o ou e ical ba s, wo on each side, hus
p o iding mechanical s eng h. The blades we e cham e ed a ound hei edges; he e o e, he cu ing
a ea was oblique (45°) o he soil su ace wi h a blade wid h o 100 mm. Each blade was 100 mm
longe han he p eceding blade, excep o he las blade. We selec ed he wid h o he blade as 10 mm
o p o ide minimum soil dis u bance and ene gy consump ion (minimum cu ing wid h). The blades
we e a ached o he implemen ame using a shea bol mechanism, and he implemen was a ached
o he ac o wi h a h ee-poin hi ch. In he wo king posi ion, he ame is ho izon al, and he i s
blade is a a dep h ha posi ions i s op mos oblique on cu ing edge a he soil su ace.
Senso s 2013, 13 5949
Figu e 1. The soil s eng h p o ile senso .
(a)
(b)
2.2. Idealized Fo ce and Momen Balance on he Cu ing Blade
The po ion o he s eel blade below he g ound su ace is subjec ed o a esul an o ce (FR) ha
o igina es om wo di e en mechanisms when he sys em is mo ed o wa d:
1. The cu ing esis ance is caused by shea ing soil agg ega es. This o ce is dis ibu ed along he
cu ing edge. Thei esul an (FC) is a ho izon al ec o and is loca ed a a dep h ha is
in e media e be ween bo h ends. FC would be loca ed a he midpoin jus when he soil exe s a
uni o m shea h oughou he cu edge p o ile.
2. F ic ional o ce is caused by soil pa icles p essing on he sides o he blade. The ic ional o ce
(FF) will be a ho izon al ec o and is loca ed a a dep h ha depends on he dis ibu ion o hese
elemen al o ces. Fo a uni o m dis ibu ion, he o ce ec o will be a a dep h ha di ides he
exposed su ace o he blade in o wo equal po ions.
The FR is in opposi ion o he ad ancemen o he blade and will be loca ed a a dep h ha esul s
om he dis ibu ion o bo h componen s. In addi ion, his dis ibu ion may di e acco ding o he
loca ion wi hin he plo o in e es .
The eac ion o ce (FM), which coun e ac s he FR, was measu ed by a load cell (model LFH-71/0280
model, Senso ec, Columbus, OH, USA). As shown in Figu e 2, he dis ance be ween bo h o ces
gene a es a momen ha mus be coun e ac ed so ha he sys em is in balance. The balance condi ion
causes o que o be exe ed on he hinge poin s o he e ical a ms o he blades. The a m loca ed a
he on , acco ding o he o wa d di ec ion, exe s a o ce on he blade e ically upwa ds (FBD),
while he ea a m exe s a downwa d e ical o ce (FBT). Bo h mus be equal bu in opposi e
di ec ions o cause a momen equal o he p oduc o FBD by he dis ance ha sepa a es hem.
Equa ion (1) illus a es he ho izon al o ces in balance:
(1)
Fu he mo e, o main ain he momen balance, he o que gene a ed by he ho izon al o ces should
be equal and opposi e o ha gene a ed by he e ical o ces. This indica es ha he o ce measu ed by
(2)
(3)
(4)
(5)
Cu ing blades
F ic ion blade
(1)
(6)
RM FF




Senso s 2013, 13 5950
he load cell FM will always equal o he sum o he cu ing and ic ion componen s, ega dless o he
dep h a which i s ac ion is loca ed wi hin he line. The o igin is he momen gene a ed by he equal
and opposi e e ical o ces, FBD and FBT, he magni ude o which a ies acco ding o FR and d1:
(2)
Figu e 2. Dis ibu ion o FR, FM and he dis ances on he cu ing blade.
The load cell suppo ing he blade was si ua ed abo e g ound, he eby educing he incidence o
complica ions compa ed o i s placemen below g ound le el. The no el y o his senso is he unique
load cell-media ed as ening o he s eel blade o i s ame suppo . This allows he load cell o
expe ience ho izon al h us while suppo ing he blade, hus emo ing he need o co ec he load cell
eadings o de e mine he o al soil esis ance.
To de e mine bo h FC and FF, a special kni e- ool ( ic ion blade) was used. This ic ion blade does
no cu when mo ing h ough he soil. I only mo es inside he space p e iously opened by cu ing
blades and he e o e is only subjec ed o FF. The o ce measu ed by he load cell o his blade, di ided
by he g ound con ac su ace, yields he FF pe uni a ea.
The FF alue can be applied o he cu ing blades, conside ing i s con ac su ace, e ealing wha
pa o he o al o ce, as measu ed by he load cell, co esponds o he ic ion and which pa
co esponds o he soil cu ing. E alua ing bo h o ces is an impo an inno a ion o his no el s eng h
p o ile senso . Fo si e-speci ic illage applica ion, only he cu ing o ce is ele an . Howe e , he
ic ion o ce auxilia y measu emen is essen ial o co ec ing he o al o ce FM ob ained by each load
cell a ached o he h ee cu ing blades.
2
d
d
FF 1
RBD 
Senso s 2013, 13 5951
2.3. Labo a o y Tes s and Ini ial Field Tes s
Labo a o y es s we e pe o med o compa e he o ces exe ed on he blades and he load cell ha
we e ins alled in he main ame wi h he o ce measu ed by a e e ence load cell (SM-5000 N model,
In e ace Inc., Sco sdale, AZ, USA). The e e ence load cell was connec ed o he blades h ough
ension locks wi h hook and eyele a achmen s. Bo h load selec ions we e based on he size and design
o he sensing elemen and on p e ious expe ience gained h ough ob aining he expec ed maximum
soil esis ance alues wi h he soil cone pene ome e . Fo ce da a o each load cell we e condi ioned
and eco ded by a da a acquisi ion sys em (DEWETRON, G az-G ambach, Aus ia). This sys em is a
po able uni compa ible wi h plug-in signal condi ioning modules wi h selec able anges and an
analogic il e ha acili a es a sui able signal- o-noise a io. Load cell and o he senso s, such as an
accele ome e and he mocouples, can be di ec ly in e aced wi h he da a acquisi ion sys em.
The labo a o y es s we e pe o med in ou eplica es. Each blade was es ed indi idually and a
di e en dep hs ( i s blade a 10 cm; second blade a 10 and 20 cm; hi d blade a 10, 20 and 30 cm).
Readings o each blade and i s dep h we e collec ed indi idually. The e e ence load cell was linked
o he blades h ough ension locks wi h a hook and a 50-cm-long eyele . One end o he ension lock, a
s eel “S” as ene was used as an adap e o he cu ing and ic ional blades. A he o he end, a
20-cm-long ension lock was a ached o a me al pole wi h su icien bea ing capaci y. Inc eases o
490 N we e achie ed by manually igh ening he enso lock.
Simple ield examina ions we e pe o med on a comme cial ield loca ed in he Sou h o Spain o
assess adequa e senso pe o mance (Figu e 3(a)). Two ypes o moni o s we e used: a hand-ope a ed
soil cone pene ome e (CI) and he ield- eady soil s eng h p o ile senso (SSPS). Soil mois u e was
measu ed in ield on he es day. SCPS da a a h ee dep hs (0–10, 10–20 and 20–30 cm) we e
collec ed wi h a 10-m ansec spacing a 40 m in leng h (11 No embe 2010). The ansec spacing
was se acco ding o he shape and dimensions o he ield. The soil o he ield es , a loamy- ex u ed
allu ial soil (45% sand, 45% sil , 10% clay), was classi ied as a Typic Xe o lu en [26].
Figu e 3. (a) The yellow ci cles ep esen he geospa ial loca ion o each six se o cone
pene ome e measu emen s and he ed ack he s aigh s eng h senso measu emen
ansec . (b) Implemen senso a he wo king loca ion wi h a GPS an enna.
(a) (b)
Senso s 2013, 13 5952
On a 10-m in e al along each ansec , six CI p o iles we e ob ained wi h a hand-ope a ed soil cone
pene ome e equipped wi h a s aigh ci cula s ainless s eel cone a an angle o 30° ixed on a
s ainless s eel ba acco ding o he ASAE S313.3 s anda d. Ope a ing pa ame e s we e se acco ding o
he ASAE EP542 s anda d, and he pene a ion speed was se o app oxima ely 3 cm/s. The i s
eading was collec ed when he cone base was e en wi h he su ace o he soil. The epo ed CI alue
was he mean alue o he p essu e (MPa) iden i ied by he cone as i was inse ed in o he soil. A load
cell measu ed he o ce wi h which he soil opposed pene a ion, and a po en iome e measu ed he
displacemen a e o de e mine he exac dep h loca ion o he o ce da a. The hand-ope a ed soil cone
pene ome e was e o i ed wi h an RTK-GPS ecei e (model AgGPS 332, T imble Na iga ion L d.,
Sunny ale, CA, USA). This GPS ecei e was in e aced o a ield compu e (model AgGPS 170,
T imble Na iga ion L d.) o eco d he loca ion o each sampling poin . Thi y measu emen s we e
ob ained wi h he hand-ope a ed soil cone pene ome e in clus e s o i e along o he cu ing line.
Figu e 3(b) illus a es he eco ding o soil s eng h measu emen s wi h he implemen senso ha is
being pulled by a ac o . All o he passes we e pe o med a a eloci y o 5.7 km/h. To a oid eadings
in luenced by g ound b eakage e ec s, measu emen s we e aken app oxima ely 0.3 m om he
cu ing line o he senso . To analyze he da a, he 15 s eng h senso measu emen s ha we e ob ained
close o he measu emen s collec ed a he cone pene ome e measu emen loca ions we e used o
in es iga e he ela ionship.
2.4. Da a Analysis
The pe o mance o he soil s eng h senso was e alua ed using labo a o y and ield es s. In
labo a o y es s, he mean and s anda d de ia ion (SD) o simula ed soil esis ance om he e e ence
load cell o each blade and dep h we e de e mined. A eg ession analysis was pe o med o in es iga e
he o ce ansmission sys em (a icula ed pa allel linkage sys em) when he cu ing o ce changed
along he blade. In a comme cial ield es , a non-pa ame ic one-sided Wilcoxon-Mann-Whi ney
p ocedu e was used o compa e he soil esis ance among independen samples. The ield ial da a was
i s co ec ed in o de o ob ain he cu ing o ces, ee om he in luence o he ic ion o ces, using
o ha he da a om he ic ional blade. The ela ionship be ween he cone pene ome e measu emen s
and cu ing o ces was de e mined using he leas immed squa es eg ession [27]. Analysis o he
da ase was pe o med wi h R so wa e [28]. A obus Ellip ic Plo using he Replo unc ion was used
o de ec and s udy ou lie s [29]. A geos a is ical me hod o in e pola ing spa se da a o andom spa ial
p ocesses was used o achie e he cu ing esis ance maps (o dina y k iging). The o iginal o mula ion
o k iging is he mos obus me hod and is o en used in p ecision ag icul u e [30].
3. Resul s and Discussion
3.1. Labo a o y Tes
Eigh y sepa a e s a ic o ce measu emen s we e collec ed o each blade and o he e e ence load.
The means and SDs o he s a ic o ce exe ed on he blades by he load cell we e calcula ed in
inc emen s o 490 N om 0 o 4413 N. The a e age SDs o s a ic o ce o he i s , second, hi d
and ou h blades we e 4%, 5.3%, 3.4% and 5.2%, espec i ely. These SDs displayed accep able
Senso s 2013, 13 5953
pe o mance indices o his me hod. An SD o 5% o less indica es adequa e me hod pe o mance,
whe eas an SD o 10% o highe indica es p oblema ic pe o mance.
The labo a o y es s demons a ed ha he s eng h senso design pe o med success ully based on
an a icula ed pa allel linkage sys em and sepa a ed s eel blades. This indica ed ha he applica ion
poin o he cu ing o ce is independen o he cell load measu emen s. Figu e 4 displays he eg ession
h ough he o igin ha was employed, whe e Y alues a e he cu ing o ce applied and X alues a e he
load cell measu emen s on he hi d s eel blade. The es ima ed eg ession unc ions a e:
Figu e 4. Sca e plo and i ed eg ession h ough he o igin o he hi d s eel blade.
Le el 1 (0–10 cm) in ed ci cles, Le el 2 (10–20 cm) in blue ci cles, Le el 3 (20–30 cm) in
g een ci cles.
The equa ions and eg ession plo s o he s eel blade (1), (2) and (4) we e simila . Howe e , we
obse ed minimal slope di e ences in all o he blades. The end indica es ha when he suppo is
a he om he esul an o ce (i.e., a a g ea e dep h), he esponse is smalle . S a ed ano he way, he
same F
R
applied o he blade gene a es less o ce on an uppe suppo ha is mo e dis an om he
suppo . This is caused by ic ion a quad ila e al a icula ion. This ic ion is p opo ional o he axial
s ess ha suppo s he quad ila e al a ms, which is p opo ional o he o que momen ha mus be
balanced. Al hough he o ce applied on he blade is he same, he g ea e he dis ance om he
eac ion (uppe suppo ), he g ea e he ic ion o ce abso bing a icula ions, which wi hs ands less
o ce o main ain balance. The e o e, his es is no jus a simple calib a ion bu also a way o quan i y
he in luence o ic ion phenomena in he ini ial heo e ical model ha we e no aken in o accoun .
3.2. Simple Field Examina ion
A simple ield es was conduc ed o analyze he pe o mance o he senso as i a e sed he
g ound. The main objec i e o his b ie ield es was o demons a e an adequa e pe o mance, wi h
pa icula a en ion o p oblems wi h ope a ing he equipmen (mechanics and elec onic componen s),
in eg a ing echnology sys ems and collec ing and managing s eng h o ce da a.
The senso measu emen s we e compa ed wi h he hand-ope a ed soil cone pene ome e
measu emen s. Equa ion (3) p o ides insigh in o he soil cu ing o ce equi emen o his senso . I